id sid tid token lemma pos work_sfc3mik6snaw7buodbobenrsra 1 1 This this DT work_sfc3mik6snaw7buodbobenrsra 1 2 article article NN work_sfc3mik6snaw7buodbobenrsra 1 3 appeared appear VBD work_sfc3mik6snaw7buodbobenrsra 1 4 in in IN work_sfc3mik6snaw7buodbobenrsra 1 5 a a DT work_sfc3mik6snaw7buodbobenrsra 1 6 journal journal NN work_sfc3mik6snaw7buodbobenrsra 1 7 published publish VBN work_sfc3mik6snaw7buodbobenrsra 1 8 by by IN work_sfc3mik6snaw7buodbobenrsra 1 9 Elsevier Elsevier NNP work_sfc3mik6snaw7buodbobenrsra 1 10 . . . work_sfc3mik6snaw7buodbobenrsra 2 1 The the DT work_sfc3mik6snaw7buodbobenrsra 2 2 attached attach VBN work_sfc3mik6snaw7buodbobenrsra 2 3 copy copy NN work_sfc3mik6snaw7buodbobenrsra 2 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 2 5 furnished furnish VBN work_sfc3mik6snaw7buodbobenrsra 2 6 to to IN work_sfc3mik6snaw7buodbobenrsra 2 7 the the DT work_sfc3mik6snaw7buodbobenrsra 2 8 author author NN work_sfc3mik6snaw7buodbobenrsra 2 9 for for IN work_sfc3mik6snaw7buodbobenrsra 2 10 internal internal JJ work_sfc3mik6snaw7buodbobenrsra 2 11 non non JJ work_sfc3mik6snaw7buodbobenrsra 2 12 - - JJ work_sfc3mik6snaw7buodbobenrsra 2 13 commercial commercial JJ work_sfc3mik6snaw7buodbobenrsra 2 14 research research NN work_sfc3mik6snaw7buodbobenrsra 2 15 and and CC work_sfc3mik6snaw7buodbobenrsra 2 16 education education NN work_sfc3mik6snaw7buodbobenrsra 2 17 use use NN work_sfc3mik6snaw7buodbobenrsra 2 18 , , , work_sfc3mik6snaw7buodbobenrsra 2 19 including include VBG work_sfc3mik6snaw7buodbobenrsra 2 20 for for IN work_sfc3mik6snaw7buodbobenrsra 2 21 instruction instruction NN work_sfc3mik6snaw7buodbobenrsra 2 22 at at IN work_sfc3mik6snaw7buodbobenrsra 2 23 the the DT work_sfc3mik6snaw7buodbobenrsra 2 24 authors author NNS work_sfc3mik6snaw7buodbobenrsra 2 25 institution institution NN work_sfc3mik6snaw7buodbobenrsra 2 26 and and CC work_sfc3mik6snaw7buodbobenrsra 2 27 sharing share VBG work_sfc3mik6snaw7buodbobenrsra 2 28 with with IN work_sfc3mik6snaw7buodbobenrsra 2 29 colleagues colleague NNS work_sfc3mik6snaw7buodbobenrsra 2 30 . . . work_sfc3mik6snaw7buodbobenrsra 3 1 Other other JJ work_sfc3mik6snaw7buodbobenrsra 3 2 uses use NNS work_sfc3mik6snaw7buodbobenrsra 3 3 , , , work_sfc3mik6snaw7buodbobenrsra 3 4 including include VBG work_sfc3mik6snaw7buodbobenrsra 3 5 reproduction reproduction NN work_sfc3mik6snaw7buodbobenrsra 3 6 and and CC work_sfc3mik6snaw7buodbobenrsra 3 7 distribution distribution NN work_sfc3mik6snaw7buodbobenrsra 3 8 , , , work_sfc3mik6snaw7buodbobenrsra 3 9 or or CC work_sfc3mik6snaw7buodbobenrsra 3 10 selling sell VBG work_sfc3mik6snaw7buodbobenrsra 3 11 or or CC work_sfc3mik6snaw7buodbobenrsra 3 12 licensing licensing NN work_sfc3mik6snaw7buodbobenrsra 3 13 copies copy NNS work_sfc3mik6snaw7buodbobenrsra 3 14 , , , work_sfc3mik6snaw7buodbobenrsra 3 15 or or CC work_sfc3mik6snaw7buodbobenrsra 3 16 posting post VBG work_sfc3mik6snaw7buodbobenrsra 3 17 to to IN work_sfc3mik6snaw7buodbobenrsra 3 18 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 3 19 , , , work_sfc3mik6snaw7buodbobenrsra 3 20 institutional institutional JJ work_sfc3mik6snaw7buodbobenrsra 3 21 or or CC work_sfc3mik6snaw7buodbobenrsra 3 22 third third JJ work_sfc3mik6snaw7buodbobenrsra 3 23 party party NN work_sfc3mik6snaw7buodbobenrsra 3 24 websites website NNS work_sfc3mik6snaw7buodbobenrsra 3 25 are be VBP work_sfc3mik6snaw7buodbobenrsra 3 26 prohibited prohibit VBN work_sfc3mik6snaw7buodbobenrsra 3 27 . . . work_sfc3mik6snaw7buodbobenrsra 4 1 In in IN work_sfc3mik6snaw7buodbobenrsra 4 2 most most JJS work_sfc3mik6snaw7buodbobenrsra 4 3 cases case NNS work_sfc3mik6snaw7buodbobenrsra 4 4 authors author NNS work_sfc3mik6snaw7buodbobenrsra 4 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 4 6 permitted permit VBN work_sfc3mik6snaw7buodbobenrsra 4 7 to to TO work_sfc3mik6snaw7buodbobenrsra 4 8 post post VB work_sfc3mik6snaw7buodbobenrsra 4 9 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 4 10 version version NN work_sfc3mik6snaw7buodbobenrsra 4 11 of of IN work_sfc3mik6snaw7buodbobenrsra 4 12 the the DT work_sfc3mik6snaw7buodbobenrsra 4 13 article article NN work_sfc3mik6snaw7buodbobenrsra 4 14 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 4 15 e.g. e.g. RB work_sfc3mik6snaw7buodbobenrsra 5 1 in in IN work_sfc3mik6snaw7buodbobenrsra 5 2 Word Word NNP work_sfc3mik6snaw7buodbobenrsra 5 3 or or CC work_sfc3mik6snaw7buodbobenrsra 5 4 Tex Tex NNP work_sfc3mik6snaw7buodbobenrsra 5 5 form form NN work_sfc3mik6snaw7buodbobenrsra 5 6 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 5 7 to to IN work_sfc3mik6snaw7buodbobenrsra 5 8 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 5 9 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 5 10 website website NN work_sfc3mik6snaw7buodbobenrsra 5 11 or or CC work_sfc3mik6snaw7buodbobenrsra 5 12 institutional institutional JJ work_sfc3mik6snaw7buodbobenrsra 5 13 repository repository NN work_sfc3mik6snaw7buodbobenrsra 5 14 . . . work_sfc3mik6snaw7buodbobenrsra 6 1 Authors author NNS work_sfc3mik6snaw7buodbobenrsra 6 2 requiring require VBG work_sfc3mik6snaw7buodbobenrsra 6 3 further further JJ work_sfc3mik6snaw7buodbobenrsra 6 4 information information NN work_sfc3mik6snaw7buodbobenrsra 6 5 regarding regard VBG work_sfc3mik6snaw7buodbobenrsra 6 6 Elsevier Elsevier NNP work_sfc3mik6snaw7buodbobenrsra 6 7 ’s ’s POS work_sfc3mik6snaw7buodbobenrsra 6 8 archiving archiving NN work_sfc3mik6snaw7buodbobenrsra 6 9 and and CC work_sfc3mik6snaw7buodbobenrsra 6 10 manuscript manuscript NN work_sfc3mik6snaw7buodbobenrsra 6 11 policies policy NNS work_sfc3mik6snaw7buodbobenrsra 6 12 are be VBP work_sfc3mik6snaw7buodbobenrsra 6 13 encouraged encourage VBN work_sfc3mik6snaw7buodbobenrsra 6 14 to to TO work_sfc3mik6snaw7buodbobenrsra 6 15 visit visit VB work_sfc3mik6snaw7buodbobenrsra 6 16 : : : work_sfc3mik6snaw7buodbobenrsra 6 17 http://www.elsevier.com/authorsrights http://www.elsevier.com/authorsrights ADD work_sfc3mik6snaw7buodbobenrsra 6 18 http://www.elsevier.com/authorsrights http://www.elsevier.com/authorsrights NNP work_sfc3mik6snaw7buodbobenrsra 6 19 Author author NN work_sfc3mik6snaw7buodbobenrsra 6 20 's 's POS work_sfc3mik6snaw7buodbobenrsra 6 21 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 6 22 copy copy NN work_sfc3mik6snaw7buodbobenrsra 6 23 Cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 6 24 center center NN work_sfc3mik6snaw7buodbobenrsra 6 25 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 6 26 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 6 27 for for IN work_sfc3mik6snaw7buodbobenrsra 6 28 K K NNP work_sfc3mik6snaw7buodbobenrsra 6 29 - - HYPH work_sfc3mik6snaw7buodbobenrsra 6 30 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 6 31 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 6 32 Shehroz Shehroz NNP work_sfc3mik6snaw7buodbobenrsra 6 33 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 6 34 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 6 35 a a NNP work_sfc3mik6snaw7buodbobenrsra 6 36 , , , work_sfc3mik6snaw7buodbobenrsra 6 37 ⇑ ⇑ CD work_sfc3mik6snaw7buodbobenrsra 6 38 , , , work_sfc3mik6snaw7buodbobenrsra 6 39 Amir Amir NNP work_sfc3mik6snaw7buodbobenrsra 6 40 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 6 41 b b NNP work_sfc3mik6snaw7buodbobenrsra 6 42 a a DT work_sfc3mik6snaw7buodbobenrsra 6 43 David David NNP work_sfc3mik6snaw7buodbobenrsra 6 44 R. R. NNP work_sfc3mik6snaw7buodbobenrsra 6 45 Cheriton Cheriton NNP work_sfc3mik6snaw7buodbobenrsra 6 46 School School NNP work_sfc3mik6snaw7buodbobenrsra 6 47 of of IN work_sfc3mik6snaw7buodbobenrsra 6 48 Computer Computer NNP work_sfc3mik6snaw7buodbobenrsra 6 49 Science Science NNP work_sfc3mik6snaw7buodbobenrsra 6 50 , , , work_sfc3mik6snaw7buodbobenrsra 6 51 University University NNP work_sfc3mik6snaw7buodbobenrsra 6 52 of of IN work_sfc3mik6snaw7buodbobenrsra 6 53 Waterloo Waterloo NNP work_sfc3mik6snaw7buodbobenrsra 6 54 , , , work_sfc3mik6snaw7buodbobenrsra 6 55 Canada Canada NNP work_sfc3mik6snaw7buodbobenrsra 6 56 b b NNP work_sfc3mik6snaw7buodbobenrsra 6 57 Faculty Faculty NNP work_sfc3mik6snaw7buodbobenrsra 6 58 of of IN work_sfc3mik6snaw7buodbobenrsra 6 59 Computing Computing NNP work_sfc3mik6snaw7buodbobenrsra 6 60 and and CC work_sfc3mik6snaw7buodbobenrsra 6 61 Information Information NNP work_sfc3mik6snaw7buodbobenrsra 6 62 Technology Technology NNP work_sfc3mik6snaw7buodbobenrsra 6 63 , , , work_sfc3mik6snaw7buodbobenrsra 6 64 King King NNP work_sfc3mik6snaw7buodbobenrsra 6 65 Abdulaziz Abdulaziz NNP work_sfc3mik6snaw7buodbobenrsra 6 66 University University NNP work_sfc3mik6snaw7buodbobenrsra 6 67 , , , work_sfc3mik6snaw7buodbobenrsra 6 68 Rabigh Rabigh NNP work_sfc3mik6snaw7buodbobenrsra 6 69 , , , work_sfc3mik6snaw7buodbobenrsra 6 70 Saudi Saudi NNP work_sfc3mik6snaw7buodbobenrsra 6 71 Arabia Arabia NNP work_sfc3mik6snaw7buodbobenrsra 6 72 a a DT work_sfc3mik6snaw7buodbobenrsra 6 73 r r NN work_sfc3mik6snaw7buodbobenrsra 6 74 t t NN work_sfc3mik6snaw7buodbobenrsra 6 75 i i NN work_sfc3mik6snaw7buodbobenrsra 6 76 c c NN work_sfc3mik6snaw7buodbobenrsra 6 77 l l NN work_sfc3mik6snaw7buodbobenrsra 6 78 e e NNP work_sfc3mik6snaw7buodbobenrsra 6 79 i i NNP work_sfc3mik6snaw7buodbobenrsra 6 80 n n CC work_sfc3mik6snaw7buodbobenrsra 6 81 f f NNP work_sfc3mik6snaw7buodbobenrsra 6 82 o o NNP work_sfc3mik6snaw7buodbobenrsra 6 83 Keywords Keywords NNPS work_sfc3mik6snaw7buodbobenrsra 6 84 : : : work_sfc3mik6snaw7buodbobenrsra 6 85 K K NNP work_sfc3mik6snaw7buodbobenrsra 6 86 - - HYPH work_sfc3mik6snaw7buodbobenrsra 6 87 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 6 88 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 6 89 Cluster Cluster NNP work_sfc3mik6snaw7buodbobenrsra 6 90 center center NN work_sfc3mik6snaw7buodbobenrsra 6 91 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 6 92 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 6 93 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 6 94 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 6 95 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 6 96 a a DT work_sfc3mik6snaw7buodbobenrsra 6 97 b b NN work_sfc3mik6snaw7buodbobenrsra 6 98 s s NNP work_sfc3mik6snaw7buodbobenrsra 6 99 t t NNP work_sfc3mik6snaw7buodbobenrsra 6 100 r r NNP work_sfc3mik6snaw7buodbobenrsra 6 101 a a DT work_sfc3mik6snaw7buodbobenrsra 6 102 c c NN work_sfc3mik6snaw7buodbobenrsra 6 103 t t NN work_sfc3mik6snaw7buodbobenrsra 6 104 Partitional partitional JJ work_sfc3mik6snaw7buodbobenrsra 6 105 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 6 106 of of IN work_sfc3mik6snaw7buodbobenrsra 6 107 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 6 108 data datum NNS work_sfc3mik6snaw7buodbobenrsra 6 109 is be VBZ work_sfc3mik6snaw7buodbobenrsra 6 110 normally normally RB work_sfc3mik6snaw7buodbobenrsra 6 111 performed perform VBN work_sfc3mik6snaw7buodbobenrsra 6 112 by by IN work_sfc3mik6snaw7buodbobenrsra 6 113 using use VBG work_sfc3mik6snaw7buodbobenrsra 6 114 K K NNP work_sfc3mik6snaw7buodbobenrsra 6 115 - - HYPH work_sfc3mik6snaw7buodbobenrsra 6 116 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 6 117 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 6 118 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 6 119 , , , work_sfc3mik6snaw7buodbobenrsra 6 120 which which WDT work_sfc3mik6snaw7buodbobenrsra 6 121 works work VBZ work_sfc3mik6snaw7buodbobenrsra 6 122 well well RB work_sfc3mik6snaw7buodbobenrsra 6 123 for for IN work_sfc3mik6snaw7buodbobenrsra 6 124 large large JJ work_sfc3mik6snaw7buodbobenrsra 6 125 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 6 126 . . . work_sfc3mik6snaw7buodbobenrsra 7 1 Even even RB work_sfc3mik6snaw7buodbobenrsra 7 2 though though IN work_sfc3mik6snaw7buodbobenrsra 7 3 the the DT work_sfc3mik6snaw7buodbobenrsra 7 4 design design NN work_sfc3mik6snaw7buodbobenrsra 7 5 and and CC work_sfc3mik6snaw7buodbobenrsra 7 6 implementation implementation NN work_sfc3mik6snaw7buodbobenrsra 7 7 of of IN work_sfc3mik6snaw7buodbobenrsra 7 8 K K NNP work_sfc3mik6snaw7buodbobenrsra 7 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 7 10 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 7 11 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 7 12 is be VBZ work_sfc3mik6snaw7buodbobenrsra 7 13 simple simple JJ work_sfc3mik6snaw7buodbobenrsra 7 14 and and CC work_sfc3mik6snaw7buodbobenrsra 7 15 efficient efficient JJ work_sfc3mik6snaw7buodbobenrsra 7 16 , , , work_sfc3mik6snaw7buodbobenrsra 7 17 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 7 18 has have VBZ work_sfc3mik6snaw7buodbobenrsra 7 19 the the DT work_sfc3mik6snaw7buodbobenrsra 7 20 pitfall pitfall NN work_sfc3mik6snaw7buodbobenrsra 7 21 of of IN work_sfc3mik6snaw7buodbobenrsra 7 22 randomly randomly RB work_sfc3mik6snaw7buodbobenrsra 7 23 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 7 24 the the DT work_sfc3mik6snaw7buodbobenrsra 7 25 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 7 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 7 27 centers center NNS work_sfc3mik6snaw7buodbobenrsra 7 28 for for IN work_sfc3mik6snaw7buodbobenrsra 7 29 invoking invoke VBG work_sfc3mik6snaw7buodbobenrsra 7 30 every every DT work_sfc3mik6snaw7buodbobenrsra 7 31 new new JJ work_sfc3mik6snaw7buodbobenrsra 7 32 execution execution NN work_sfc3mik6snaw7buodbobenrsra 7 33 that that WDT work_sfc3mik6snaw7buodbobenrsra 7 34 may may MD work_sfc3mik6snaw7buodbobenrsra 7 35 lead lead VB work_sfc3mik6snaw7buodbobenrsra 7 36 to to IN work_sfc3mik6snaw7buodbobenrsra 7 37 non non JJ work_sfc3mik6snaw7buodbobenrsra 7 38 - - JJ work_sfc3mik6snaw7buodbobenrsra 7 39 repeatable repeatable JJ work_sfc3mik6snaw7buodbobenrsra 7 40 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 7 41 results result NNS work_sfc3mik6snaw7buodbobenrsra 7 42 . . . work_sfc3mik6snaw7buodbobenrsra 8 1 This this DT work_sfc3mik6snaw7buodbobenrsra 8 2 paper paper NN work_sfc3mik6snaw7buodbobenrsra 8 3 addresses address VBZ work_sfc3mik6snaw7buodbobenrsra 8 4 the the DT work_sfc3mik6snaw7buodbobenrsra 8 5 randomized randomized JJ work_sfc3mik6snaw7buodbobenrsra 8 6 center center NN work_sfc3mik6snaw7buodbobenrsra 8 7 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 8 8 problem problem NN work_sfc3mik6snaw7buodbobenrsra 8 9 of of IN work_sfc3mik6snaw7buodbobenrsra 8 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 8 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 8 12 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 8 13 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 8 14 by by IN work_sfc3mik6snaw7buodbobenrsra 8 15 proposing propose VBG work_sfc3mik6snaw7buodbobenrsra 8 16 a a DT work_sfc3mik6snaw7buodbobenrsra 8 17 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 8 18 center center NN work_sfc3mik6snaw7buodbobenrsra 8 19 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 8 20 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 8 21 . . . work_sfc3mik6snaw7buodbobenrsra 9 1 The the DT work_sfc3mik6snaw7buodbobenrsra 9 2 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 9 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 9 4 performs perform VBZ work_sfc3mik6snaw7buodbobenrsra 9 5 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 9 6 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 9 7 of of IN work_sfc3mik6snaw7buodbobenrsra 9 8 the the DT work_sfc3mik6snaw7buodbobenrsra 9 9 data datum NNS work_sfc3mik6snaw7buodbobenrsra 9 10 based base VBN work_sfc3mik6snaw7buodbobenrsra 9 11 on on IN work_sfc3mik6snaw7buodbobenrsra 9 12 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 9 13 values value NNS work_sfc3mik6snaw7buodbobenrsra 9 14 in in IN work_sfc3mik6snaw7buodbobenrsra 9 15 different different JJ work_sfc3mik6snaw7buodbobenrsra 9 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 9 17 and and CC work_sfc3mik6snaw7buodbobenrsra 9 18 yields yield NNS work_sfc3mik6snaw7buodbobenrsra 9 19 deterministic deterministic JJ work_sfc3mik6snaw7buodbobenrsra 9 20 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 9 21 that that WDT work_sfc3mik6snaw7buodbobenrsra 9 22 are be VBP work_sfc3mik6snaw7buodbobenrsra 9 23 to to TO work_sfc3mik6snaw7buodbobenrsra 9 24 be be VB work_sfc3mik6snaw7buodbobenrsra 9 25 used use VBN work_sfc3mik6snaw7buodbobenrsra 9 26 as as IN work_sfc3mik6snaw7buodbobenrsra 9 27 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 9 28 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 9 29 centers center NNS work_sfc3mik6snaw7buodbobenrsra 9 30 . . . work_sfc3mik6snaw7buodbobenrsra 10 1 In in IN work_sfc3mik6snaw7buodbobenrsra 10 2 the the DT work_sfc3mik6snaw7buodbobenrsra 10 3 paper paper NN work_sfc3mik6snaw7buodbobenrsra 10 4 , , , work_sfc3mik6snaw7buodbobenrsra 10 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 10 6 propose propose VBP work_sfc3mik6snaw7buodbobenrsra 10 7 a a DT work_sfc3mik6snaw7buodbobenrsra 10 8 new new JJ work_sfc3mik6snaw7buodbobenrsra 10 9 method method NN work_sfc3mik6snaw7buodbobenrsra 10 10 for for IN work_sfc3mik6snaw7buodbobenrsra 10 11 selecting select VBG work_sfc3mik6snaw7buodbobenrsra 10 12 the the DT work_sfc3mik6snaw7buodbobenrsra 10 13 most most RBS work_sfc3mik6snaw7buodbobenrsra 10 14 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 10 15 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 10 16 , , , work_sfc3mik6snaw7buodbobenrsra 10 17 namely namely RB work_sfc3mik6snaw7buodbobenrsra 10 18 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 10 19 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 10 20 , , , work_sfc3mik6snaw7buodbobenrsra 10 21 com- com- NN work_sfc3mik6snaw7buodbobenrsra 10 22 pare pare VBP work_sfc3mik6snaw7buodbobenrsra 10 23 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 10 24 with with IN work_sfc3mik6snaw7buodbobenrsra 10 25 another another DT work_sfc3mik6snaw7buodbobenrsra 10 26 existing exist VBG work_sfc3mik6snaw7buodbobenrsra 10 27 method method NN work_sfc3mik6snaw7buodbobenrsra 10 28 to to TO work_sfc3mik6snaw7buodbobenrsra 10 29 find find VB work_sfc3mik6snaw7buodbobenrsra 10 30 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 10 31 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 10 32 for for IN work_sfc3mik6snaw7buodbobenrsra 10 33 unsupervised unsupervised JJ work_sfc3mik6snaw7buodbobenrsra 10 34 learning learning NN work_sfc3mik6snaw7buodbobenrsra 10 35 , , , work_sfc3mik6snaw7buodbobenrsra 10 36 and and CC work_sfc3mik6snaw7buodbobenrsra 10 37 perform perform VB work_sfc3mik6snaw7buodbobenrsra 10 38 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 10 39 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 10 40 of of IN work_sfc3mik6snaw7buodbobenrsra 10 41 data datum NNS work_sfc3mik6snaw7buodbobenrsra 10 42 to to TO work_sfc3mik6snaw7buodbobenrsra 10 43 find find VB work_sfc3mik6snaw7buodbobenrsra 10 44 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 10 45 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 10 46 centers center NNS work_sfc3mik6snaw7buodbobenrsra 10 47 . . . work_sfc3mik6snaw7buodbobenrsra 11 1 The the DT work_sfc3mik6snaw7buodbobenrsra 11 2 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 11 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 11 4 ensures ensure VBZ work_sfc3mik6snaw7buodbobenrsra 11 5 fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 11 6 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 11 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 11 8 centers center NNS work_sfc3mik6snaw7buodbobenrsra 11 9 and and CC work_sfc3mik6snaw7buodbobenrsra 11 10 thus thus RB work_sfc3mik6snaw7buodbobenrsra 11 11 repeatable repeatable JJ work_sfc3mik6snaw7buodbobenrsra 11 12 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 11 13 results result NNS work_sfc3mik6snaw7buodbobenrsra 11 14 . . . work_sfc3mik6snaw7buodbobenrsra 12 1 The the DT work_sfc3mik6snaw7buodbobenrsra 12 2 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 12 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 12 4 case case NN work_sfc3mik6snaw7buodbobenrsra 12 5 time time NN work_sfc3mik6snaw7buodbobenrsra 12 6 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 12 7 of of IN work_sfc3mik6snaw7buodbobenrsra 12 8 the the DT work_sfc3mik6snaw7buodbobenrsra 12 9 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 12 10 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 12 11 is be VBZ work_sfc3mik6snaw7buodbobenrsra 12 12 log log NN work_sfc3mik6snaw7buodbobenrsra 12 13 - - HYPH work_sfc3mik6snaw7buodbobenrsra 12 14 linear linear NN work_sfc3mik6snaw7buodbobenrsra 12 15 to to IN work_sfc3mik6snaw7buodbobenrsra 12 16 the the DT work_sfc3mik6snaw7buodbobenrsra 12 17 number number NN work_sfc3mik6snaw7buodbobenrsra 12 18 of of IN work_sfc3mik6snaw7buodbobenrsra 12 19 data datum NNS work_sfc3mik6snaw7buodbobenrsra 12 20 objects object NNS work_sfc3mik6snaw7buodbobenrsra 12 21 . . . work_sfc3mik6snaw7buodbobenrsra 13 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 13 2 evaluate evaluate VBP work_sfc3mik6snaw7buodbobenrsra 13 3 the the DT work_sfc3mik6snaw7buodbobenrsra 13 4 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 13 5 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 13 6 on on IN work_sfc3mik6snaw7buodbobenrsra 13 7 several several JJ work_sfc3mik6snaw7buodbobenrsra 13 8 cat- cat- NN work_sfc3mik6snaw7buodbobenrsra 13 9 egorical egorical JJ work_sfc3mik6snaw7buodbobenrsra 13 10 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 13 11 and and CC work_sfc3mik6snaw7buodbobenrsra 13 12 compared compare VBD work_sfc3mik6snaw7buodbobenrsra 13 13 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 13 14 against against IN work_sfc3mik6snaw7buodbobenrsra 13 15 random random JJ work_sfc3mik6snaw7buodbobenrsra 13 16 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 13 17 and and CC work_sfc3mik6snaw7buodbobenrsra 13 18 two two CD work_sfc3mik6snaw7buodbobenrsra 13 19 other other JJ work_sfc3mik6snaw7buodbobenrsra 13 20 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 13 21 methods method NNS work_sfc3mik6snaw7buodbobenrsra 13 22 , , , work_sfc3mik6snaw7buodbobenrsra 13 23 and and CC work_sfc3mik6snaw7buodbobenrsra 13 24 show show VBP work_sfc3mik6snaw7buodbobenrsra 13 25 that that IN work_sfc3mik6snaw7buodbobenrsra 13 26 the the DT work_sfc3mik6snaw7buodbobenrsra 13 27 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 13 28 method method NN work_sfc3mik6snaw7buodbobenrsra 13 29 performs perform VBZ work_sfc3mik6snaw7buodbobenrsra 13 30 better well RBR work_sfc3mik6snaw7buodbobenrsra 13 31 in in IN work_sfc3mik6snaw7buodbobenrsra 13 32 terms term NNS work_sfc3mik6snaw7buodbobenrsra 13 33 of of IN work_sfc3mik6snaw7buodbobenrsra 13 34 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 13 35 and and CC work_sfc3mik6snaw7buodbobenrsra 13 36 time time NN work_sfc3mik6snaw7buodbobenrsra 13 37 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 13 38 . . . work_sfc3mik6snaw7buodbobenrsra 14 1 The the DT work_sfc3mik6snaw7buodbobenrsra 14 2 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 14 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 14 4 centers center NNS work_sfc3mik6snaw7buodbobenrsra 14 5 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 14 6 by by IN work_sfc3mik6snaw7buodbobenrsra 14 7 the the DT work_sfc3mik6snaw7buodbobenrsra 14 8 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 14 9 approach approach NN work_sfc3mik6snaw7buodbobenrsra 14 10 are be VBP work_sfc3mik6snaw7buodbobenrsra 14 11 close close JJ work_sfc3mik6snaw7buodbobenrsra 14 12 to to IN work_sfc3mik6snaw7buodbobenrsra 14 13 the the DT work_sfc3mik6snaw7buodbobenrsra 14 14 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 14 15 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 14 16 centers center NNS work_sfc3mik6snaw7buodbobenrsra 14 17 of of IN work_sfc3mik6snaw7buodbobenrsra 14 18 the the DT work_sfc3mik6snaw7buodbobenrsra 14 19 different different JJ work_sfc3mik6snaw7buodbobenrsra 14 20 data datum NNS work_sfc3mik6snaw7buodbobenrsra 14 21 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 14 22 tested test VBD work_sfc3mik6snaw7buodbobenrsra 14 23 , , , work_sfc3mik6snaw7buodbobenrsra 14 24 which which WDT work_sfc3mik6snaw7buodbobenrsra 14 25 leads lead VBZ work_sfc3mik6snaw7buodbobenrsra 14 26 to to IN work_sfc3mik6snaw7buodbobenrsra 14 27 faster fast JJR work_sfc3mik6snaw7buodbobenrsra 14 28 convergence convergence NN work_sfc3mik6snaw7buodbobenrsra 14 29 of of IN work_sfc3mik6snaw7buodbobenrsra 14 30 K K NNP work_sfc3mik6snaw7buodbobenrsra 14 31 - - HYPH work_sfc3mik6snaw7buodbobenrsra 14 32 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 14 33 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 14 34 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 14 35 in in IN work_sfc3mik6snaw7buodbobenrsra 14 36 conjunction conjunction NN work_sfc3mik6snaw7buodbobenrsra 14 37 to to IN work_sfc3mik6snaw7buodbobenrsra 14 38 bet- bet- DT work_sfc3mik6snaw7buodbobenrsra 14 39 ter ter NN work_sfc3mik6snaw7buodbobenrsra 14 40 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 14 41 results result NNS work_sfc3mik6snaw7buodbobenrsra 14 42 . . . work_sfc3mik6snaw7buodbobenrsra 15 1 � � NNP work_sfc3mik6snaw7buodbobenrsra 15 2 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 15 3 Elsevier Elsevier NNP work_sfc3mik6snaw7buodbobenrsra 15 4 Ltd. Ltd. NNP work_sfc3mik6snaw7buodbobenrsra 15 5 All all DT work_sfc3mik6snaw7buodbobenrsra 15 6 rights right NNS work_sfc3mik6snaw7buodbobenrsra 15 7 reserved reserve VBN work_sfc3mik6snaw7buodbobenrsra 15 8 . . . work_sfc3mik6snaw7buodbobenrsra 16 1 1 1 LS work_sfc3mik6snaw7buodbobenrsra 16 2 . . . work_sfc3mik6snaw7buodbobenrsra 17 1 Introduction introduction NN work_sfc3mik6snaw7buodbobenrsra 17 2 Cluster Cluster NNP work_sfc3mik6snaw7buodbobenrsra 17 3 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 17 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 17 5 a a DT work_sfc3mik6snaw7buodbobenrsra 17 6 form form NN work_sfc3mik6snaw7buodbobenrsra 17 7 of of IN work_sfc3mik6snaw7buodbobenrsra 17 8 unsupervised unsupervise VBN work_sfc3mik6snaw7buodbobenrsra 17 9 learning learning NN work_sfc3mik6snaw7buodbobenrsra 17 10 that that WDT work_sfc3mik6snaw7buodbobenrsra 17 11 is be VBZ work_sfc3mik6snaw7buodbobenrsra 17 12 aimed aim VBN work_sfc3mik6snaw7buodbobenrsra 17 13 at at IN work_sfc3mik6snaw7buodbobenrsra 17 14 finding find VBG work_sfc3mik6snaw7buodbobenrsra 17 15 underlying underlie VBG work_sfc3mik6snaw7buodbobenrsra 17 16 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 17 17 in in IN work_sfc3mik6snaw7buodbobenrsra 17 18 the the DT work_sfc3mik6snaw7buodbobenrsra 17 19 unlabeled unlabeled JJ work_sfc3mik6snaw7buodbobenrsra 17 20 data datum NNS work_sfc3mik6snaw7buodbobenrsra 17 21 . . . work_sfc3mik6snaw7buodbobenrsra 18 1 The the DT work_sfc3mik6snaw7buodbobenrsra 18 2 objective objective NN work_sfc3mik6snaw7buodbobenrsra 18 3 of of IN work_sfc3mik6snaw7buodbobenrsra 18 4 a a DT work_sfc3mik6snaw7buodbobenrsra 18 5 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 18 6 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 18 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 18 8 to to TO work_sfc3mik6snaw7buodbobenrsra 18 9 partition partition VB work_sfc3mik6snaw7buodbobenrsra 18 10 a a DT work_sfc3mik6snaw7buodbobenrsra 18 11 multi- multi- JJ work_sfc3mik6snaw7buodbobenrsra 18 12 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 18 13 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 18 14 into into IN work_sfc3mik6snaw7buodbobenrsra 18 15 homogeneous homogeneous JJ work_sfc3mik6snaw7buodbobenrsra 18 16 groups group NNS work_sfc3mik6snaw7buodbobenrsra 18 17 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 18 18 or or CC work_sfc3mik6snaw7buodbobenrsra 18 19 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 18 20 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 18 21 such such JJ work_sfc3mik6snaw7buodbobenrsra 18 22 that that IN work_sfc3mik6snaw7buodbobenrsra 18 23 the the DT work_sfc3mik6snaw7buodbobenrsra 18 24 data data NN work_sfc3mik6snaw7buodbobenrsra 18 25 objects object NNS work_sfc3mik6snaw7buodbobenrsra 18 26 in in IN work_sfc3mik6snaw7buodbobenrsra 18 27 one one CD work_sfc3mik6snaw7buodbobenrsra 18 28 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 18 29 are be VBP work_sfc3mik6snaw7buodbobenrsra 18 30 more more RBR work_sfc3mik6snaw7buodbobenrsra 18 31 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 18 32 to to IN work_sfc3mik6snaw7buodbobenrsra 18 33 each each DT work_sfc3mik6snaw7buodbobenrsra 18 34 other other JJ work_sfc3mik6snaw7buodbobenrsra 18 35 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 18 36 based base VBN work_sfc3mik6snaw7buodbobenrsra 18 37 on on IN work_sfc3mik6snaw7buodbobenrsra 18 38 some some DT work_sfc3mik6snaw7buodbobenrsra 18 39 similarity similarity NN work_sfc3mik6snaw7buodbobenrsra 18 40 measure measure NN work_sfc3mik6snaw7buodbobenrsra 18 41 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 18 42 than than IN work_sfc3mik6snaw7buodbobenrsra 18 43 those those DT work_sfc3mik6snaw7buodbobenrsra 18 44 in in IN work_sfc3mik6snaw7buodbobenrsra 18 45 other other JJ work_sfc3mik6snaw7buodbobenrsra 18 46 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 18 47 . . . work_sfc3mik6snaw7buodbobenrsra 19 1 Clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 19 2 is be VBZ work_sfc3mik6snaw7buodbobenrsra 19 3 an an DT work_sfc3mik6snaw7buodbobenrsra 19 4 active active JJ work_sfc3mik6snaw7buodbobenrsra 19 5 research research NN work_sfc3mik6snaw7buodbobenrsra 19 6 topic topic NN work_sfc3mik6snaw7buodbobenrsra 19 7 in in IN work_sfc3mik6snaw7buodbobenrsra 19 8 pattern pattern NN work_sfc3mik6snaw7buodbobenrsra 19 9 recognition recognition NN work_sfc3mik6snaw7buodbobenrsra 19 10 , , , work_sfc3mik6snaw7buodbobenrsra 19 11 data datum NNS work_sfc3mik6snaw7buodbobenrsra 19 12 mining mining NN work_sfc3mik6snaw7buodbobenrsra 19 13 , , , work_sfc3mik6snaw7buodbobenrsra 19 14 statistics statistic NNS work_sfc3mik6snaw7buodbobenrsra 19 15 and and CC work_sfc3mik6snaw7buodbobenrsra 19 16 machine machine NN work_sfc3mik6snaw7buodbobenrsra 19 17 learning learn VBG work_sfc3mik6snaw7buodbobenrsra 19 18 with with IN work_sfc3mik6snaw7buodbobenrsra 19 19 diverse diverse JJ work_sfc3mik6snaw7buodbobenrsra 19 20 application application NN work_sfc3mik6snaw7buodbobenrsra 19 21 such such JJ work_sfc3mik6snaw7buodbobenrsra 19 22 as as IN work_sfc3mik6snaw7buodbobenrsra 19 23 in in IN work_sfc3mik6snaw7buodbobenrsra 19 24 image image NN work_sfc3mik6snaw7buodbobenrsra 19 25 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 19 26 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 19 27 Matas Matas NNP work_sfc3mik6snaw7buodbobenrsra 19 28 & & CC work_sfc3mik6snaw7buodbobenrsra 19 29 Kittler Kittler NNP work_sfc3mik6snaw7buodbobenrsra 19 30 , , , work_sfc3mik6snaw7buodbobenrsra 19 31 1995 1995 CD work_sfc3mik6snaw7buodbobenrsra 19 32 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 19 33 , , , work_sfc3mik6snaw7buodbobenrsra 19 34 medical medical JJ work_sfc3mik6snaw7buodbobenrsra 19 35 appli- appli- NN work_sfc3mik6snaw7buodbobenrsra 19 36 cations cation NNS work_sfc3mik6snaw7buodbobenrsra 19 37 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 19 38 Petrakis Petrakis NNP work_sfc3mik6snaw7buodbobenrsra 19 39 & & CC work_sfc3mik6snaw7buodbobenrsra 19 40 Faloutsos Faloutsos NNP work_sfc3mik6snaw7buodbobenrsra 19 41 , , , work_sfc3mik6snaw7buodbobenrsra 19 42 1997 1997 CD work_sfc3mik6snaw7buodbobenrsra 19 43 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 19 44 and and CC work_sfc3mik6snaw7buodbobenrsra 19 45 web web NN work_sfc3mik6snaw7buodbobenrsra 19 46 documentation documentation NN work_sfc3mik6snaw7buodbobenrsra 19 47 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 19 48 Boley Boley NNP work_sfc3mik6snaw7buodbobenrsra 19 49 et et FW work_sfc3mik6snaw7buodbobenrsra 19 50 al al NNP work_sfc3mik6snaw7buodbobenrsra 19 51 . . NNP work_sfc3mik6snaw7buodbobenrsra 19 52 , , , work_sfc3mik6snaw7buodbobenrsra 19 53 1999 1999 CD work_sfc3mik6snaw7buodbobenrsra 19 54 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 19 55 . . . work_sfc3mik6snaw7buodbobenrsra 20 1 The the DT work_sfc3mik6snaw7buodbobenrsra 20 2 partitional partitional JJ work_sfc3mik6snaw7buodbobenrsra 20 3 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 20 4 algorithms algorithm NNS work_sfc3mik6snaw7buodbobenrsra 20 5 such such JJ work_sfc3mik6snaw7buodbobenrsra 20 6 as as IN work_sfc3mik6snaw7buodbobenrsra 20 7 K K NNP work_sfc3mik6snaw7buodbobenrsra 20 8 - - HYPH work_sfc3mik6snaw7buodbobenrsra 20 9 means means NNP work_sfc3mik6snaw7buodbobenrsra 20 10 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 20 11 Anderberg Anderberg NNP work_sfc3mik6snaw7buodbobenrsra 20 12 , , , work_sfc3mik6snaw7buodbobenrsra 20 13 1973 1973 CD work_sfc3mik6snaw7buodbobenrsra 20 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 20 15 are be VBP work_sfc3mik6snaw7buodbobenrsra 20 16 very very RB work_sfc3mik6snaw7buodbobenrsra 20 17 efficient efficient JJ work_sfc3mik6snaw7buodbobenrsra 20 18 for for IN work_sfc3mik6snaw7buodbobenrsra 20 19 processing process VBG work_sfc3mik6snaw7buodbobenrsra 20 20 large large JJ work_sfc3mik6snaw7buodbobenrsra 20 21 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 20 22 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 20 23 . . . work_sfc3mik6snaw7buodbobenrsra 21 1 Data datum NNS work_sfc3mik6snaw7buodbobenrsra 21 2 mining mining NN work_sfc3mik6snaw7buodbobenrsra 21 3 applications application NNS work_sfc3mik6snaw7buodbobenrsra 21 4 require require VBP work_sfc3mik6snaw7buodbobenrsra 21 5 handling handle VBG work_sfc3mik6snaw7buodbobenrsra 21 6 and and CC work_sfc3mik6snaw7buodbobenrsra 21 7 explora- explora- JJ work_sfc3mik6snaw7buodbobenrsra 21 8 tion tion NN work_sfc3mik6snaw7buodbobenrsra 21 9 of of IN work_sfc3mik6snaw7buodbobenrsra 21 10 data datum NNS work_sfc3mik6snaw7buodbobenrsra 21 11 that that WDT work_sfc3mik6snaw7buodbobenrsra 21 12 contains contain VBZ work_sfc3mik6snaw7buodbobenrsra 21 13 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 21 14 , , , work_sfc3mik6snaw7buodbobenrsra 21 15 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 21 16 or or CC work_sfc3mik6snaw7buodbobenrsra 21 17 both both DT work_sfc3mik6snaw7buodbobenrsra 21 18 types type NNS work_sfc3mik6snaw7buodbobenrsra 21 19 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 21 20 . . . work_sfc3mik6snaw7buodbobenrsra 22 1 The the DT work_sfc3mik6snaw7buodbobenrsra 22 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 22 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 22 4 means means NNP work_sfc3mik6snaw7buodbobenrsra 22 5 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 22 6 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 22 7 fails fail VBZ work_sfc3mik6snaw7buodbobenrsra 22 8 to to TO work_sfc3mik6snaw7buodbobenrsra 22 9 handle handle VB work_sfc3mik6snaw7buodbobenrsra 22 10 data- data- JJ work_sfc3mik6snaw7buodbobenrsra 22 11 sets set NNS work_sfc3mik6snaw7buodbobenrsra 22 12 with with IN work_sfc3mik6snaw7buodbobenrsra 22 13 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 22 14 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 22 15 because because IN work_sfc3mik6snaw7buodbobenrsra 22 16 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 22 17 minimizes minimize VBZ work_sfc3mik6snaw7buodbobenrsra 22 18 the the DT work_sfc3mik6snaw7buodbobenrsra 22 19 cost cost NN work_sfc3mik6snaw7buodbobenrsra 22 20 function function NN work_sfc3mik6snaw7buodbobenrsra 22 21 by by IN work_sfc3mik6snaw7buodbobenrsra 22 22 calculating calculate VBG work_sfc3mik6snaw7buodbobenrsra 22 23 means mean NNS work_sfc3mik6snaw7buodbobenrsra 22 24 and and CC work_sfc3mik6snaw7buodbobenrsra 22 25 distances distance NNS work_sfc3mik6snaw7buodbobenrsra 22 26 . . . work_sfc3mik6snaw7buodbobenrsra 23 1 The the DT work_sfc3mik6snaw7buodbobenrsra 23 2 traditional traditional JJ work_sfc3mik6snaw7buodbobenrsra 23 3 way way NN work_sfc3mik6snaw7buodbobenrsra 23 4 to to TO work_sfc3mik6snaw7buodbobenrsra 23 5 treat treat VB work_sfc3mik6snaw7buodbobenrsra 23 6 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 23 7 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 23 8 as as IN work_sfc3mik6snaw7buodbobenrsra 23 9 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 23 10 does do VBZ work_sfc3mik6snaw7buodbobenrsra 23 11 not not RB work_sfc3mik6snaw7buodbobenrsra 23 12 always always RB work_sfc3mik6snaw7buodbobenrsra 23 13 produce produce VB work_sfc3mik6snaw7buodbobenrsra 23 14 meaningful meaningful JJ work_sfc3mik6snaw7buodbobenrsra 23 15 results result NNS work_sfc3mik6snaw7buodbobenrsra 23 16 because because IN work_sfc3mik6snaw7buodbobenrsra 23 17 generally generally RB work_sfc3mik6snaw7buodbobenrsra 23 18 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 23 19 do- do- JJ work_sfc3mik6snaw7buodbobenrsra 23 20 mains main NNS work_sfc3mik6snaw7buodbobenrsra 23 21 are be VBP work_sfc3mik6snaw7buodbobenrsra 23 22 not not RB work_sfc3mik6snaw7buodbobenrsra 23 23 ordered order VBN work_sfc3mik6snaw7buodbobenrsra 23 24 . . . work_sfc3mik6snaw7buodbobenrsra 24 1 Several several JJ work_sfc3mik6snaw7buodbobenrsra 24 2 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 24 3 have have VBP work_sfc3mik6snaw7buodbobenrsra 24 4 been be VBN work_sfc3mik6snaw7buodbobenrsra 24 5 reported report VBN work_sfc3mik6snaw7buodbobenrsra 24 6 for for IN work_sfc3mik6snaw7buodbobenrsra 24 7 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 24 8 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 24 9 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 24 10 that that WDT work_sfc3mik6snaw7buodbobenrsra 24 11 are be VBP work_sfc3mik6snaw7buodbobenrsra 24 12 based base VBN work_sfc3mik6snaw7buodbobenrsra 24 13 on on IN work_sfc3mik6snaw7buodbobenrsra 24 14 K K NNP work_sfc3mik6snaw7buodbobenrsra 24 15 - - HYPH work_sfc3mik6snaw7buodbobenrsra 24 16 means mean NNS work_sfc3mik6snaw7buodbobenrsra 24 17 paradigm paradigm NN work_sfc3mik6snaw7buodbobenrsra 24 18 . . . work_sfc3mik6snaw7buodbobenrsra 25 1 Ralambondrainy Ralambondrainy NNP work_sfc3mik6snaw7buodbobenrsra 25 2 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 25 3 1995 1995 CD work_sfc3mik6snaw7buodbobenrsra 25 4 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 25 5 presents present VBZ work_sfc3mik6snaw7buodbobenrsra 25 6 an an DT work_sfc3mik6snaw7buodbobenrsra 25 7 approach approach NN work_sfc3mik6snaw7buodbobenrsra 25 8 by by IN work_sfc3mik6snaw7buodbobenrsra 25 9 using use VBG work_sfc3mik6snaw7buodbobenrsra 25 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 25 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 25 12 means means NNP work_sfc3mik6snaw7buodbobenrsra 25 13 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 25 14 to to TO work_sfc3mik6snaw7buodbobenrsra 25 15 cluster cluster VB work_sfc3mik6snaw7buodbobenrsra 25 16 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 25 17 data datum NNS work_sfc3mik6snaw7buodbobenrsra 25 18 by by IN work_sfc3mik6snaw7buodbobenrsra 25 19 converting convert VBG work_sfc3mik6snaw7buodbobenrsra 25 20 mul- mul- RP work_sfc3mik6snaw7buodbobenrsra 25 21 tiple tiple JJ work_sfc3mik6snaw7buodbobenrsra 25 22 category category NN work_sfc3mik6snaw7buodbobenrsra 25 23 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 25 24 into into IN work_sfc3mik6snaw7buodbobenrsra 25 25 binary binary JJ work_sfc3mik6snaw7buodbobenrsra 25 26 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 25 27 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 25 28 using use VBG work_sfc3mik6snaw7buodbobenrsra 25 29 0 0 CD work_sfc3mik6snaw7buodbobenrsra 25 30 and and CC work_sfc3mik6snaw7buodbobenrsra 25 31 1 1 CD work_sfc3mik6snaw7buodbobenrsra 25 32 to to TO work_sfc3mik6snaw7buodbobenrsra 25 33 represent represent VB work_sfc3mik6snaw7buodbobenrsra 25 34 either either CC work_sfc3mik6snaw7buodbobenrsra 25 35 a a DT work_sfc3mik6snaw7buodbobenrsra 25 36 category category NN work_sfc3mik6snaw7buodbobenrsra 25 37 absent absent JJ work_sfc3mik6snaw7buodbobenrsra 25 38 or or CC work_sfc3mik6snaw7buodbobenrsra 25 39 present present JJ work_sfc3mik6snaw7buodbobenrsra 25 40 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 25 41 and and CC work_sfc3mik6snaw7buodbobenrsra 25 42 treats treat VBZ work_sfc3mik6snaw7buodbobenrsra 25 43 the the DT work_sfc3mik6snaw7buodbobenrsra 25 44 bin- bin- NN work_sfc3mik6snaw7buodbobenrsra 25 45 ary ary JJ work_sfc3mik6snaw7buodbobenrsra 25 46 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 25 47 as as RB work_sfc3mik6snaw7buodbobenrsra 25 48 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 25 49 in in IN work_sfc3mik6snaw7buodbobenrsra 25 50 the the DT work_sfc3mik6snaw7buodbobenrsra 25 51 K K NNP work_sfc3mik6snaw7buodbobenrsra 25 52 - - HYPH work_sfc3mik6snaw7buodbobenrsra 25 53 means means NNP work_sfc3mik6snaw7buodbobenrsra 25 54 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 25 55 . . . work_sfc3mik6snaw7buodbobenrsra 26 1 Gowda Gowda NNP work_sfc3mik6snaw7buodbobenrsra 26 2 and and CC work_sfc3mik6snaw7buodbobenrsra 26 3 Diday Diday NNP work_sfc3mik6snaw7buodbobenrsra 26 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 26 5 1991 1991 CD work_sfc3mik6snaw7buodbobenrsra 26 6 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 26 7 use use VB work_sfc3mik6snaw7buodbobenrsra 26 8 a a DT work_sfc3mik6snaw7buodbobenrsra 26 9 similarity similarity NN work_sfc3mik6snaw7buodbobenrsra 26 10 coefficient coefficient NN work_sfc3mik6snaw7buodbobenrsra 26 11 and and CC work_sfc3mik6snaw7buodbobenrsra 26 12 other other JJ work_sfc3mik6snaw7buodbobenrsra 26 13 dissimilarity dissimilarity NN work_sfc3mik6snaw7buodbobenrsra 26 14 measures measure NNS work_sfc3mik6snaw7buodbobenrsra 26 15 to to TO work_sfc3mik6snaw7buodbobenrsra 26 16 process process VB work_sfc3mik6snaw7buodbobenrsra 26 17 data datum NNS work_sfc3mik6snaw7buodbobenrsra 26 18 with with IN work_sfc3mik6snaw7buodbobenrsra 26 19 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 26 20 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 26 21 . . . work_sfc3mik6snaw7buodbobenrsra 27 1 CLARA CLARA NNP work_sfc3mik6snaw7buodbobenrsra 27 2 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 27 3 Clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 27 4 LARge LARge NNP work_sfc3mik6snaw7buodbobenrsra 27 5 Application application NN work_sfc3mik6snaw7buodbobenrsra 27 6 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 27 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 27 8 Kaufman Kaufman NNP work_sfc3mik6snaw7buodbobenrsra 27 9 & & CC work_sfc3mik6snaw7buodbobenrsra 27 10 Rousseeuw Rousseeuw NNP work_sfc3mik6snaw7buodbobenrsra 27 11 , , , work_sfc3mik6snaw7buodbobenrsra 27 12 1990 1990 CD work_sfc3mik6snaw7buodbobenrsra 27 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 27 14 is be VBZ work_sfc3mik6snaw7buodbobenrsra 27 15 a a DT work_sfc3mik6snaw7buodbobenrsra 27 16 combination combination NN work_sfc3mik6snaw7buodbobenrsra 27 17 of of IN work_sfc3mik6snaw7buodbobenrsra 27 18 a a DT work_sfc3mik6snaw7buodbobenrsra 27 19 sampling sampling NN work_sfc3mik6snaw7buodbobenrsra 27 20 procedure procedure NN work_sfc3mik6snaw7buodbobenrsra 27 21 and and CC work_sfc3mik6snaw7buodbobenrsra 27 22 the the DT work_sfc3mik6snaw7buodbobenrsra 27 23 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 27 24 pro- pro- NN work_sfc3mik6snaw7buodbobenrsra 27 25 gram gram NN work_sfc3mik6snaw7buodbobenrsra 27 26 Partitioning partition VBG work_sfc3mik6snaw7buodbobenrsra 27 27 Around around RP work_sfc3mik6snaw7buodbobenrsra 27 28 Medoids Medoids NNPS work_sfc3mik6snaw7buodbobenrsra 27 29 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 27 30 PAM PAM NNP work_sfc3mik6snaw7buodbobenrsra 27 31 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 27 32 . . . work_sfc3mik6snaw7buodbobenrsra 28 1 Guha Guha NNP work_sfc3mik6snaw7buodbobenrsra 28 2 , , , work_sfc3mik6snaw7buodbobenrsra 28 3 Rastogi Rastogi NNP work_sfc3mik6snaw7buodbobenrsra 28 4 , , , work_sfc3mik6snaw7buodbobenrsra 28 5 and and CC work_sfc3mik6snaw7buodbobenrsra 28 6 Shim Shim NNP work_sfc3mik6snaw7buodbobenrsra 28 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 28 8 1999 1999 CD work_sfc3mik6snaw7buodbobenrsra 28 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 28 10 present present VB work_sfc3mik6snaw7buodbobenrsra 28 11 a a DT work_sfc3mik6snaw7buodbobenrsra 28 12 robust robust JJ work_sfc3mik6snaw7buodbobenrsra 28 13 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 28 14 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 28 15 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 28 16 , , , work_sfc3mik6snaw7buodbobenrsra 28 17 ROCK ROCK NNP work_sfc3mik6snaw7buodbobenrsra 28 18 , , , work_sfc3mik6snaw7buodbobenrsra 28 19 that that WDT work_sfc3mik6snaw7buodbobenrsra 28 20 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 28 21 links link NNS work_sfc3mik6snaw7buodbobenrsra 28 22 to to TO work_sfc3mik6snaw7buodbobenrsra 28 23 measure measure VB work_sfc3mik6snaw7buodbobenrsra 28 24 the the DT work_sfc3mik6snaw7buodbobenrsra 28 25 similarity similarity NN work_sfc3mik6snaw7buodbobenrsra 28 26 / / SYM work_sfc3mik6snaw7buodbobenrsra 28 27 proximity proximity NN work_sfc3mik6snaw7buodbobenrsra 28 28 be- be- XX work_sfc3mik6snaw7buodbobenrsra 28 29 tween tween NN work_sfc3mik6snaw7buodbobenrsra 28 30 a a DT work_sfc3mik6snaw7buodbobenrsra 28 31 pair pair NN work_sfc3mik6snaw7buodbobenrsra 28 32 of of IN work_sfc3mik6snaw7buodbobenrsra 28 33 data datum NNS work_sfc3mik6snaw7buodbobenrsra 28 34 objects object NNS work_sfc3mik6snaw7buodbobenrsra 28 35 with with IN work_sfc3mik6snaw7buodbobenrsra 28 36 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 28 37 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 28 38 that that WDT work_sfc3mik6snaw7buodbobenrsra 28 39 are be VBP work_sfc3mik6snaw7buodbobenrsra 28 40 used use VBN work_sfc3mik6snaw7buodbobenrsra 28 41 to to TO work_sfc3mik6snaw7buodbobenrsra 28 42 merge merge VB work_sfc3mik6snaw7buodbobenrsra 28 43 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 28 44 . . . work_sfc3mik6snaw7buodbobenrsra 29 1 However however RB work_sfc3mik6snaw7buodbobenrsra 29 2 , , , work_sfc3mik6snaw7buodbobenrsra 29 3 this this DT work_sfc3mik6snaw7buodbobenrsra 29 4 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 29 5 has have VBZ work_sfc3mik6snaw7buodbobenrsra 29 6 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 29 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 29 8 case case NN work_sfc3mik6snaw7buodbobenrsra 29 9 quadratic quadratic JJ work_sfc3mik6snaw7buodbobenrsra 29 10 time time NN work_sfc3mik6snaw7buodbobenrsra 29 11 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 29 12 . . . work_sfc3mik6snaw7buodbobenrsra 30 1 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 30 2 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 30 3 1997 1997 CD work_sfc3mik6snaw7buodbobenrsra 30 4 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 30 5 presents present VBZ work_sfc3mik6snaw7buodbobenrsra 30 6 the the DT work_sfc3mik6snaw7buodbobenrsra 30 7 K K NNP work_sfc3mik6snaw7buodbobenrsra 30 8 - - HYPH work_sfc3mik6snaw7buodbobenrsra 30 9 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 30 10 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 30 11 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 30 12 by by IN work_sfc3mik6snaw7buodbobenrsra 30 13 introducing introduce VBG work_sfc3mik6snaw7buodbobenrsra 30 14 a a DT work_sfc3mik6snaw7buodbobenrsra 30 15 new new JJ work_sfc3mik6snaw7buodbobenrsra 30 16 dissimilarity dissimilarity NN work_sfc3mik6snaw7buodbobenrsra 30 17 measure measure NN work_sfc3mik6snaw7buodbobenrsra 30 18 to to TO work_sfc3mik6snaw7buodbobenrsra 30 19 cluster cluster VB work_sfc3mik6snaw7buodbobenrsra 30 20 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 30 21 data datum NNS work_sfc3mik6snaw7buodbobenrsra 30 22 . . . work_sfc3mik6snaw7buodbobenrsra 31 1 The the DT work_sfc3mik6snaw7buodbobenrsra 31 2 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 31 3 replaces replace VBZ work_sfc3mik6snaw7buodbobenrsra 31 4 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 31 5 of of IN work_sfc3mik6snaw7buodbobenrsra 31 6 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 31 7 with with IN work_sfc3mik6snaw7buodbobenrsra 31 8 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 31 9 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 31 10 most most JJS work_sfc3mik6snaw7buodbobenrsra 31 11 0957 0957 CD work_sfc3mik6snaw7buodbobenrsra 31 12 - - HYPH work_sfc3mik6snaw7buodbobenrsra 31 13 4174/$ 4174/$ CD work_sfc3mik6snaw7buodbobenrsra 31 14 - - HYPH work_sfc3mik6snaw7buodbobenrsra 31 15 see see VB work_sfc3mik6snaw7buodbobenrsra 31 16 front front JJ work_sfc3mik6snaw7buodbobenrsra 31 17 matter matter NN work_sfc3mik6snaw7buodbobenrsra 31 18 � � NNP work_sfc3mik6snaw7buodbobenrsra 31 19 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 31 20 Elsevier Elsevier NNP work_sfc3mik6snaw7buodbobenrsra 31 21 Ltd. Ltd. NNP work_sfc3mik6snaw7buodbobenrsra 31 22 All all DT work_sfc3mik6snaw7buodbobenrsra 31 23 rights right NNS work_sfc3mik6snaw7buodbobenrsra 31 24 reserved reserve VBN work_sfc3mik6snaw7buodbobenrsra 31 25 . . . work_sfc3mik6snaw7buodbobenrsra 32 1 http://dx.doi.org/10.1016/j.eswa.2013.07.002 http://dx.doi.org/10.1016/j.eswa.2013.07.002 NNP work_sfc3mik6snaw7buodbobenrsra 32 2 ⇑ ⇑ LS work_sfc3mik6snaw7buodbobenrsra 32 3 Corresponding Corresponding NNP work_sfc3mik6snaw7buodbobenrsra 32 4 author author NN work_sfc3mik6snaw7buodbobenrsra 32 5 . . . work_sfc3mik6snaw7buodbobenrsra 33 1 E e NN work_sfc3mik6snaw7buodbobenrsra 33 2 - - NN work_sfc3mik6snaw7buodbobenrsra 33 3 mail mail NN work_sfc3mik6snaw7buodbobenrsra 33 4 addresses address NNS work_sfc3mik6snaw7buodbobenrsra 33 5 : : : work_sfc3mik6snaw7buodbobenrsra 33 6 s255khan@uwaterloo.ca s255khan@uwaterloo.ca IN work_sfc3mik6snaw7buodbobenrsra 33 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 33 8 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 33 9 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 33 10 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 33 11 , , , work_sfc3mik6snaw7buodbobenrsra 33 12 amirahmad01@gmail amirahmad01@gmail NNP work_sfc3mik6snaw7buodbobenrsra 33 13 . . . work_sfc3mik6snaw7buodbobenrsra 34 1 com com NN work_sfc3mik6snaw7buodbobenrsra 34 2 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 34 3 A. a. NN work_sfc3mik6snaw7buodbobenrsra 34 4 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 34 5 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 34 6 . . . work_sfc3mik6snaw7buodbobenrsra 35 1 Expert expert NN work_sfc3mik6snaw7buodbobenrsra 35 2 Systems system NNS work_sfc3mik6snaw7buodbobenrsra 35 3 with with IN work_sfc3mik6snaw7buodbobenrsra 35 4 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 35 5 40 40 CD work_sfc3mik6snaw7buodbobenrsra 35 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 35 7 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 35 8 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 35 9 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 35 10 Contents Contents NNP work_sfc3mik6snaw7buodbobenrsra 35 11 lists list NNS work_sfc3mik6snaw7buodbobenrsra 35 12 available available JJ work_sfc3mik6snaw7buodbobenrsra 35 13 at at IN work_sfc3mik6snaw7buodbobenrsra 35 14 SciVerse SciVerse NNP work_sfc3mik6snaw7buodbobenrsra 35 15 ScienceDirect ScienceDirect NNP work_sfc3mik6snaw7buodbobenrsra 35 16 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 35 17 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 35 18 with with IN work_sfc3mik6snaw7buodbobenrsra 35 19 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 35 20 j j NNP work_sfc3mik6snaw7buodbobenrsra 35 21 o o NNP work_sfc3mik6snaw7buodbobenrsra 35 22 u u NNP work_sfc3mik6snaw7buodbobenrsra 35 23 r r NNP work_sfc3mik6snaw7buodbobenrsra 35 24 n n CC work_sfc3mik6snaw7buodbobenrsra 35 25 a a DT work_sfc3mik6snaw7buodbobenrsra 35 26 l l NN work_sfc3mik6snaw7buodbobenrsra 35 27 h h NN work_sfc3mik6snaw7buodbobenrsra 35 28 o o NN work_sfc3mik6snaw7buodbobenrsra 35 29 m m NN work_sfc3mik6snaw7buodbobenrsra 35 30 e e NNP work_sfc3mik6snaw7buodbobenrsra 35 31 p p NN work_sfc3mik6snaw7buodbobenrsra 35 32 a a DT work_sfc3mik6snaw7buodbobenrsra 35 33 g g NN work_sfc3mik6snaw7buodbobenrsra 35 34 e e NN work_sfc3mik6snaw7buodbobenrsra 35 35 : : : work_sfc3mik6snaw7buodbobenrsra 35 36 w w NNP work_sfc3mik6snaw7buodbobenrsra 35 37 w w NNP work_sfc3mik6snaw7buodbobenrsra 35 38 w w NNP work_sfc3mik6snaw7buodbobenrsra 35 39 . . . work_sfc3mik6snaw7buodbobenrsra 36 1 e e NNP work_sfc3mik6snaw7buodbobenrsra 36 2 l l NNP work_sfc3mik6snaw7buodbobenrsra 36 3 s s NNP work_sfc3mik6snaw7buodbobenrsra 36 4 e e NNP work_sfc3mik6snaw7buodbobenrsra 36 5 v v NNP work_sfc3mik6snaw7buodbobenrsra 36 6 i i NNP work_sfc3mik6snaw7buodbobenrsra 36 7 e e NNP work_sfc3mik6snaw7buodbobenrsra 36 8 r r NNP work_sfc3mik6snaw7buodbobenrsra 36 9 . . . work_sfc3mik6snaw7buodbobenrsra 37 1 c c NNP work_sfc3mik6snaw7buodbobenrsra 37 2 o o NNP work_sfc3mik6snaw7buodbobenrsra 37 3 m m NNP work_sfc3mik6snaw7buodbobenrsra 37 4 / / SYM work_sfc3mik6snaw7buodbobenrsra 37 5 l l NN work_sfc3mik6snaw7buodbobenrsra 37 6 o o NN work_sfc3mik6snaw7buodbobenrsra 37 7 c c NNP work_sfc3mik6snaw7buodbobenrsra 37 8 a a DT work_sfc3mik6snaw7buodbobenrsra 37 9 t t NN work_sfc3mik6snaw7buodbobenrsra 37 10 e e NN work_sfc3mik6snaw7buodbobenrsra 37 11 / / SYM work_sfc3mik6snaw7buodbobenrsra 37 12 e e NNP work_sfc3mik6snaw7buodbobenrsra 37 13 s s NNP work_sfc3mik6snaw7buodbobenrsra 37 14 w w NNP work_sfc3mik6snaw7buodbobenrsra 37 15 a a DT work_sfc3mik6snaw7buodbobenrsra 37 16 Author author NN work_sfc3mik6snaw7buodbobenrsra 37 17 's 's POS work_sfc3mik6snaw7buodbobenrsra 37 18 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 37 19 copy copy NN work_sfc3mik6snaw7buodbobenrsra 37 20 frequent frequent JJ work_sfc3mik6snaw7buodbobenrsra 37 21 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 37 22 value value NN work_sfc3mik6snaw7buodbobenrsra 37 23 in in IN work_sfc3mik6snaw7buodbobenrsra 37 24 a a DT work_sfc3mik6snaw7buodbobenrsra 37 25 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 37 26 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 37 27 , , , work_sfc3mik6snaw7buodbobenrsra 37 28 and and CC work_sfc3mik6snaw7buodbobenrsra 37 29 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 37 30 a a DT work_sfc3mik6snaw7buodbobenrsra 37 31 frequency frequency NN work_sfc3mik6snaw7buodbobenrsra 37 32 based base VBN work_sfc3mik6snaw7buodbobenrsra 37 33 method method NN work_sfc3mik6snaw7buodbobenrsra 37 34 to to TO work_sfc3mik6snaw7buodbobenrsra 37 35 update update VB work_sfc3mik6snaw7buodbobenrsra 37 36 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 37 37 in in IN work_sfc3mik6snaw7buodbobenrsra 37 38 the the DT work_sfc3mik6snaw7buodbobenrsra 37 39 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 37 40 process process NN work_sfc3mik6snaw7buodbobenrsra 37 41 to to TO work_sfc3mik6snaw7buodbobenrsra 37 42 minimize minimize VB work_sfc3mik6snaw7buodbobenrsra 37 43 the the DT work_sfc3mik6snaw7buodbobenrsra 37 44 cost cost NN work_sfc3mik6snaw7buodbobenrsra 37 45 function function NN work_sfc3mik6snaw7buodbobenrsra 37 46 . . . work_sfc3mik6snaw7buodbobenrsra 38 1 The the DT work_sfc3mik6snaw7buodbobenrsra 38 2 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 38 3 is be VBZ work_sfc3mik6snaw7buodbobenrsra 38 4 shown show VBN work_sfc3mik6snaw7buodbobenrsra 38 5 to to TO work_sfc3mik6snaw7buodbobenrsra 38 6 achieve achieve VB work_sfc3mik6snaw7buodbobenrsra 38 7 convergence convergence NN work_sfc3mik6snaw7buodbobenrsra 38 8 with with IN work_sfc3mik6snaw7buodbobenrsra 38 9 linear linear JJ work_sfc3mik6snaw7buodbobenrsra 38 10 time time NN work_sfc3mik6snaw7buodbobenrsra 38 11 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 38 12 with with IN work_sfc3mik6snaw7buodbobenrsra 38 13 respect respect NN work_sfc3mik6snaw7buodbobenrsra 38 14 to to IN work_sfc3mik6snaw7buodbobenrsra 38 15 the the DT work_sfc3mik6snaw7buodbobenrsra 38 16 number number NN work_sfc3mik6snaw7buodbobenrsra 38 17 of of IN work_sfc3mik6snaw7buodbobenrsra 38 18 data datum NNS work_sfc3mik6snaw7buodbobenrsra 38 19 objects object NNS work_sfc3mik6snaw7buodbobenrsra 38 20 . . . work_sfc3mik6snaw7buodbobenrsra 39 1 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 39 2 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 39 3 1998 1998 CD work_sfc3mik6snaw7buodbobenrsra 39 4 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 39 5 also also RB work_sfc3mik6snaw7buodbobenrsra 39 6 points point VBZ work_sfc3mik6snaw7buodbobenrsra 39 7 out out RP work_sfc3mik6snaw7buodbobenrsra 39 8 that that IN work_sfc3mik6snaw7buodbobenrsra 39 9 in in IN work_sfc3mik6snaw7buodbobenrsra 39 10 general general JJ work_sfc3mik6snaw7buodbobenrsra 39 11 , , , work_sfc3mik6snaw7buodbobenrsra 39 12 the the DT work_sfc3mik6snaw7buodbobenrsra 39 13 K K NNP work_sfc3mik6snaw7buodbobenrsra 39 14 - - HYPH work_sfc3mik6snaw7buodbobenrsra 39 15 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 39 16 algo- algo- NNP work_sfc3mik6snaw7buodbobenrsra 39 17 rithm rithm NNP work_sfc3mik6snaw7buodbobenrsra 39 18 is be VBZ work_sfc3mik6snaw7buodbobenrsra 39 19 faster fast JJR work_sfc3mik6snaw7buodbobenrsra 39 20 than than IN work_sfc3mik6snaw7buodbobenrsra 39 21 the the DT work_sfc3mik6snaw7buodbobenrsra 39 22 K K NNP work_sfc3mik6snaw7buodbobenrsra 39 23 - - HYPH work_sfc3mik6snaw7buodbobenrsra 39 24 means means NNP work_sfc3mik6snaw7buodbobenrsra 39 25 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 39 26 because because IN work_sfc3mik6snaw7buodbobenrsra 39 27 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 39 28 needs need VBZ work_sfc3mik6snaw7buodbobenrsra 39 29 less less JJR work_sfc3mik6snaw7buodbobenrsra 39 30 iterations iteration NNS work_sfc3mik6snaw7buodbobenrsra 39 31 to to TO work_sfc3mik6snaw7buodbobenrsra 39 32 converge converge VB work_sfc3mik6snaw7buodbobenrsra 39 33 . . . work_sfc3mik6snaw7buodbobenrsra 40 1 In in IN work_sfc3mik6snaw7buodbobenrsra 40 2 principle principle NN work_sfc3mik6snaw7buodbobenrsra 40 3 , , , work_sfc3mik6snaw7buodbobenrsra 40 4 K K NNP work_sfc3mik6snaw7buodbobenrsra 40 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 40 6 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 40 7 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 40 8 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 40 9 functions function NNS work_sfc3mik6snaw7buodbobenrsra 40 10 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 40 11 to to IN work_sfc3mik6snaw7buodbobenrsra 40 12 K K NNP work_sfc3mik6snaw7buodbobenrsra 40 13 - - HYPH work_sfc3mik6snaw7buodbobenrsra 40 14 means means NNP work_sfc3mik6snaw7buodbobenrsra 40 15 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 40 16 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 40 17 except except IN work_sfc3mik6snaw7buodbobenrsra 40 18 for for IN work_sfc3mik6snaw7buodbobenrsra 40 19 the the DT work_sfc3mik6snaw7buodbobenrsra 40 20 cost cost NN work_sfc3mik6snaw7buodbobenrsra 40 21 function function NN work_sfc3mik6snaw7buodbobenrsra 40 22 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 40 23 minimizes minimize VBZ work_sfc3mik6snaw7buodbobenrsra 40 24 , , , work_sfc3mik6snaw7buodbobenrsra 40 25 and and CC work_sfc3mik6snaw7buodbobenrsra 40 26 hence hence RB work_sfc3mik6snaw7buodbobenrsra 40 27 suffers suffer VBZ work_sfc3mik6snaw7buodbobenrsra 40 28 from from IN work_sfc3mik6snaw7buodbobenrsra 40 29 the the DT work_sfc3mik6snaw7buodbobenrsra 40 30 same same JJ work_sfc3mik6snaw7buodbobenrsra 40 31 draw- draw- NN work_sfc3mik6snaw7buodbobenrsra 40 32 backs back NNS work_sfc3mik6snaw7buodbobenrsra 40 33 . . . work_sfc3mik6snaw7buodbobenrsra 41 1 Similar similar JJ work_sfc3mik6snaw7buodbobenrsra 41 2 to to IN work_sfc3mik6snaw7buodbobenrsra 41 3 K K NNP work_sfc3mik6snaw7buodbobenrsra 41 4 - - HYPH work_sfc3mik6snaw7buodbobenrsra 41 5 means means NNP work_sfc3mik6snaw7buodbobenrsra 41 6 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 41 7 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 41 8 , , , work_sfc3mik6snaw7buodbobenrsra 41 9 the the DT work_sfc3mik6snaw7buodbobenrsra 41 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 41 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 41 12 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 41 13 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 41 14 tering tere VBG work_sfc3mik6snaw7buodbobenrsra 41 15 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 41 16 assumes assume VBZ work_sfc3mik6snaw7buodbobenrsra 41 17 that that IN work_sfc3mik6snaw7buodbobenrsra 41 18 the the DT work_sfc3mik6snaw7buodbobenrsra 41 19 number number NN work_sfc3mik6snaw7buodbobenrsra 41 20 of of IN work_sfc3mik6snaw7buodbobenrsra 41 21 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 41 22 , , , work_sfc3mik6snaw7buodbobenrsra 41 23 K K NNP work_sfc3mik6snaw7buodbobenrsra 41 24 , , , work_sfc3mik6snaw7buodbobenrsra 41 25 is be VBZ work_sfc3mik6snaw7buodbobenrsra 41 26 known know VBN work_sfc3mik6snaw7buodbobenrsra 41 27 in in IN work_sfc3mik6snaw7buodbobenrsra 41 28 advance advance NN work_sfc3mik6snaw7buodbobenrsra 41 29 . . . work_sfc3mik6snaw7buodbobenrsra 42 1 Fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 42 2 number number NN work_sfc3mik6snaw7buodbobenrsra 42 3 of of IN work_sfc3mik6snaw7buodbobenrsra 42 4 K k NN work_sfc3mik6snaw7buodbobenrsra 42 5 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 42 6 can can MD work_sfc3mik6snaw7buodbobenrsra 42 7 make make VB work_sfc3mik6snaw7buodbobenrsra 42 8 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 42 9 difficult difficult JJ work_sfc3mik6snaw7buodbobenrsra 42 10 to to TO work_sfc3mik6snaw7buodbobenrsra 42 11 pre- pre- VB work_sfc3mik6snaw7buodbobenrsra 42 12 dict dict VB work_sfc3mik6snaw7buodbobenrsra 42 13 the the DT work_sfc3mik6snaw7buodbobenrsra 42 14 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 42 15 number number NN work_sfc3mik6snaw7buodbobenrsra 42 16 of of IN work_sfc3mik6snaw7buodbobenrsra 42 17 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 42 18 in in IN work_sfc3mik6snaw7buodbobenrsra 42 19 the the DT work_sfc3mik6snaw7buodbobenrsra 42 20 data datum NNS work_sfc3mik6snaw7buodbobenrsra 42 21 that that WDT work_sfc3mik6snaw7buodbobenrsra 42 22 may may MD work_sfc3mik6snaw7buodbobenrsra 42 23 mislead mislead VB work_sfc3mik6snaw7buodbobenrsra 42 24 the the DT work_sfc3mik6snaw7buodbobenrsra 42 25 interpretations interpretation NNS work_sfc3mik6snaw7buodbobenrsra 42 26 of of IN work_sfc3mik6snaw7buodbobenrsra 42 27 the the DT work_sfc3mik6snaw7buodbobenrsra 42 28 results result NNS work_sfc3mik6snaw7buodbobenrsra 42 29 . . . work_sfc3mik6snaw7buodbobenrsra 43 1 The the DT work_sfc3mik6snaw7buodbobenrsra 43 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 43 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 43 4 means means NNP work_sfc3mik6snaw7buodbobenrsra 43 5 / / SYM work_sfc3mik6snaw7buodbobenrsra 43 6 K K NNP work_sfc3mik6snaw7buodbobenrsra 43 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 43 8 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 43 9 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 43 10 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 43 11 falls fall VBZ work_sfc3mik6snaw7buodbobenrsra 43 12 into into IN work_sfc3mik6snaw7buodbobenrsra 43 13 problems problem NNS work_sfc3mik6snaw7buodbobenrsra 43 14 when when WRB work_sfc3mik6snaw7buodbobenrsra 43 15 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 43 16 are be VBP work_sfc3mik6snaw7buodbobenrsra 43 17 of of IN work_sfc3mik6snaw7buodbobenrsra 43 18 differing differ VBG work_sfc3mik6snaw7buodbobenrsra 43 19 sizes size NNS work_sfc3mik6snaw7buodbobenrsra 43 20 , , , work_sfc3mik6snaw7buodbobenrsra 43 21 density density NN work_sfc3mik6snaw7buodbobenrsra 43 22 and and CC work_sfc3mik6snaw7buodbobenrsra 43 23 non non JJ work_sfc3mik6snaw7buodbobenrsra 43 24 - - JJ work_sfc3mik6snaw7buodbobenrsra 43 25 globular globular JJ work_sfc3mik6snaw7buodbobenrsra 43 26 shapes shape NNS work_sfc3mik6snaw7buodbobenrsra 43 27 . . . work_sfc3mik6snaw7buodbobenrsra 44 1 The the DT work_sfc3mik6snaw7buodbobenrsra 44 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 44 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 44 4 means means NNP work_sfc3mik6snaw7buodbobenrsra 44 5 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 44 6 algo- algo- NNP work_sfc3mik6snaw7buodbobenrsra 44 7 rithm rithm NNP work_sfc3mik6snaw7buodbobenrsra 44 8 does do VBZ work_sfc3mik6snaw7buodbobenrsra 44 9 not not RB work_sfc3mik6snaw7buodbobenrsra 44 10 guarantee guarantee VB work_sfc3mik6snaw7buodbobenrsra 44 11 unique unique JJ work_sfc3mik6snaw7buodbobenrsra 44 12 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 44 13 due due IN work_sfc3mik6snaw7buodbobenrsra 44 14 to to IN work_sfc3mik6snaw7buodbobenrsra 44 15 random random JJ work_sfc3mik6snaw7buodbobenrsra 44 16 choice choice NN work_sfc3mik6snaw7buodbobenrsra 44 17 of of IN work_sfc3mik6snaw7buodbobenrsra 44 18 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 44 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 44 20 centers center NNS work_sfc3mik6snaw7buodbobenrsra 44 21 that that WDT work_sfc3mik6snaw7buodbobenrsra 44 22 may may MD work_sfc3mik6snaw7buodbobenrsra 44 23 yield yield VB work_sfc3mik6snaw7buodbobenrsra 44 24 different different JJ work_sfc3mik6snaw7buodbobenrsra 44 25 groupings grouping NNS work_sfc3mik6snaw7buodbobenrsra 44 26 for for IN work_sfc3mik6snaw7buodbobenrsra 44 27 dif- dif- DT work_sfc3mik6snaw7buodbobenrsra 44 28 ferent ferent JJ work_sfc3mik6snaw7buodbobenrsra 44 29 runs run NNS work_sfc3mik6snaw7buodbobenrsra 44 30 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 44 31 Jain Jain NNP work_sfc3mik6snaw7buodbobenrsra 44 32 & & CC work_sfc3mik6snaw7buodbobenrsra 44 33 Dubes Dubes NNP work_sfc3mik6snaw7buodbobenrsra 44 34 , , , work_sfc3mik6snaw7buodbobenrsra 44 35 1988 1988 CD work_sfc3mik6snaw7buodbobenrsra 44 36 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 44 37 . . . work_sfc3mik6snaw7buodbobenrsra 45 1 Similarly similarly RB work_sfc3mik6snaw7buodbobenrsra 45 2 , , , work_sfc3mik6snaw7buodbobenrsra 45 3 the the DT work_sfc3mik6snaw7buodbobenrsra 45 4 K K NNP work_sfc3mik6snaw7buodbobenrsra 45 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 45 6 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 45 7 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 45 8 is be VBZ work_sfc3mik6snaw7buodbobenrsra 45 9 also also RB work_sfc3mik6snaw7buodbobenrsra 45 10 very very RB work_sfc3mik6snaw7buodbobenrsra 45 11 sensitive sensitive JJ work_sfc3mik6snaw7buodbobenrsra 45 12 to to IN work_sfc3mik6snaw7buodbobenrsra 45 13 the the DT work_sfc3mik6snaw7buodbobenrsra 45 14 choice choice NN work_sfc3mik6snaw7buodbobenrsra 45 15 of of IN work_sfc3mik6snaw7buodbobenrsra 45 16 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 45 17 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 45 18 centers center NNS work_sfc3mik6snaw7buodbobenrsra 45 19 and and CC work_sfc3mik6snaw7buodbobenrsra 45 20 an an DT work_sfc3mik6snaw7buodbobenrsra 45 21 improper improper JJ work_sfc3mik6snaw7buodbobenrsra 45 22 choice choice NN work_sfc3mik6snaw7buodbobenrsra 45 23 may may MD work_sfc3mik6snaw7buodbobenrsra 45 24 result result VB work_sfc3mik6snaw7buodbobenrsra 45 25 in in IN work_sfc3mik6snaw7buodbobenrsra 45 26 highly highly RB work_sfc3mik6snaw7buodbobenrsra 45 27 undesirable undesirable JJ work_sfc3mik6snaw7buodbobenrsra 45 28 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 45 29 struc- struc- JJ work_sfc3mik6snaw7buodbobenrsra 45 30 tures ture NNS work_sfc3mik6snaw7buodbobenrsra 45 31 . . . work_sfc3mik6snaw7buodbobenrsra 46 1 Random random JJ work_sfc3mik6snaw7buodbobenrsra 46 2 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 46 3 is be VBZ work_sfc3mik6snaw7buodbobenrsra 46 4 widely widely RB work_sfc3mik6snaw7buodbobenrsra 46 5 used use VBN work_sfc3mik6snaw7buodbobenrsra 46 6 as as IN work_sfc3mik6snaw7buodbobenrsra 46 7 a a DT work_sfc3mik6snaw7buodbobenrsra 46 8 seed seed NN work_sfc3mik6snaw7buodbobenrsra 46 9 for for IN work_sfc3mik6snaw7buodbobenrsra 46 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 46 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 46 12 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 46 13 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 46 14 for for IN work_sfc3mik6snaw7buodbobenrsra 46 15 its -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 46 16 simplicity simplicity NN work_sfc3mik6snaw7buodbobenrsra 46 17 , , , work_sfc3mik6snaw7buodbobenrsra 46 18 however however RB work_sfc3mik6snaw7buodbobenrsra 46 19 , , , work_sfc3mik6snaw7buodbobenrsra 46 20 this this DT work_sfc3mik6snaw7buodbobenrsra 46 21 may may MD work_sfc3mik6snaw7buodbobenrsra 46 22 lead lead VB work_sfc3mik6snaw7buodbobenrsra 46 23 to to IN work_sfc3mik6snaw7buodbobenrsra 46 24 non non JJ work_sfc3mik6snaw7buodbobenrsra 46 25 - - JJ work_sfc3mik6snaw7buodbobenrsra 46 26 repeat- repeat- JJ work_sfc3mik6snaw7buodbobenrsra 46 27 able able JJ work_sfc3mik6snaw7buodbobenrsra 46 28 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 46 29 results result NNS work_sfc3mik6snaw7buodbobenrsra 46 30 . . . work_sfc3mik6snaw7buodbobenrsra 47 1 Machine machine NN work_sfc3mik6snaw7buodbobenrsra 47 2 learning learning NN work_sfc3mik6snaw7buodbobenrsra 47 3 practitioners practitioner NNS work_sfc3mik6snaw7buodbobenrsra 47 4 find find VBP work_sfc3mik6snaw7buodbobenrsra 47 5 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 47 6 diffi- diffi- JJ work_sfc3mik6snaw7buodbobenrsra 47 7 cult cult NN work_sfc3mik6snaw7buodbobenrsra 47 8 to to TO work_sfc3mik6snaw7buodbobenrsra 47 9 rely rely VB work_sfc3mik6snaw7buodbobenrsra 47 10 on on IN work_sfc3mik6snaw7buodbobenrsra 47 11 the the DT work_sfc3mik6snaw7buodbobenrsra 47 12 results result NNS work_sfc3mik6snaw7buodbobenrsra 47 13 thus thus RB work_sfc3mik6snaw7buodbobenrsra 47 14 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 47 15 and and CC work_sfc3mik6snaw7buodbobenrsra 47 16 several several JJ work_sfc3mik6snaw7buodbobenrsra 47 17 re re NNS work_sfc3mik6snaw7buodbobenrsra 47 18 - - NNS work_sfc3mik6snaw7buodbobenrsra 47 19 runs run NNS work_sfc3mik6snaw7buodbobenrsra 47 20 of of IN work_sfc3mik6snaw7buodbobenrsra 47 21 K- K- NNP work_sfc3mik6snaw7buodbobenrsra 47 22 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 47 23 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 47 24 may may MD work_sfc3mik6snaw7buodbobenrsra 47 25 be be VB work_sfc3mik6snaw7buodbobenrsra 47 26 required require VBN work_sfc3mik6snaw7buodbobenrsra 47 27 to to TO work_sfc3mik6snaw7buodbobenrsra 47 28 arrive arrive VB work_sfc3mik6snaw7buodbobenrsra 47 29 at at IN work_sfc3mik6snaw7buodbobenrsra 47 30 a a DT work_sfc3mik6snaw7buodbobenrsra 47 31 meaningful meaningful JJ work_sfc3mik6snaw7buodbobenrsra 47 32 conclusion conclusion NN work_sfc3mik6snaw7buodbobenrsra 47 33 . . . work_sfc3mik6snaw7buodbobenrsra 48 1 In in IN work_sfc3mik6snaw7buodbobenrsra 48 2 this this DT work_sfc3mik6snaw7buodbobenrsra 48 3 paper paper NN work_sfc3mik6snaw7buodbobenrsra 48 4 , , , work_sfc3mik6snaw7buodbobenrsra 48 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 48 6 extend extend VBP work_sfc3mik6snaw7buodbobenrsra 48 7 the the DT work_sfc3mik6snaw7buodbobenrsra 48 8 work work NN work_sfc3mik6snaw7buodbobenrsra 48 9 of of IN work_sfc3mik6snaw7buodbobenrsra 48 10 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 48 11 and and CC work_sfc3mik6snaw7buodbobenrsra 48 12 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 48 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 48 14 2012 2012 CD work_sfc3mik6snaw7buodbobenrsra 48 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 48 16 and and CC work_sfc3mik6snaw7buodbobenrsra 48 17 present present VB work_sfc3mik6snaw7buodbobenrsra 48 18 a a DT work_sfc3mik6snaw7buodbobenrsra 48 19 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 48 20 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 48 21 approach approach NN work_sfc3mik6snaw7buodbobenrsra 48 22 that that IN work_sfc3mik6snaw7buodbobenrsra 48 23 infers infer VBZ work_sfc3mik6snaw7buodbobenrsra 48 24 cluster cluster VBD work_sfc3mik6snaw7buodbobenrsra 48 25 structure structure NN work_sfc3mik6snaw7buodbobenrsra 48 26 information information NN work_sfc3mik6snaw7buodbobenrsra 48 27 from from IN work_sfc3mik6snaw7buodbobenrsra 48 28 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 48 29 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 48 30 by by IN work_sfc3mik6snaw7buodbobenrsra 48 31 using use VBG work_sfc3mik6snaw7buodbobenrsra 48 32 the the DT work_sfc3mik6snaw7buodbobenrsra 48 33 attri- attri- JJ work_sfc3mik6snaw7buodbobenrsra 48 34 bute bute NN work_sfc3mik6snaw7buodbobenrsra 48 35 values value NNS work_sfc3mik6snaw7buodbobenrsra 48 36 present present JJ work_sfc3mik6snaw7buodbobenrsra 48 37 in in IN work_sfc3mik6snaw7buodbobenrsra 48 38 the the DT work_sfc3mik6snaw7buodbobenrsra 48 39 data datum NNS work_sfc3mik6snaw7buodbobenrsra 48 40 for for IN work_sfc3mik6snaw7buodbobenrsra 48 41 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 48 42 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 48 43 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 48 44 cen- cen- NN work_sfc3mik6snaw7buodbobenrsra 48 45 ters ter NNS work_sfc3mik6snaw7buodbobenrsra 48 46 . . . work_sfc3mik6snaw7buodbobenrsra 49 1 This this DT work_sfc3mik6snaw7buodbobenrsra 49 2 approach approach NN work_sfc3mik6snaw7buodbobenrsra 49 3 focus focus NN work_sfc3mik6snaw7buodbobenrsra 49 4 only only RB work_sfc3mik6snaw7buodbobenrsra 49 5 on on IN work_sfc3mik6snaw7buodbobenrsra 49 6 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 49 7 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 49 8 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 49 9 discussed discuss VBN work_sfc3mik6snaw7buodbobenrsra 49 10 in in IN work_sfc3mik6snaw7buodbobenrsra 49 11 Section section NN work_sfc3mik6snaw7buodbobenrsra 49 12 4.2 4.2 CD work_sfc3mik6snaw7buodbobenrsra 49 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 49 14 that that WDT work_sfc3mik6snaw7buodbobenrsra 49 15 are be VBP work_sfc3mik6snaw7buodbobenrsra 49 16 important important JJ work_sfc3mik6snaw7buodbobenrsra 49 17 for for IN work_sfc3mik6snaw7buodbobenrsra 49 18 finding find VBG work_sfc3mik6snaw7buodbobenrsra 49 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 49 20 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 49 21 . . . work_sfc3mik6snaw7buodbobenrsra 50 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 50 2 also also RB work_sfc3mik6snaw7buodbobenrsra 50 3 use use VBP work_sfc3mik6snaw7buodbobenrsra 50 4 another another DT work_sfc3mik6snaw7buodbobenrsra 50 5 unsupervised unsupervised JJ work_sfc3mik6snaw7buodbobenrsra 50 6 learning learning NN work_sfc3mik6snaw7buodbobenrsra 50 7 method method NN work_sfc3mik6snaw7buodbobenrsra 50 8 to to TO work_sfc3mik6snaw7buodbobenrsra 50 9 find find VB work_sfc3mik6snaw7buodbobenrsra 50 10 Signif- Signif- NNP work_sfc3mik6snaw7buodbobenrsra 50 11 icant icant NN work_sfc3mik6snaw7buodbobenrsra 50 12 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 50 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 50 14 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 50 15 & & CC work_sfc3mik6snaw7buodbobenrsra 50 16 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 50 17 , , , work_sfc3mik6snaw7buodbobenrsra 50 18 2007a 2007a CD work_sfc3mik6snaw7buodbobenrsra 50 19 , , , work_sfc3mik6snaw7buodbobenrsra 50 20 2007b 2007b CD work_sfc3mik6snaw7buodbobenrsra 50 21 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 50 22 and and CC work_sfc3mik6snaw7buodbobenrsra 50 23 compare compare VB work_sfc3mik6snaw7buodbobenrsra 50 24 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 50 25 with with IN work_sfc3mik6snaw7buodbobenrsra 50 26 the the DT work_sfc3mik6snaw7buodbobenrsra 50 27 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 50 28 approach approach NN work_sfc3mik6snaw7buodbobenrsra 50 29 . . . work_sfc3mik6snaw7buodbobenrsra 51 1 The the DT work_sfc3mik6snaw7buodbobenrsra 51 2 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 51 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 51 4 performs perform VBZ work_sfc3mik6snaw7buodbobenrsra 51 5 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 51 6 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 51 7 based base VBN work_sfc3mik6snaw7buodbobenrsra 51 8 on on IN work_sfc3mik6snaw7buodbobenrsra 51 9 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 51 10 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 51 11 values value NNS work_sfc3mik6snaw7buodbobenrsra 51 12 present present JJ work_sfc3mik6snaw7buodbobenrsra 51 13 in in IN work_sfc3mik6snaw7buodbobenrsra 51 14 different different JJ work_sfc3mik6snaw7buodbobenrsra 51 15 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 51 16 to to TO work_sfc3mik6snaw7buodbobenrsra 51 17 generate generate VB work_sfc3mik6snaw7buodbobenrsra 51 18 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 51 19 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 51 20 views view NNS work_sfc3mik6snaw7buodbobenrsra 51 21 of of IN work_sfc3mik6snaw7buodbobenrsra 51 22 the the DT work_sfc3mik6snaw7buodbobenrsra 51 23 data datum NNS work_sfc3mik6snaw7buodbobenrsra 51 24 that that WDT work_sfc3mik6snaw7buodbobenrsra 51 25 are be VBP work_sfc3mik6snaw7buodbobenrsra 51 26 utilized utilize VBN work_sfc3mik6snaw7buodbobenrsra 51 27 to to TO work_sfc3mik6snaw7buodbobenrsra 51 28 obtain obtain VB work_sfc3mik6snaw7buodbobenrsra 51 29 fixed fixed JJ work_sfc3mik6snaw7buodbobenrsra 51 30 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 51 31 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 51 32 centers center NNS work_sfc3mik6snaw7buodbobenrsra 51 33 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 51 34 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 51 35 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 51 36 for for IN work_sfc3mik6snaw7buodbobenrsra 51 37 K K NNP work_sfc3mik6snaw7buodbobenrsra 51 38 - - HYPH work_sfc3mik6snaw7buodbobenrsra 51 39 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 51 40 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 51 41 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 51 42 . . . work_sfc3mik6snaw7buodbobenrsra 52 1 The the DT work_sfc3mik6snaw7buodbobenrsra 52 2 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 52 3 algo- algo- NN work_sfc3mik6snaw7buodbobenrsra 52 4 rithm rithm NNP work_sfc3mik6snaw7buodbobenrsra 52 5 has have VBZ work_sfc3mik6snaw7buodbobenrsra 52 6 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 52 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 52 8 case case NN work_sfc3mik6snaw7buodbobenrsra 52 9 log log NN work_sfc3mik6snaw7buodbobenrsra 52 10 - - HYPH work_sfc3mik6snaw7buodbobenrsra 52 11 linear linear JJ work_sfc3mik6snaw7buodbobenrsra 52 12 time time NN work_sfc3mik6snaw7buodbobenrsra 52 13 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 52 14 with with IN work_sfc3mik6snaw7buodbobenrsra 52 15 respect respect NN work_sfc3mik6snaw7buodbobenrsra 52 16 to to IN work_sfc3mik6snaw7buodbobenrsra 52 17 the the DT work_sfc3mik6snaw7buodbobenrsra 52 18 number number NN work_sfc3mik6snaw7buodbobenrsra 52 19 of of IN work_sfc3mik6snaw7buodbobenrsra 52 20 data datum NNS work_sfc3mik6snaw7buodbobenrsra 52 21 objects object NNS work_sfc3mik6snaw7buodbobenrsra 52 22 . . . work_sfc3mik6snaw7buodbobenrsra 53 1 The the DT work_sfc3mik6snaw7buodbobenrsra 53 2 present present JJ work_sfc3mik6snaw7buodbobenrsra 53 3 paper paper NN work_sfc3mik6snaw7buodbobenrsra 53 4 extends extend VBZ work_sfc3mik6snaw7buodbobenrsra 53 5 the the DT work_sfc3mik6snaw7buodbobenrsra 53 6 previ- previ- NN work_sfc3mik6snaw7buodbobenrsra 53 7 ous ous JJ work_sfc3mik6snaw7buodbobenrsra 53 8 work work NN work_sfc3mik6snaw7buodbobenrsra 53 9 in in IN work_sfc3mik6snaw7buodbobenrsra 53 10 terms term NNS work_sfc3mik6snaw7buodbobenrsra 53 11 of of IN work_sfc3mik6snaw7buodbobenrsra 53 12 : : : work_sfc3mik6snaw7buodbobenrsra 53 13 � � NNP work_sfc3mik6snaw7buodbobenrsra 53 14 Using use VBG work_sfc3mik6snaw7buodbobenrsra 53 15 a a DT work_sfc3mik6snaw7buodbobenrsra 53 16 unsupervised unsupervised JJ work_sfc3mik6snaw7buodbobenrsra 53 17 method method NN work_sfc3mik6snaw7buodbobenrsra 53 18 to to TO work_sfc3mik6snaw7buodbobenrsra 53 19 compute compute VB work_sfc3mik6snaw7buodbobenrsra 53 20 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 53 21 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 53 22 and and CC work_sfc3mik6snaw7buodbobenrsra 53 23 compare compare VBP work_sfc3mik6snaw7buodbobenrsra 53 24 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 53 25 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 53 26 performance performance NN work_sfc3mik6snaw7buodbobenrsra 53 27 and and CC work_sfc3mik6snaw7buodbobenrsra 53 28 quality quality NN work_sfc3mik6snaw7buodbobenrsra 53 29 of of IN work_sfc3mik6snaw7buodbobenrsra 53 30 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 53 31 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 53 32 centers center NNS work_sfc3mik6snaw7buodbobenrsra 53 33 against against IN work_sfc3mik6snaw7buodbobenrsra 53 34 the the DT work_sfc3mik6snaw7buodbobenrsra 53 35 centers center NNS work_sfc3mik6snaw7buodbobenrsra 53 36 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 53 37 by by IN work_sfc3mik6snaw7buodbobenrsra 53 38 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 53 39 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 53 40 . . . work_sfc3mik6snaw7buodbobenrsra 54 1 � � : work_sfc3mik6snaw7buodbobenrsra 54 2 Comparing compare VBG work_sfc3mik6snaw7buodbobenrsra 54 3 the the DT work_sfc3mik6snaw7buodbobenrsra 54 4 quality quality NN work_sfc3mik6snaw7buodbobenrsra 54 5 of of IN work_sfc3mik6snaw7buodbobenrsra 54 6 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 54 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 54 8 centers center NNS work_sfc3mik6snaw7buodbobenrsra 54 9 by by IN work_sfc3mik6snaw7buodbobenrsra 54 10 using use VBG work_sfc3mik6snaw7buodbobenrsra 54 11 all all DT work_sfc3mik6snaw7buodbobenrsra 54 12 attri- attri- NN work_sfc3mik6snaw7buodbobenrsra 54 13 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 54 14 and and CC work_sfc3mik6snaw7buodbobenrsra 54 15 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 54 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 54 17 . . . work_sfc3mik6snaw7buodbobenrsra 55 1 � � : work_sfc3mik6snaw7buodbobenrsra 55 2 Analyzing analyze VBG work_sfc3mik6snaw7buodbobenrsra 55 3 the the DT work_sfc3mik6snaw7buodbobenrsra 55 4 closeness closeness NN work_sfc3mik6snaw7buodbobenrsra 55 5 of of IN work_sfc3mik6snaw7buodbobenrsra 55 6 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 55 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 55 8 centers center NNS work_sfc3mik6snaw7buodbobenrsra 55 9 to to IN work_sfc3mik6snaw7buodbobenrsra 55 10 the the DT work_sfc3mik6snaw7buodbobenrsra 55 11 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 55 12 centers center NNS work_sfc3mik6snaw7buodbobenrsra 55 13 by by IN work_sfc3mik6snaw7buodbobenrsra 55 14 using use VBG work_sfc3mik6snaw7buodbobenrsra 55 15 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 55 16 , , , work_sfc3mik6snaw7buodbobenrsra 55 17 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 55 18 and and CC work_sfc3mik6snaw7buodbobenrsra 55 19 all all DT work_sfc3mik6snaw7buodbobenrsra 55 20 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 55 21 . . . work_sfc3mik6snaw7buodbobenrsra 56 1 � � NNP work_sfc3mik6snaw7buodbobenrsra 56 2 Performing perform VBG work_sfc3mik6snaw7buodbobenrsra 56 3 comprehensive comprehensive JJ work_sfc3mik6snaw7buodbobenrsra 56 4 experiments experiment NNS work_sfc3mik6snaw7buodbobenrsra 56 5 , , , work_sfc3mik6snaw7buodbobenrsra 56 6 presentation presentation NN work_sfc3mik6snaw7buodbobenrsra 56 7 of of IN work_sfc3mik6snaw7buodbobenrsra 56 8 results result NNS work_sfc3mik6snaw7buodbobenrsra 56 9 , , , work_sfc3mik6snaw7buodbobenrsra 56 10 time time NN work_sfc3mik6snaw7buodbobenrsra 56 11 scalability scalability NN work_sfc3mik6snaw7buodbobenrsra 56 12 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 56 13 , , , work_sfc3mik6snaw7buodbobenrsra 56 14 inclusion inclusion NN work_sfc3mik6snaw7buodbobenrsra 56 15 of of IN work_sfc3mik6snaw7buodbobenrsra 56 16 more more JJR work_sfc3mik6snaw7buodbobenrsra 56 17 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 56 18 , , , work_sfc3mik6snaw7buodbobenrsra 56 19 and and CC work_sfc3mik6snaw7buodbobenrsra 56 20 extended extended JJ work_sfc3mik6snaw7buodbobenrsra 56 21 discussions discussion NNS work_sfc3mik6snaw7buodbobenrsra 56 22 on on IN work_sfc3mik6snaw7buodbobenrsra 56 23 the the DT work_sfc3mik6snaw7buodbobenrsra 56 24 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 56 25 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 56 26 challenges challenge NNS work_sfc3mik6snaw7buodbobenrsra 56 27 from from IN work_sfc3mik6snaw7buodbobenrsra 56 28 the the DT work_sfc3mik6snaw7buodbobenrsra 56 29 perspective perspective NN work_sfc3mik6snaw7buodbobenrsra 56 30 of of IN work_sfc3mik6snaw7buodbobenrsra 56 31 the the DT work_sfc3mik6snaw7buodbobenrsra 56 32 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 56 33 approach approach NN work_sfc3mik6snaw7buodbobenrsra 56 34 . . . work_sfc3mik6snaw7buodbobenrsra 57 1 The the DT work_sfc3mik6snaw7buodbobenrsra 57 2 rest rest NN work_sfc3mik6snaw7buodbobenrsra 57 3 of of IN work_sfc3mik6snaw7buodbobenrsra 57 4 the the DT work_sfc3mik6snaw7buodbobenrsra 57 5 paper paper NN work_sfc3mik6snaw7buodbobenrsra 57 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 57 7 organized organize VBN work_sfc3mik6snaw7buodbobenrsra 57 8 as as IN work_sfc3mik6snaw7buodbobenrsra 57 9 follows follow VBZ work_sfc3mik6snaw7buodbobenrsra 57 10 . . . work_sfc3mik6snaw7buodbobenrsra 58 1 In in IN work_sfc3mik6snaw7buodbobenrsra 58 2 Section section NN work_sfc3mik6snaw7buodbobenrsra 58 3 2 2 CD work_sfc3mik6snaw7buodbobenrsra 58 4 , , , work_sfc3mik6snaw7buodbobenrsra 58 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 58 6 present present VBP work_sfc3mik6snaw7buodbobenrsra 58 7 a a DT work_sfc3mik6snaw7buodbobenrsra 58 8 short short JJ work_sfc3mik6snaw7buodbobenrsra 58 9 survey survey NN work_sfc3mik6snaw7buodbobenrsra 58 10 of of IN work_sfc3mik6snaw7buodbobenrsra 58 11 the the DT work_sfc3mik6snaw7buodbobenrsra 58 12 research research NN work_sfc3mik6snaw7buodbobenrsra 58 13 work work NN work_sfc3mik6snaw7buodbobenrsra 58 14 on on IN work_sfc3mik6snaw7buodbobenrsra 58 15 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 58 16 center center NN work_sfc3mik6snaw7buodbobenrsra 58 17 ini- ini- CC work_sfc3mik6snaw7buodbobenrsra 58 18 tialization tialization NN work_sfc3mik6snaw7buodbobenrsra 58 19 for for IN work_sfc3mik6snaw7buodbobenrsra 58 20 K K NNP work_sfc3mik6snaw7buodbobenrsra 58 21 - - HYPH work_sfc3mik6snaw7buodbobenrsra 58 22 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 58 23 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 58 24 . . . work_sfc3mik6snaw7buodbobenrsra 59 1 Section section NN work_sfc3mik6snaw7buodbobenrsra 59 2 3 3 CD work_sfc3mik6snaw7buodbobenrsra 59 3 briefly briefly RB work_sfc3mik6snaw7buodbobenrsra 59 4 discusses discuss VBZ work_sfc3mik6snaw7buodbobenrsra 59 5 the the DT work_sfc3mik6snaw7buodbobenrsra 59 6 K K NNP work_sfc3mik6snaw7buodbobenrsra 59 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 59 8 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 59 9 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 59 10 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 59 11 . . . work_sfc3mik6snaw7buodbobenrsra 60 1 In in IN work_sfc3mik6snaw7buodbobenrsra 60 2 Section section NN work_sfc3mik6snaw7buodbobenrsra 60 3 4 4 CD work_sfc3mik6snaw7buodbobenrsra 60 4 , , , work_sfc3mik6snaw7buodbobenrsra 60 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 60 6 present present VBP work_sfc3mik6snaw7buodbobenrsra 60 7 the the DT work_sfc3mik6snaw7buodbobenrsra 60 8 pro- pro- NN work_sfc3mik6snaw7buodbobenrsra 60 9 posed pose VBN work_sfc3mik6snaw7buodbobenrsra 60 10 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 60 11 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 60 12 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 60 13 approach approach NN work_sfc3mik6snaw7buodbobenrsra 60 14 to to TO work_sfc3mik6snaw7buodbobenrsra 60 15 compute compute VB work_sfc3mik6snaw7buodbobenrsra 60 16 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 60 17 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 60 18 centers center NNS work_sfc3mik6snaw7buodbobenrsra 60 19 along along IN work_sfc3mik6snaw7buodbobenrsra 60 20 with with IN work_sfc3mik6snaw7buodbobenrsra 60 21 three three CD work_sfc3mik6snaw7buodbobenrsra 60 22 different different JJ work_sfc3mik6snaw7buodbobenrsra 60 23 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 60 24 to to TO work_sfc3mik6snaw7buodbobenrsra 60 25 choose choose VB work_sfc3mik6snaw7buodbobenrsra 60 26 dif- dif- CC work_sfc3mik6snaw7buodbobenrsra 60 27 ferent ferent JJ work_sfc3mik6snaw7buodbobenrsra 60 28 number number NN work_sfc3mik6snaw7buodbobenrsra 60 29 of of IN work_sfc3mik6snaw7buodbobenrsra 60 30 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 60 31 to to TO work_sfc3mik6snaw7buodbobenrsra 60 32 generate generate VB work_sfc3mik6snaw7buodbobenrsra 60 33 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 60 34 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 60 35 views view NNS work_sfc3mik6snaw7buodbobenrsra 60 36 . . . work_sfc3mik6snaw7buodbobenrsra 61 1 Section section NN work_sfc3mik6snaw7buodbobenrsra 61 2 5 5 CD work_sfc3mik6snaw7buodbobenrsra 61 3 shows show VBZ work_sfc3mik6snaw7buodbobenrsra 61 4 the the DT work_sfc3mik6snaw7buodbobenrsra 61 5 detailed detailed JJ work_sfc3mik6snaw7buodbobenrsra 61 6 experimental experimental JJ work_sfc3mik6snaw7buodbobenrsra 61 7 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 61 8 of of IN work_sfc3mik6snaw7buodbobenrsra 61 9 the the DT work_sfc3mik6snaw7buodbobenrsra 61 10 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 61 11 method method NN work_sfc3mik6snaw7buodbobenrsra 61 12 on on IN work_sfc3mik6snaw7buodbobenrsra 61 13 various various JJ work_sfc3mik6snaw7buodbobenrsra 61 14 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 61 15 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 61 16 and and CC work_sfc3mik6snaw7buodbobenrsra 61 17 compare compare VB work_sfc3mik6snaw7buodbobenrsra 61 18 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 61 19 with with IN work_sfc3mik6snaw7buodbobenrsra 61 20 other other JJ work_sfc3mik6snaw7buodbobenrsra 61 21 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 61 22 center center NN work_sfc3mik6snaw7buodbobenrsra 61 23 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 61 24 methods method NNS work_sfc3mik6snaw7buodbobenrsra 61 25 . . . work_sfc3mik6snaw7buodbobenrsra 62 1 Section section NN work_sfc3mik6snaw7buodbobenrsra 62 2 6 6 CD work_sfc3mik6snaw7buodbobenrsra 62 3 concludes conclude VBZ work_sfc3mik6snaw7buodbobenrsra 62 4 the the DT work_sfc3mik6snaw7buodbobenrsra 62 5 paper paper NN work_sfc3mik6snaw7buodbobenrsra 62 6 with with IN work_sfc3mik6snaw7buodbobenrsra 62 7 pointers pointer NNS work_sfc3mik6snaw7buodbobenrsra 62 8 to to IN work_sfc3mik6snaw7buodbobenrsra 62 9 future future JJ work_sfc3mik6snaw7buodbobenrsra 62 10 work work NN work_sfc3mik6snaw7buodbobenrsra 62 11 . . . work_sfc3mik6snaw7buodbobenrsra 63 1 2 2 LS work_sfc3mik6snaw7buodbobenrsra 63 2 . . . work_sfc3mik6snaw7buodbobenrsra 64 1 Related related JJ work_sfc3mik6snaw7buodbobenrsra 64 2 work work NN work_sfc3mik6snaw7buodbobenrsra 64 3 The the DT work_sfc3mik6snaw7buodbobenrsra 64 4 K K NNP work_sfc3mik6snaw7buodbobenrsra 64 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 64 6 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 64 7 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 64 8 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 64 9 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 64 10 , , , work_sfc3mik6snaw7buodbobenrsra 64 11 1997 1997 CD work_sfc3mik6snaw7buodbobenrsra 64 12 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 64 13 extends extend VBZ work_sfc3mik6snaw7buodbobenrsra 64 14 the the DT work_sfc3mik6snaw7buodbobenrsra 64 15 K K NNP work_sfc3mik6snaw7buodbobenrsra 64 16 - - HYPH work_sfc3mik6snaw7buodbobenrsra 64 17 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 64 18 paradigm paradigm NN work_sfc3mik6snaw7buodbobenrsra 64 19 to to TO work_sfc3mik6snaw7buodbobenrsra 64 20 cluster cluster VB work_sfc3mik6snaw7buodbobenrsra 64 21 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 64 22 data datum NNS work_sfc3mik6snaw7buodbobenrsra 64 23 and and CC work_sfc3mik6snaw7buodbobenrsra 64 24 requires require VBZ work_sfc3mik6snaw7buodbobenrsra 64 25 random random JJ work_sfc3mik6snaw7buodbobenrsra 64 26 selection selection NN work_sfc3mik6snaw7buodbobenrsra 64 27 of of IN work_sfc3mik6snaw7buodbobenrsra 64 28 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 64 29 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 64 30 centers center NNS work_sfc3mik6snaw7buodbobenrsra 64 31 or or CC work_sfc3mik6snaw7buodbobenrsra 64 32 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 64 33 . . . work_sfc3mik6snaw7buodbobenrsra 65 1 As as IN work_sfc3mik6snaw7buodbobenrsra 65 2 discussed discuss VBN work_sfc3mik6snaw7buodbobenrsra 65 3 earlier early RBR work_sfc3mik6snaw7buodbobenrsra 65 4 , , , work_sfc3mik6snaw7buodbobenrsra 65 5 a a DT work_sfc3mik6snaw7buodbobenrsra 65 6 random random JJ work_sfc3mik6snaw7buodbobenrsra 65 7 choice choice NN work_sfc3mik6snaw7buodbobenrsra 65 8 of of IN work_sfc3mik6snaw7buodbobenrsra 65 9 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 65 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 65 11 centers center NNS work_sfc3mik6snaw7buodbobenrsra 65 12 leads lead VBZ work_sfc3mik6snaw7buodbobenrsra 65 13 to to IN work_sfc3mik6snaw7buodbobenrsra 65 14 non non JJ work_sfc3mik6snaw7buodbobenrsra 65 15 - - JJ work_sfc3mik6snaw7buodbobenrsra 65 16 repeatable repeatable JJ work_sfc3mik6snaw7buodbobenrsra 65 17 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 65 18 results result NNS work_sfc3mik6snaw7buodbobenrsra 65 19 that that WDT work_sfc3mik6snaw7buodbobenrsra 65 20 may may MD work_sfc3mik6snaw7buodbobenrsra 65 21 be be VB work_sfc3mik6snaw7buodbobenrsra 65 22 difficult difficult JJ work_sfc3mik6snaw7buodbobenrsra 65 23 to to TO work_sfc3mik6snaw7buodbobenrsra 65 24 comprehend comprehend VB work_sfc3mik6snaw7buodbobenrsra 65 25 . . . work_sfc3mik6snaw7buodbobenrsra 66 1 The the DT work_sfc3mik6snaw7buodbobenrsra 66 2 random random JJ work_sfc3mik6snaw7buodbobenrsra 66 3 initializa- initializa- JJ work_sfc3mik6snaw7buodbobenrsra 66 4 tion tion NN work_sfc3mik6snaw7buodbobenrsra 66 5 of of IN work_sfc3mik6snaw7buodbobenrsra 66 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 66 7 centers center NNS work_sfc3mik6snaw7buodbobenrsra 66 8 may may MD work_sfc3mik6snaw7buodbobenrsra 66 9 only only RB work_sfc3mik6snaw7buodbobenrsra 66 10 work work VB work_sfc3mik6snaw7buodbobenrsra 66 11 well well RB work_sfc3mik6snaw7buodbobenrsra 66 12 when when WRB work_sfc3mik6snaw7buodbobenrsra 66 13 one one CD work_sfc3mik6snaw7buodbobenrsra 66 14 or or CC work_sfc3mik6snaw7buodbobenrsra 66 15 more more JJR work_sfc3mik6snaw7buodbobenrsra 66 16 ran- ran- RB work_sfc3mik6snaw7buodbobenrsra 66 17 domly domly RB work_sfc3mik6snaw7buodbobenrsra 66 18 selected select VBN work_sfc3mik6snaw7buodbobenrsra 66 19 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 66 20 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 66 21 centers center NNS work_sfc3mik6snaw7buodbobenrsra 66 22 are be VBP work_sfc3mik6snaw7buodbobenrsra 66 23 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 66 24 to to IN work_sfc3mik6snaw7buodbobenrsra 66 25 the the DT work_sfc3mik6snaw7buodbobenrsra 66 26 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 66 27 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 66 28 centers center NNS work_sfc3mik6snaw7buodbobenrsra 66 29 present present JJ work_sfc3mik6snaw7buodbobenrsra 66 30 in in IN work_sfc3mik6snaw7buodbobenrsra 66 31 the the DT work_sfc3mik6snaw7buodbobenrsra 66 32 data datum NNS work_sfc3mik6snaw7buodbobenrsra 66 33 . . . work_sfc3mik6snaw7buodbobenrsra 67 1 In in IN work_sfc3mik6snaw7buodbobenrsra 67 2 the the DT work_sfc3mik6snaw7buodbobenrsra 67 3 most most RBS work_sfc3mik6snaw7buodbobenrsra 67 4 trivial trivial JJ work_sfc3mik6snaw7buodbobenrsra 67 5 case case NN work_sfc3mik6snaw7buodbobenrsra 67 6 , , , work_sfc3mik6snaw7buodbobenrsra 67 7 the the DT work_sfc3mik6snaw7buodbobenrsra 67 8 K K NNP work_sfc3mik6snaw7buodbobenrsra 67 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 67 10 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 67 11 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 67 12 keeps keep VBZ work_sfc3mik6snaw7buodbobenrsra 67 13 no no DT work_sfc3mik6snaw7buodbobenrsra 67 14 control control NN work_sfc3mik6snaw7buodbobenrsra 67 15 over over IN work_sfc3mik6snaw7buodbobenrsra 67 16 the the DT work_sfc3mik6snaw7buodbobenrsra 67 17 choice choice NN work_sfc3mik6snaw7buodbobenrsra 67 18 of of IN work_sfc3mik6snaw7buodbobenrsra 67 19 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 67 20 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 67 21 ter ter NN work_sfc3mik6snaw7buodbobenrsra 67 22 centers center NNS work_sfc3mik6snaw7buodbobenrsra 67 23 and and CC work_sfc3mik6snaw7buodbobenrsra 67 24 therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 67 25 repeatability repeatability NN work_sfc3mik6snaw7buodbobenrsra 67 26 of of IN work_sfc3mik6snaw7buodbobenrsra 67 27 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 67 28 results result NNS work_sfc3mik6snaw7buodbobenrsra 67 29 is be VBZ work_sfc3mik6snaw7buodbobenrsra 67 30 diffi- diffi- JJ work_sfc3mik6snaw7buodbobenrsra 67 31 cult cult NN work_sfc3mik6snaw7buodbobenrsra 67 32 to to TO work_sfc3mik6snaw7buodbobenrsra 67 33 achieve achieve VB work_sfc3mik6snaw7buodbobenrsra 67 34 . . . work_sfc3mik6snaw7buodbobenrsra 68 1 Moreover moreover RB work_sfc3mik6snaw7buodbobenrsra 68 2 , , , work_sfc3mik6snaw7buodbobenrsra 68 3 an an DT work_sfc3mik6snaw7buodbobenrsra 68 4 inappropriate inappropriate JJ work_sfc3mik6snaw7buodbobenrsra 68 5 choice choice NN work_sfc3mik6snaw7buodbobenrsra 68 6 of of IN work_sfc3mik6snaw7buodbobenrsra 68 7 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 68 8 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 68 9 centers center NNS work_sfc3mik6snaw7buodbobenrsra 68 10 can can MD work_sfc3mik6snaw7buodbobenrsra 68 11 lead lead VB work_sfc3mik6snaw7buodbobenrsra 68 12 to to IN work_sfc3mik6snaw7buodbobenrsra 68 13 undesirable undesirable JJ work_sfc3mik6snaw7buodbobenrsra 68 14 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 68 15 results result NNS work_sfc3mik6snaw7buodbobenrsra 68 16 . . . work_sfc3mik6snaw7buodbobenrsra 69 1 The the DT work_sfc3mik6snaw7buodbobenrsra 69 2 results result NNS work_sfc3mik6snaw7buodbobenrsra 69 3 of of IN work_sfc3mik6snaw7buodbobenrsra 69 4 partitional partitional JJ work_sfc3mik6snaw7buodbobenrsra 69 5 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 69 6 algorithms algorithm NNS work_sfc3mik6snaw7buodbobenrsra 69 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 69 8 better well JJR work_sfc3mik6snaw7buodbobenrsra 69 9 when when WRB work_sfc3mik6snaw7buodbobenrsra 69 10 the the DT work_sfc3mik6snaw7buodbobenrsra 69 11 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 69 12 parti- parti- NNP work_sfc3mik6snaw7buodbobenrsra 69 13 tions tion NNS work_sfc3mik6snaw7buodbobenrsra 69 14 are be VBP work_sfc3mik6snaw7buodbobenrsra 69 15 close close JJ work_sfc3mik6snaw7buodbobenrsra 69 16 to to IN work_sfc3mik6snaw7buodbobenrsra 69 17 the the DT work_sfc3mik6snaw7buodbobenrsra 69 18 final final JJ work_sfc3mik6snaw7buodbobenrsra 69 19 solution solution NN work_sfc3mik6snaw7buodbobenrsra 69 20 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 69 21 Jain Jain NNP work_sfc3mik6snaw7buodbobenrsra 69 22 & & CC work_sfc3mik6snaw7buodbobenrsra 69 23 Dubes Dubes NNP work_sfc3mik6snaw7buodbobenrsra 69 24 , , , work_sfc3mik6snaw7buodbobenrsra 69 25 1988 1988 CD work_sfc3mik6snaw7buodbobenrsra 69 26 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 69 27 . . . work_sfc3mik6snaw7buodbobenrsra 70 1 Hence hence RB work_sfc3mik6snaw7buodbobenrsra 70 2 , , , work_sfc3mik6snaw7buodbobenrsra 70 3 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 70 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 70 5 important important JJ work_sfc3mik6snaw7buodbobenrsra 70 6 to to TO work_sfc3mik6snaw7buodbobenrsra 70 7 invoke invoke VB work_sfc3mik6snaw7buodbobenrsra 70 8 K K NNP work_sfc3mik6snaw7buodbobenrsra 70 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 70 10 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 70 11 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 70 12 with with IN work_sfc3mik6snaw7buodbobenrsra 70 13 fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 70 14 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 70 15 clus- clus- . work_sfc3mik6snaw7buodbobenrsra 70 16 ter ter NN work_sfc3mik6snaw7buodbobenrsra 70 17 centers center NNS work_sfc3mik6snaw7buodbobenrsra 70 18 that that WDT work_sfc3mik6snaw7buodbobenrsra 70 19 are be VBP work_sfc3mik6snaw7buodbobenrsra 70 20 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 70 21 to to IN work_sfc3mik6snaw7buodbobenrsra 70 22 the the DT work_sfc3mik6snaw7buodbobenrsra 70 23 true true JJ work_sfc3mik6snaw7buodbobenrsra 70 24 representative representative JJ work_sfc3mik6snaw7buodbobenrsra 70 25 centers center NNS work_sfc3mik6snaw7buodbobenrsra 70 26 of of IN work_sfc3mik6snaw7buodbobenrsra 70 27 the the DT work_sfc3mik6snaw7buodbobenrsra 70 28 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 70 29 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 70 30 to to TO work_sfc3mik6snaw7buodbobenrsra 70 31 get get VB work_sfc3mik6snaw7buodbobenrsra 70 32 better well JJR work_sfc3mik6snaw7buodbobenrsra 70 33 results result NNS work_sfc3mik6snaw7buodbobenrsra 70 34 . . . work_sfc3mik6snaw7buodbobenrsra 71 1 There there EX work_sfc3mik6snaw7buodbobenrsra 71 2 are be VBP work_sfc3mik6snaw7buodbobenrsra 71 3 several several JJ work_sfc3mik6snaw7buodbobenrsra 71 4 research research NN work_sfc3mik6snaw7buodbobenrsra 71 5 papers paper NNS work_sfc3mik6snaw7buodbobenrsra 71 6 reported report VBN work_sfc3mik6snaw7buodbobenrsra 71 7 for for IN work_sfc3mik6snaw7buodbobenrsra 71 8 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 71 9 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 71 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 71 11 centers center NNS work_sfc3mik6snaw7buodbobenrsra 71 12 for for IN work_sfc3mik6snaw7buodbobenrsra 71 13 K K NNP work_sfc3mik6snaw7buodbobenrsra 71 14 - - HYPH work_sfc3mik6snaw7buodbobenrsra 71 15 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 71 16 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 71 17 , , , work_sfc3mik6snaw7buodbobenrsra 71 18 however however RB work_sfc3mik6snaw7buodbobenrsra 71 19 , , , work_sfc3mik6snaw7buodbobenrsra 71 20 most most JJS work_sfc3mik6snaw7buodbobenrsra 71 21 of of IN work_sfc3mik6snaw7buodbobenrsra 71 22 these these DT work_sfc3mik6snaw7buodbobenrsra 71 23 methods method NNS work_sfc3mik6snaw7buodbobenrsra 71 24 suffer suffer VBP work_sfc3mik6snaw7buodbobenrsra 71 25 from from IN work_sfc3mik6snaw7buodbobenrsra 71 26 either either DT work_sfc3mik6snaw7buodbobenrsra 71 27 of of IN work_sfc3mik6snaw7buodbobenrsra 71 28 the the DT work_sfc3mik6snaw7buodbobenrsra 71 29 following follow VBG work_sfc3mik6snaw7buodbobenrsra 71 30 two two CD work_sfc3mik6snaw7buodbobenrsra 71 31 drawbacks drawback NNS work_sfc3mik6snaw7buodbobenrsra 71 32 : : : work_sfc3mik6snaw7buodbobenrsra 71 33 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 71 34 a a LS work_sfc3mik6snaw7buodbobenrsra 71 35 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 71 36 The the DT work_sfc3mik6snaw7buodbobenrsra 71 37 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 71 38 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 71 39 center center NN work_sfc3mik6snaw7buodbobenrsra 71 40 computation computation NN work_sfc3mik6snaw7buodbobenrsra 71 41 methods method NNS work_sfc3mik6snaw7buodbobenrsra 71 42 are be VBP work_sfc3mik6snaw7buodbobenrsra 71 43 quadratic quadratic JJ work_sfc3mik6snaw7buodbobenrsra 71 44 in in IN work_sfc3mik6snaw7buodbobenrsra 71 45 time time NN work_sfc3mik6snaw7buodbobenrsra 71 46 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 71 47 with with IN work_sfc3mik6snaw7buodbobenrsra 71 48 respect respect NN work_sfc3mik6snaw7buodbobenrsra 71 49 to to IN work_sfc3mik6snaw7buodbobenrsra 71 50 the the DT work_sfc3mik6snaw7buodbobenrsra 71 51 number number NN work_sfc3mik6snaw7buodbobenrsra 71 52 of of IN work_sfc3mik6snaw7buodbobenrsra 71 53 data datum NNS work_sfc3mik6snaw7buodbobenrsra 71 54 objects object NNS work_sfc3mik6snaw7buodbobenrsra 71 55 – – : work_sfc3mik6snaw7buodbobenrsra 71 56 these these DT work_sfc3mik6snaw7buodbobenrsra 71 57 type type NN work_sfc3mik6snaw7buodbobenrsra 71 58 of of IN work_sfc3mik6snaw7buodbobenrsra 71 59 methods method NNS work_sfc3mik6snaw7buodbobenrsra 71 60 mitigate mitigate VBP work_sfc3mik6snaw7buodbobenrsra 71 61 the the DT work_sfc3mik6snaw7buodbobenrsra 71 62 advantage advantage NN work_sfc3mik6snaw7buodbobenrsra 71 63 of of IN work_sfc3mik6snaw7buodbobenrsra 71 64 linear linear JJ work_sfc3mik6snaw7buodbobenrsra 71 65 time time NN work_sfc3mik6snaw7buodbobenrsra 71 66 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 71 67 of of IN work_sfc3mik6snaw7buodbobenrsra 71 68 K K NNP work_sfc3mik6snaw7buodbobenrsra 71 69 - - HYPH work_sfc3mik6snaw7buodbobenrsra 71 70 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 71 71 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 71 72 and and CC work_sfc3mik6snaw7buodbobenrsra 71 73 are be VBP work_sfc3mik6snaw7buodbobenrsra 71 74 not not RB work_sfc3mik6snaw7buodbobenrsra 71 75 scalable scalable JJ work_sfc3mik6snaw7buodbobenrsra 71 76 for for IN work_sfc3mik6snaw7buodbobenrsra 71 77 large large JJ work_sfc3mik6snaw7buodbobenrsra 71 78 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 71 79 . . . work_sfc3mik6snaw7buodbobenrsra 72 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 72 2 b b LS work_sfc3mik6snaw7buodbobenrsra 72 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 72 4 The the DT work_sfc3mik6snaw7buodbobenrsra 72 5 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 72 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 72 7 centers center NNS work_sfc3mik6snaw7buodbobenrsra 72 8 are be VBP work_sfc3mik6snaw7buodbobenrsra 72 9 not not RB work_sfc3mik6snaw7buodbobenrsra 72 10 fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 72 11 and and CC work_sfc3mik6snaw7buodbobenrsra 72 12 have have VBP work_sfc3mik6snaw7buodbobenrsra 72 13 randomness randomness NN work_sfc3mik6snaw7buodbobenrsra 72 14 in in IN work_sfc3mik6snaw7buodbobenrsra 72 15 the the DT work_sfc3mik6snaw7buodbobenrsra 72 16 computation computation NN work_sfc3mik6snaw7buodbobenrsra 72 17 steps step NNS work_sfc3mik6snaw7buodbobenrsra 72 18 – – : work_sfc3mik6snaw7buodbobenrsra 72 19 these these DT work_sfc3mik6snaw7buodbobenrsra 72 20 type type NN work_sfc3mik6snaw7buodbobenrsra 72 21 of of IN work_sfc3mik6snaw7buodbobenrsra 72 22 methods method NNS work_sfc3mik6snaw7buodbobenrsra 72 23 fare fare VBP work_sfc3mik6snaw7buodbobenrsra 72 24 as as RB work_sfc3mik6snaw7buodbobenrsra 72 25 good good JJ work_sfc3mik6snaw7buodbobenrsra 72 26 as as IN work_sfc3mik6snaw7buodbobenrsra 72 27 random random JJ work_sfc3mik6snaw7buodbobenrsra 72 28 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 72 29 methods method NNS work_sfc3mik6snaw7buodbobenrsra 72 30 . . . work_sfc3mik6snaw7buodbobenrsra 73 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 73 2 present present VBP work_sfc3mik6snaw7buodbobenrsra 73 3 a a DT work_sfc3mik6snaw7buodbobenrsra 73 4 short short JJ work_sfc3mik6snaw7buodbobenrsra 73 5 review review NN work_sfc3mik6snaw7buodbobenrsra 73 6 of of IN work_sfc3mik6snaw7buodbobenrsra 73 7 the the DT work_sfc3mik6snaw7buodbobenrsra 73 8 research research NN work_sfc3mik6snaw7buodbobenrsra 73 9 work work NN work_sfc3mik6snaw7buodbobenrsra 73 10 done do VBN work_sfc3mik6snaw7buodbobenrsra 73 11 to to IN work_sfc3mik6snaw7buodbobenrsra 73 12 com- com- DT work_sfc3mik6snaw7buodbobenrsra 73 13 pute pute NN work_sfc3mik6snaw7buodbobenrsra 73 14 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 73 15 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 73 16 centers center NNS work_sfc3mik6snaw7buodbobenrsra 73 17 for for IN work_sfc3mik6snaw7buodbobenrsra 73 18 K K NNP work_sfc3mik6snaw7buodbobenrsra 73 19 - - HYPH work_sfc3mik6snaw7buodbobenrsra 73 20 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 73 21 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 73 22 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 73 23 and and CC work_sfc3mik6snaw7buodbobenrsra 73 24 discuss discuss VB work_sfc3mik6snaw7buodbobenrsra 73 25 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 73 26 associated associated JJ work_sfc3mik6snaw7buodbobenrsra 73 27 problems problem NNS work_sfc3mik6snaw7buodbobenrsra 73 28 . . . work_sfc3mik6snaw7buodbobenrsra 74 1 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 74 2 and and CC work_sfc3mik6snaw7buodbobenrsra 74 3 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 74 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 74 5 2003 2003 CD work_sfc3mik6snaw7buodbobenrsra 74 6 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 74 7 use use NN work_sfc3mik6snaw7buodbobenrsra 74 8 density density NN work_sfc3mik6snaw7buodbobenrsra 74 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 74 10 based base VBN work_sfc3mik6snaw7buodbobenrsra 74 11 multiscale multiscale NNP work_sfc3mik6snaw7buodbobenrsra 74 12 data data NNP work_sfc3mik6snaw7buodbobenrsra 74 13 con- con- NNP work_sfc3mik6snaw7buodbobenrsra 74 14 densation densation NN work_sfc3mik6snaw7buodbobenrsra 74 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 74 16 Mitra Mitra NNP work_sfc3mik6snaw7buodbobenrsra 74 17 , , , work_sfc3mik6snaw7buodbobenrsra 74 18 Murthy Murthy NNP work_sfc3mik6snaw7buodbobenrsra 74 19 , , , work_sfc3mik6snaw7buodbobenrsra 74 20 & & CC work_sfc3mik6snaw7buodbobenrsra 74 21 Pal Pal NNP work_sfc3mik6snaw7buodbobenrsra 74 22 , , , work_sfc3mik6snaw7buodbobenrsra 74 23 2002 2002 CD work_sfc3mik6snaw7buodbobenrsra 74 24 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 74 25 approach approach NN work_sfc3mik6snaw7buodbobenrsra 74 26 with with IN work_sfc3mik6snaw7buodbobenrsra 74 27 Hamming Hamming NNP work_sfc3mik6snaw7buodbobenrsra 74 28 distance distance NN work_sfc3mik6snaw7buodbobenrsra 74 29 to to TO work_sfc3mik6snaw7buodbobenrsra 74 30 extract extract VB work_sfc3mik6snaw7buodbobenrsra 74 31 K K NNP work_sfc3mik6snaw7buodbobenrsra 74 32 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 74 33 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 74 34 centers center NNS work_sfc3mik6snaw7buodbobenrsra 74 35 from from IN work_sfc3mik6snaw7buodbobenrsra 74 36 the the DT work_sfc3mik6snaw7buodbobenrsra 74 37 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 74 38 , , , work_sfc3mik6snaw7buodbobenrsra 74 39 how- how- RB work_sfc3mik6snaw7buodbobenrsra 74 40 ever ever RB work_sfc3mik6snaw7buodbobenrsra 74 41 , , , work_sfc3mik6snaw7buodbobenrsra 74 42 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 74 43 method method NN work_sfc3mik6snaw7buodbobenrsra 74 44 has have VBZ work_sfc3mik6snaw7buodbobenrsra 74 45 quadratic quadratic JJ work_sfc3mik6snaw7buodbobenrsra 74 46 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 74 47 with with IN work_sfc3mik6snaw7buodbobenrsra 74 48 respect respect NN work_sfc3mik6snaw7buodbobenrsra 74 49 to to IN work_sfc3mik6snaw7buodbobenrsra 74 50 the the DT work_sfc3mik6snaw7buodbobenrsra 74 51 number number NN work_sfc3mik6snaw7buodbobenrsra 74 52 of of IN work_sfc3mik6snaw7buodbobenrsra 74 53 data datum NNS work_sfc3mik6snaw7buodbobenrsra 74 54 objects object NNS work_sfc3mik6snaw7buodbobenrsra 74 55 . . . work_sfc3mik6snaw7buodbobenrsra 75 1 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 75 2 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 75 3 1998 1998 CD work_sfc3mik6snaw7buodbobenrsra 75 4 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 75 5 proposes propose VBZ work_sfc3mik6snaw7buodbobenrsra 75 6 two two CD work_sfc3mik6snaw7buodbobenrsra 75 7 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 75 8 for for IN work_sfc3mik6snaw7buodbobenrsra 75 9 initializing initialize VBG work_sfc3mik6snaw7buodbobenrsra 75 10 the the DT work_sfc3mik6snaw7buodbobenrsra 75 11 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 75 12 centers center NNS work_sfc3mik6snaw7buodbobenrsra 75 13 for for IN work_sfc3mik6snaw7buodbobenrsra 75 14 K K NNP work_sfc3mik6snaw7buodbobenrsra 75 15 - - HYPH work_sfc3mik6snaw7buodbobenrsra 75 16 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 75 17 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 75 18 . . . work_sfc3mik6snaw7buodbobenrsra 76 1 In in IN work_sfc3mik6snaw7buodbobenrsra 76 2 the the DT work_sfc3mik6snaw7buodbobenrsra 76 3 first first JJ work_sfc3mik6snaw7buodbobenrsra 76 4 method method NN work_sfc3mik6snaw7buodbobenrsra 76 5 , , , work_sfc3mik6snaw7buodbobenrsra 76 6 the the DT work_sfc3mik6snaw7buodbobenrsra 76 7 first first JJ work_sfc3mik6snaw7buodbobenrsra 76 8 K K NNP work_sfc3mik6snaw7buodbobenrsra 76 9 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 76 10 data data NN work_sfc3mik6snaw7buodbobenrsra 76 11 objects object NNS work_sfc3mik6snaw7buodbobenrsra 76 12 are be VBP work_sfc3mik6snaw7buodbobenrsra 76 13 chosen choose VBN work_sfc3mik6snaw7buodbobenrsra 76 14 as as IN work_sfc3mik6snaw7buodbobenrsra 76 15 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 76 16 K K NNP work_sfc3mik6snaw7buodbobenrsra 76 17 - - HYPH work_sfc3mik6snaw7buodbobenrsra 76 18 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 76 19 , , , work_sfc3mik6snaw7buodbobenrsra 76 20 whereas whereas IN work_sfc3mik6snaw7buodbobenrsra 76 21 the the DT work_sfc3mik6snaw7buodbobenrsra 76 22 second second JJ work_sfc3mik6snaw7buodbobenrsra 76 23 method method NN work_sfc3mik6snaw7buodbobenrsra 76 24 calculates calculate VBZ work_sfc3mik6snaw7buodbobenrsra 76 25 the the DT work_sfc3mik6snaw7buodbobenrsra 76 26 frequencies frequency NNS work_sfc3mik6snaw7buodbobenrsra 76 27 of of IN work_sfc3mik6snaw7buodbobenrsra 76 28 all all DT work_sfc3mik6snaw7buodbobenrsra 76 29 categories category NNS work_sfc3mik6snaw7buodbobenrsra 76 30 for for IN work_sfc3mik6snaw7buodbobenrsra 76 31 all all DT work_sfc3mik6snaw7buodbobenrsra 76 32 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 76 33 and and CC work_sfc3mik6snaw7buodbobenrsra 76 34 assign assign VB work_sfc3mik6snaw7buodbobenrsra 76 35 the the DT work_sfc3mik6snaw7buodbobenrsra 76 36 most most RBS work_sfc3mik6snaw7buodbobenrsra 76 37 frequent frequent JJ work_sfc3mik6snaw7buodbobenrsra 76 38 cat- cat- NN work_sfc3mik6snaw7buodbobenrsra 76 39 egories egorie NNS work_sfc3mik6snaw7buodbobenrsra 76 40 equally equally RB work_sfc3mik6snaw7buodbobenrsra 76 41 to to IN work_sfc3mik6snaw7buodbobenrsra 76 42 the the DT work_sfc3mik6snaw7buodbobenrsra 76 43 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 76 44 K K NNP work_sfc3mik6snaw7buodbobenrsra 76 45 - - HYPH work_sfc3mik6snaw7buodbobenrsra 76 46 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 76 47 . . . work_sfc3mik6snaw7buodbobenrsra 77 1 The the DT work_sfc3mik6snaw7buodbobenrsra 77 2 first first JJ work_sfc3mik6snaw7buodbobenrsra 77 3 method method NN work_sfc3mik6snaw7buodbobenrsra 77 4 may may MD work_sfc3mik6snaw7buodbobenrsra 77 5 only only RB work_sfc3mik6snaw7buodbobenrsra 77 6 work work VB work_sfc3mik6snaw7buodbobenrsra 77 7 if if IN work_sfc3mik6snaw7buodbobenrsra 77 8 the the DT work_sfc3mik6snaw7buodbobenrsra 77 9 top top JJ work_sfc3mik6snaw7buodbobenrsra 77 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 77 11 data data NN work_sfc3mik6snaw7buodbobenrsra 77 12 objects object NNS work_sfc3mik6snaw7buodbobenrsra 77 13 come come VBP work_sfc3mik6snaw7buodbobenrsra 77 14 from from IN work_sfc3mik6snaw7buodbobenrsra 77 15 disjoint disjoint JJ work_sfc3mik6snaw7buodbobenrsra 77 16 K K NNP work_sfc3mik6snaw7buodbobenrsra 77 17 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 77 18 . . . work_sfc3mik6snaw7buodbobenrsra 78 1 The the DT work_sfc3mik6snaw7buodbobenrsra 78 2 second second JJ work_sfc3mik6snaw7buodbobenrsra 78 3 method method NN work_sfc3mik6snaw7buodbobenrsra 78 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 78 5 aimed aim VBN work_sfc3mik6snaw7buodbobenrsra 78 6 at at IN work_sfc3mik6snaw7buodbobenrsra 78 7 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 78 8 diverse diverse JJ work_sfc3mik6snaw7buodbobenrsra 78 9 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 78 10 center center NN work_sfc3mik6snaw7buodbobenrsra 78 11 that that WDT work_sfc3mik6snaw7buodbobenrsra 78 12 may may MD work_sfc3mik6snaw7buodbobenrsra 78 13 improve improve VB work_sfc3mik6snaw7buodbobenrsra 78 14 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 78 15 results result NNS work_sfc3mik6snaw7buodbobenrsra 78 16 , , , work_sfc3mik6snaw7buodbobenrsra 78 17 however however RB work_sfc3mik6snaw7buodbobenrsra 78 18 a a DT work_sfc3mik6snaw7buodbobenrsra 78 19 uniform uniform JJ work_sfc3mik6snaw7buodbobenrsra 78 20 criteria criterion NNS work_sfc3mik6snaw7buodbobenrsra 78 21 for for IN work_sfc3mik6snaw7buodbobenrsra 78 22 selecting select VBG work_sfc3mik6snaw7buodbobenrsra 78 23 K K NNP work_sfc3mik6snaw7buodbobenrsra 78 24 - - HYPH work_sfc3mik6snaw7buodbobenrsra 78 25 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 78 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 78 27 centers center NNS work_sfc3mik6snaw7buodbobenrsra 78 28 is be VBZ work_sfc3mik6snaw7buodbobenrsra 78 29 not not RB work_sfc3mik6snaw7buodbobenrsra 78 30 provided provide VBN work_sfc3mik6snaw7buodbobenrsra 78 31 . . . work_sfc3mik6snaw7buodbobenrsra 79 1 Sun Sun NNP work_sfc3mik6snaw7buodbobenrsra 79 2 , , , work_sfc3mik6snaw7buodbobenrsra 79 3 Zhu Zhu NNP work_sfc3mik6snaw7buodbobenrsra 79 4 , , , work_sfc3mik6snaw7buodbobenrsra 79 5 and and CC work_sfc3mik6snaw7buodbobenrsra 79 6 Chen Chen NNP work_sfc3mik6snaw7buodbobenrsra 79 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 79 8 2002 2002 CD work_sfc3mik6snaw7buodbobenrsra 79 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 79 10 present present VB work_sfc3mik6snaw7buodbobenrsra 79 11 an an DT work_sfc3mik6snaw7buodbobenrsra 79 12 experimental experimental JJ work_sfc3mik6snaw7buodbobenrsra 79 13 study study NN work_sfc3mik6snaw7buodbobenrsra 79 14 on on IN work_sfc3mik6snaw7buodbobenrsra 79 15 applying apply VBG work_sfc3mik6snaw7buodbobenrsra 79 16 Bradley Bradley NNP work_sfc3mik6snaw7buodbobenrsra 79 17 and and CC work_sfc3mik6snaw7buodbobenrsra 79 18 Fayyad Fayyad NNP work_sfc3mik6snaw7buodbobenrsra 79 19 ’s ’s POS work_sfc3mik6snaw7buodbobenrsra 79 20 iterative iterative JJ work_sfc3mik6snaw7buodbobenrsra 79 21 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 79 22 - - HYPH work_sfc3mik6snaw7buodbobenrsra 79 23 point point NN work_sfc3mik6snaw7buodbobenrsra 79 24 refinement refinement NN work_sfc3mik6snaw7buodbobenrsra 79 25 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 79 26 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 79 27 Bradley Bradley NNP work_sfc3mik6snaw7buodbobenrsra 79 28 & & CC work_sfc3mik6snaw7buodbobenrsra 79 29 Fayyad Fayyad NNP work_sfc3mik6snaw7buodbobenrsra 79 30 , , , work_sfc3mik6snaw7buodbobenrsra 79 31 1998 1998 CD work_sfc3mik6snaw7buodbobenrsra 79 32 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 79 33 to to IN work_sfc3mik6snaw7buodbobenrsra 79 34 the the DT work_sfc3mik6snaw7buodbobenrsra 79 35 K K NNP work_sfc3mik6snaw7buodbobenrsra 79 36 - - HYPH work_sfc3mik6snaw7buodbobenrsra 79 37 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 79 38 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 79 39 to to TO work_sfc3mik6snaw7buodbobenrsra 79 40 improve improve VB work_sfc3mik6snaw7buodbobenrsra 79 41 the the DT work_sfc3mik6snaw7buodbobenrsra 79 42 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 79 43 and and CC work_sfc3mik6snaw7buodbobenrsra 79 44 repetitiveness repetitiveness NN work_sfc3mik6snaw7buodbobenrsra 79 45 of of IN work_sfc3mik6snaw7buodbobenrsra 79 46 the the DT work_sfc3mik6snaw7buodbobenrsra 79 47 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 79 48 results result NNS work_sfc3mik6snaw7buodbobenrsra 79 49 . . . work_sfc3mik6snaw7buodbobenrsra 80 1 Their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 80 2 experiments experiment NNS work_sfc3mik6snaw7buodbobenrsra 80 3 show show VBP work_sfc3mik6snaw7buodbobenrsra 80 4 that that IN work_sfc3mik6snaw7buodbobenrsra 80 5 the the DT work_sfc3mik6snaw7buodbobenrsra 80 6 K K NNP work_sfc3mik6snaw7buodbobenrsra 80 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 80 8 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 80 9 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 80 10 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 80 11 using use VBG work_sfc3mik6snaw7buodbobenrsra 80 12 refined refined JJ work_sfc3mik6snaw7buodbobenrsra 80 13 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 80 14 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 80 15 centers center NNS work_sfc3mik6snaw7buodbobenrsra 80 16 leads lead VBZ work_sfc3mik6snaw7buodbobenrsra 80 17 to to IN work_sfc3mik6snaw7buodbobenrsra 80 18 higher high JJR work_sfc3mik6snaw7buodbobenrsra 80 19 precision precision NN work_sfc3mik6snaw7buodbobenrsra 80 20 results result NNS work_sfc3mik6snaw7buodbobenrsra 80 21 that that WDT work_sfc3mik6snaw7buodbobenrsra 80 22 are be VBP work_sfc3mik6snaw7buodbobenrsra 80 23 more more RBR work_sfc3mik6snaw7buodbobenrsra 80 24 reliable reliable JJ work_sfc3mik6snaw7buodbobenrsra 80 25 than than IN work_sfc3mik6snaw7buodbobenrsra 80 26 the the DT work_sfc3mik6snaw7buodbobenrsra 80 27 random random JJ work_sfc3mik6snaw7buodbobenrsra 80 28 selection selection NN work_sfc3mik6snaw7buodbobenrsra 80 29 method method NN work_sfc3mik6snaw7buodbobenrsra 80 30 without without IN work_sfc3mik6snaw7buodbobenrsra 80 31 refinement refinement NN work_sfc3mik6snaw7buodbobenrsra 80 32 . . . work_sfc3mik6snaw7buodbobenrsra 81 1 This this DT work_sfc3mik6snaw7buodbobenrsra 81 2 method method NN work_sfc3mik6snaw7buodbobenrsra 81 3 is be VBZ work_sfc3mik6snaw7buodbobenrsra 81 4 dependent dependent JJ work_sfc3mik6snaw7buodbobenrsra 81 5 on on IN work_sfc3mik6snaw7buodbobenrsra 81 6 the the DT work_sfc3mik6snaw7buodbobenrsra 81 7 number number NN work_sfc3mik6snaw7buodbobenrsra 81 8 of of IN work_sfc3mik6snaw7buodbobenrsra 81 9 cases case NNS work_sfc3mik6snaw7buodbobenrsra 81 10 with with IN work_sfc3mik6snaw7buodbobenrsra 81 11 refinements refinement NNS work_sfc3mik6snaw7buodbobenrsra 81 12 and and CC work_sfc3mik6snaw7buodbobenrsra 81 13 the the DT work_sfc3mik6snaw7buodbobenrsra 81 14 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 81 15 value value NN work_sfc3mik6snaw7buodbobenrsra 81 16 varies vary VBZ work_sfc3mik6snaw7buodbobenrsra 81 17 . . . work_sfc3mik6snaw7buodbobenrsra 82 1 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 82 2 and and CC work_sfc3mik6snaw7buodbobenrsra 82 3 Kant Kant NNP work_sfc3mik6snaw7buodbobenrsra 82 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 82 5 2007 2007 CD work_sfc3mik6snaw7buodbobenrsra 82 6 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 82 7 propose propose VB work_sfc3mik6snaw7buodbobenrsra 82 8 a a DT work_sfc3mik6snaw7buodbobenrsra 82 9 method method NN work_sfc3mik6snaw7buodbobenrsra 82 10 that that WDT work_sfc3mik6snaw7buodbobenrsra 82 11 is be VBZ work_sfc3mik6snaw7buodbobenrsra 82 12 based base VBN work_sfc3mik6snaw7buodbobenrsra 82 13 on on IN work_sfc3mik6snaw7buodbobenrsra 82 14 the the DT work_sfc3mik6snaw7buodbobenrsra 82 15 idea idea NN work_sfc3mik6snaw7buodbobenrsra 82 16 of of IN work_sfc3mik6snaw7buodbobenrsra 82 17 evidence evidence NN work_sfc3mik6snaw7buodbobenrsra 82 18 accumula- accumula- NN work_sfc3mik6snaw7buodbobenrsra 82 19 tion tion NN work_sfc3mik6snaw7buodbobenrsra 82 20 for for IN work_sfc3mik6snaw7buodbobenrsra 82 21 combining combine VBG work_sfc3mik6snaw7buodbobenrsra 82 22 the the DT work_sfc3mik6snaw7buodbobenrsra 82 23 results result NNS work_sfc3mik6snaw7buodbobenrsra 82 24 of of IN work_sfc3mik6snaw7buodbobenrsra 82 25 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 82 26 clusterings clustering NNS work_sfc3mik6snaw7buodbobenrsra 82 27 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 82 28 Fred Fred NNP work_sfc3mik6snaw7buodbobenrsra 82 29 & & CC work_sfc3mik6snaw7buodbobenrsra 82 30 Jain Jain NNP work_sfc3mik6snaw7buodbobenrsra 82 31 , , , work_sfc3mik6snaw7buodbobenrsra 82 32 2002 2002 CD work_sfc3mik6snaw7buodbobenrsra 82 33 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 82 34 and and CC work_sfc3mik6snaw7buodbobenrsra 82 35 only only RB work_sfc3mik6snaw7buodbobenrsra 82 36 focus focus VB work_sfc3mik6snaw7buodbobenrsra 82 37 on on IN work_sfc3mik6snaw7buodbobenrsra 82 38 those those DT work_sfc3mik6snaw7buodbobenrsra 82 39 data datum NNS work_sfc3mik6snaw7buodbobenrsra 82 40 objects object NNS work_sfc3mik6snaw7buodbobenrsra 82 41 that that WDT work_sfc3mik6snaw7buodbobenrsra 82 42 are be VBP work_sfc3mik6snaw7buodbobenrsra 82 43 less less RBR work_sfc3mik6snaw7buodbobenrsra 82 44 vulnerable vulnerable JJ work_sfc3mik6snaw7buodbobenrsra 82 45 to to IN work_sfc3mik6snaw7buodbobenrsra 82 46 the the DT work_sfc3mik6snaw7buodbobenrsra 82 47 choice choice NN work_sfc3mik6snaw7buodbobenrsra 82 48 of of IN work_sfc3mik6snaw7buodbobenrsra 82 49 random random JJ work_sfc3mik6snaw7buodbobenrsra 82 50 selection selection NN work_sfc3mik6snaw7buodbobenrsra 82 51 of of IN work_sfc3mik6snaw7buodbobenrsra 82 52 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 82 53 and and CC work_sfc3mik6snaw7buodbobenrsra 82 54 to to TO work_sfc3mik6snaw7buodbobenrsra 82 55 choose choose VB work_sfc3mik6snaw7buodbobenrsra 82 56 the the DT work_sfc3mik6snaw7buodbobenrsra 82 57 most most JJS work_sfc3mik6snaw7buodbobenrsra 82 58 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 82 59 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 82 60 , , , work_sfc3mik6snaw7buodbobenrsra 82 61 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 82 62 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 82 63 / / SYM work_sfc3mik6snaw7buodbobenrsra 82 64 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 82 65 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 82 66 with with IN work_sfc3mik6snaw7buodbobenrsra 82 67 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 82 68 40 40 CD work_sfc3mik6snaw7buodbobenrsra 82 69 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 82 70 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 82 71 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 82 72 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 82 73 7445 7445 CD work_sfc3mik6snaw7buodbobenrsra 82 74 Author author NN work_sfc3mik6snaw7buodbobenrsra 82 75 's 's POS work_sfc3mik6snaw7buodbobenrsra 82 76 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 82 77 copy copy NN work_sfc3mik6snaw7buodbobenrsra 82 78 diverse diverse JJ work_sfc3mik6snaw7buodbobenrsra 82 79 set set NN work_sfc3mik6snaw7buodbobenrsra 82 80 of of IN work_sfc3mik6snaw7buodbobenrsra 82 81 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 82 82 among among IN work_sfc3mik6snaw7buodbobenrsra 82 83 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 82 84 . . . work_sfc3mik6snaw7buodbobenrsra 83 1 Their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 83 2 experiments experiment NNS work_sfc3mik6snaw7buodbobenrsra 83 3 suggest suggest VBP work_sfc3mik6snaw7buodbobenrsra 83 4 that that IN work_sfc3mik6snaw7buodbobenrsra 83 5 the the DT work_sfc3mik6snaw7buodbobenrsra 83 6 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 83 7 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 83 8 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 83 9 centers center NNS work_sfc3mik6snaw7buodbobenrsra 83 10 outperform outperform VBP work_sfc3mik6snaw7buodbobenrsra 83 11 the the DT work_sfc3mik6snaw7buodbobenrsra 83 12 random random JJ work_sfc3mik6snaw7buodbobenrsra 83 13 choice choice NN work_sfc3mik6snaw7buodbobenrsra 83 14 , , , work_sfc3mik6snaw7buodbobenrsra 83 15 however however RB work_sfc3mik6snaw7buodbobenrsra 83 16 the the DT work_sfc3mik6snaw7buodbobenrsra 83 17 method method NN work_sfc3mik6snaw7buodbobenrsra 83 18 does do VBZ work_sfc3mik6snaw7buodbobenrsra 83 19 not not RB work_sfc3mik6snaw7buodbobenrsra 83 20 guarantee guarantee VB work_sfc3mik6snaw7buodbobenrsra 83 21 fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 83 22 choice choice NN work_sfc3mik6snaw7buodbobenrsra 83 23 of of IN work_sfc3mik6snaw7buodbobenrsra 83 24 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 83 25 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 83 26 centers center NNS work_sfc3mik6snaw7buodbobenrsra 83 27 . . . work_sfc3mik6snaw7buodbobenrsra 84 1 He -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 84 2 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 84 3 2006 2006 CD work_sfc3mik6snaw7buodbobenrsra 84 4 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 84 5 presents present VBZ work_sfc3mik6snaw7buodbobenrsra 84 6 two two CD work_sfc3mik6snaw7buodbobenrsra 84 7 farthest farth JJS work_sfc3mik6snaw7buodbobenrsra 84 8 point point NN work_sfc3mik6snaw7buodbobenrsra 84 9 heu- heu- RB work_sfc3mik6snaw7buodbobenrsra 84 10 ristic ristic JJ work_sfc3mik6snaw7buodbobenrsra 84 11 for for IN work_sfc3mik6snaw7buodbobenrsra 84 12 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 84 13 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 84 14 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 84 15 centers center NNS work_sfc3mik6snaw7buodbobenrsra 84 16 for for IN work_sfc3mik6snaw7buodbobenrsra 84 17 K K NNP work_sfc3mik6snaw7buodbobenrsra 84 18 - - HYPH work_sfc3mik6snaw7buodbobenrsra 84 19 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 84 20 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 84 21 . . . work_sfc3mik6snaw7buodbobenrsra 85 1 The the DT work_sfc3mik6snaw7buodbobenrsra 85 2 first first JJ work_sfc3mik6snaw7buodbobenrsra 85 3 heuristic heuristic JJ work_sfc3mik6snaw7buodbobenrsra 85 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 85 5 equivalent equivalent JJ work_sfc3mik6snaw7buodbobenrsra 85 6 to to IN work_sfc3mik6snaw7buodbobenrsra 85 7 random random JJ work_sfc3mik6snaw7buodbobenrsra 85 8 selection selection NN work_sfc3mik6snaw7buodbobenrsra 85 9 of of IN work_sfc3mik6snaw7buodbobenrsra 85 10 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 85 11 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 85 12 ter ter NN work_sfc3mik6snaw7buodbobenrsra 85 13 centers center NNS work_sfc3mik6snaw7buodbobenrsra 85 14 and and CC work_sfc3mik6snaw7buodbobenrsra 85 15 the the DT work_sfc3mik6snaw7buodbobenrsra 85 16 second second JJ work_sfc3mik6snaw7buodbobenrsra 85 17 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 85 18 a a DT work_sfc3mik6snaw7buodbobenrsra 85 19 deterministic deterministic JJ work_sfc3mik6snaw7buodbobenrsra 85 20 method method NN work_sfc3mik6snaw7buodbobenrsra 85 21 based base VBN work_sfc3mik6snaw7buodbobenrsra 85 22 on on IN work_sfc3mik6snaw7buodbobenrsra 85 23 a a DT work_sfc3mik6snaw7buodbobenrsra 85 24 scoring score VBG work_sfc3mik6snaw7buodbobenrsra 85 25 function function NN work_sfc3mik6snaw7buodbobenrsra 85 26 that that WDT work_sfc3mik6snaw7buodbobenrsra 85 27 sums sum VBZ work_sfc3mik6snaw7buodbobenrsra 85 28 the the DT work_sfc3mik6snaw7buodbobenrsra 85 29 frequency frequency NN work_sfc3mik6snaw7buodbobenrsra 85 30 count count NN work_sfc3mik6snaw7buodbobenrsra 85 31 of of IN work_sfc3mik6snaw7buodbobenrsra 85 32 attribute attribute JJ work_sfc3mik6snaw7buodbobenrsra 85 33 values value NNS work_sfc3mik6snaw7buodbobenrsra 85 34 of of IN work_sfc3mik6snaw7buodbobenrsra 85 35 all all DT work_sfc3mik6snaw7buodbobenrsra 85 36 data datum NNS work_sfc3mik6snaw7buodbobenrsra 85 37 objects object NNS work_sfc3mik6snaw7buodbobenrsra 85 38 . . . work_sfc3mik6snaw7buodbobenrsra 86 1 This this DT work_sfc3mik6snaw7buodbobenrsra 86 2 heuristic heuristic NN work_sfc3mik6snaw7buodbobenrsra 86 3 does do VBZ work_sfc3mik6snaw7buodbobenrsra 86 4 not not RB work_sfc3mik6snaw7buodbobenrsra 86 5 explain explain VB work_sfc3mik6snaw7buodbobenrsra 86 6 how how WRB work_sfc3mik6snaw7buodbobenrsra 86 7 to to TO work_sfc3mik6snaw7buodbobenrsra 86 8 choose choose VB work_sfc3mik6snaw7buodbobenrsra 86 9 a a DT work_sfc3mik6snaw7buodbobenrsra 86 10 point point NN work_sfc3mik6snaw7buodbobenrsra 86 11 when when WRB work_sfc3mik6snaw7buodbobenrsra 86 12 several several JJ work_sfc3mik6snaw7buodbobenrsra 86 13 data data NN work_sfc3mik6snaw7buodbobenrsra 86 14 objects object NNS work_sfc3mik6snaw7buodbobenrsra 86 15 have have VBP work_sfc3mik6snaw7buodbobenrsra 86 16 same same JJ work_sfc3mik6snaw7buodbobenrsra 86 17 scores score NNS work_sfc3mik6snaw7buodbobenrsra 86 18 , , , work_sfc3mik6snaw7buodbobenrsra 86 19 and and CC work_sfc3mik6snaw7buodbobenrsra 86 20 if if IN work_sfc3mik6snaw7buodbobenrsra 86 21 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 86 22 ran- ran- VBP work_sfc3mik6snaw7buodbobenrsra 86 23 domly domly RB work_sfc3mik6snaw7buodbobenrsra 86 24 breaks break VBZ work_sfc3mik6snaw7buodbobenrsra 86 25 ties tie NNS work_sfc3mik6snaw7buodbobenrsra 86 26 , , , work_sfc3mik6snaw7buodbobenrsra 86 27 then then RB work_sfc3mik6snaw7buodbobenrsra 86 28 fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 86 29 centers center NNS work_sfc3mik6snaw7buodbobenrsra 86 30 can can MD work_sfc3mik6snaw7buodbobenrsra 86 31 not not RB work_sfc3mik6snaw7buodbobenrsra 86 32 be be VB work_sfc3mik6snaw7buodbobenrsra 86 33 guaranteed guarantee VBN work_sfc3mik6snaw7buodbobenrsra 86 34 . . . work_sfc3mik6snaw7buodbobenrsra 87 1 The the DT work_sfc3mik6snaw7buodbobenrsra 87 2 method method NN work_sfc3mik6snaw7buodbobenrsra 87 3 only only RB work_sfc3mik6snaw7buodbobenrsra 87 4 considers consider VBZ work_sfc3mik6snaw7buodbobenrsra 87 5 the the DT work_sfc3mik6snaw7buodbobenrsra 87 6 distance distance NN work_sfc3mik6snaw7buodbobenrsra 87 7 between between IN work_sfc3mik6snaw7buodbobenrsra 87 8 the the DT work_sfc3mik6snaw7buodbobenrsra 87 9 data data NN work_sfc3mik6snaw7buodbobenrsra 87 10 points point NNS work_sfc3mik6snaw7buodbobenrsra 87 11 , , , work_sfc3mik6snaw7buodbobenrsra 87 12 due due IN work_sfc3mik6snaw7buodbobenrsra 87 13 to to IN work_sfc3mik6snaw7buodbobenrsra 87 14 which which WDT work_sfc3mik6snaw7buodbobenrsra 87 15 outliers outlier NNS work_sfc3mik6snaw7buodbobenrsra 87 16 can can MD work_sfc3mik6snaw7buodbobenrsra 87 17 be be VB work_sfc3mik6snaw7buodbobenrsra 87 18 selected select VBN work_sfc3mik6snaw7buodbobenrsra 87 19 as as IN work_sfc3mik6snaw7buodbobenrsra 87 20 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 87 21 centers center NNS work_sfc3mik6snaw7buodbobenrsra 87 22 . . . work_sfc3mik6snaw7buodbobenrsra 88 1 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 88 2 , , , work_sfc3mik6snaw7buodbobenrsra 88 3 Jiang Jiang NNP work_sfc3mik6snaw7buodbobenrsra 88 4 , , , work_sfc3mik6snaw7buodbobenrsra 88 5 and and CC work_sfc3mik6snaw7buodbobenrsra 88 6 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 88 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 88 8 2007 2007 CD work_sfc3mik6snaw7buodbobenrsra 88 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 88 10 develop develop VB work_sfc3mik6snaw7buodbobenrsra 88 11 a a DT work_sfc3mik6snaw7buodbobenrsra 88 12 density density NN work_sfc3mik6snaw7buodbobenrsra 88 13 based base VBN work_sfc3mik6snaw7buodbobenrsra 88 14 method method NN work_sfc3mik6snaw7buodbobenrsra 88 15 to to TO work_sfc3mik6snaw7buodbobenrsra 88 16 compute compute VB work_sfc3mik6snaw7buodbobenrsra 88 17 the the DT work_sfc3mik6snaw7buodbobenrsra 88 18 K K NNP work_sfc3mik6snaw7buodbobenrsra 88 19 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 88 20 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 88 21 centers center NNS work_sfc3mik6snaw7buodbobenrsra 88 22 which which WDT work_sfc3mik6snaw7buodbobenrsra 88 23 has have VBZ work_sfc3mik6snaw7buodbobenrsra 88 24 quadratic quadratic JJ work_sfc3mik6snaw7buodbobenrsra 88 25 complex- complex- NNP work_sfc3mik6snaw7buodbobenrsra 88 26 ity ity NN work_sfc3mik6snaw7buodbobenrsra 88 27 . . . work_sfc3mik6snaw7buodbobenrsra 89 1 To to TO work_sfc3mik6snaw7buodbobenrsra 89 2 reduce reduce VB work_sfc3mik6snaw7buodbobenrsra 89 3 the the DT work_sfc3mik6snaw7buodbobenrsra 89 4 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 89 5 case case NN work_sfc3mik6snaw7buodbobenrsra 89 6 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 89 7 to to IN work_sfc3mik6snaw7buodbobenrsra 89 8 O(n1.5 o(n1.5 CD work_sfc3mik6snaw7buodbobenrsra 89 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 89 10 , , , work_sfc3mik6snaw7buodbobenrsra 89 11 they -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 89 12 randomly randomly RB work_sfc3mik6snaw7buodbobenrsra 89 13 select select VBP work_sfc3mik6snaw7buodbobenrsra 89 14 square square JJ work_sfc3mik6snaw7buodbobenrsra 89 15 root root NN work_sfc3mik6snaw7buodbobenrsra 89 16 of of IN work_sfc3mik6snaw7buodbobenrsra 89 17 the the DT work_sfc3mik6snaw7buodbobenrsra 89 18 total total JJ work_sfc3mik6snaw7buodbobenrsra 89 19 points point NNS work_sfc3mik6snaw7buodbobenrsra 89 20 as as IN work_sfc3mik6snaw7buodbobenrsra 89 21 a a DT work_sfc3mik6snaw7buodbobenrsra 89 22 sub sub JJ work_sfc3mik6snaw7buodbobenrsra 89 23 - - NN work_sfc3mik6snaw7buodbobenrsra 89 24 sample sample NN work_sfc3mik6snaw7buodbobenrsra 89 25 of of IN work_sfc3mik6snaw7buodbobenrsra 89 26 the the DT work_sfc3mik6snaw7buodbobenrsra 89 27 data datum NNS work_sfc3mik6snaw7buodbobenrsra 89 28 , , , work_sfc3mik6snaw7buodbobenrsra 89 29 however however RB work_sfc3mik6snaw7buodbobenrsra 89 30 , , , work_sfc3mik6snaw7buodbobenrsra 89 31 this this DT work_sfc3mik6snaw7buodbobenrsra 89 32 step step NN work_sfc3mik6snaw7buodbobenrsra 89 33 introduces introduce VBZ work_sfc3mik6snaw7buodbobenrsra 89 34 randomness randomness NN work_sfc3mik6snaw7buodbobenrsra 89 35 in in IN work_sfc3mik6snaw7buodbobenrsra 89 36 the the DT work_sfc3mik6snaw7buodbobenrsra 89 37 final final JJ work_sfc3mik6snaw7buodbobenrsra 89 38 results result NNS work_sfc3mik6snaw7buodbobenrsra 89 39 and and CC work_sfc3mik6snaw7buodbobenrsra 89 40 repeatability repeatability NN work_sfc3mik6snaw7buodbobenrsra 89 41 of of IN work_sfc3mik6snaw7buodbobenrsra 89 42 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 89 43 results result NNS work_sfc3mik6snaw7buodbobenrsra 89 44 may may MD work_sfc3mik6snaw7buodbobenrsra 89 45 not not RB work_sfc3mik6snaw7buodbobenrsra 89 46 be be VB work_sfc3mik6snaw7buodbobenrsra 89 47 achieved achieve VBN work_sfc3mik6snaw7buodbobenrsra 89 48 . . . work_sfc3mik6snaw7buodbobenrsra 90 1 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 90 2 , , , work_sfc3mik6snaw7buodbobenrsra 90 3 Liang Liang NNP work_sfc3mik6snaw7buodbobenrsra 90 4 , , , work_sfc3mik6snaw7buodbobenrsra 90 5 and and CC work_sfc3mik6snaw7buodbobenrsra 90 6 Bai Bai NNP work_sfc3mik6snaw7buodbobenrsra 90 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 90 8 2009 2009 CD work_sfc3mik6snaw7buodbobenrsra 90 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 90 10 present present VB work_sfc3mik6snaw7buodbobenrsra 90 11 an an DT work_sfc3mik6snaw7buodbobenrsra 90 12 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 90 13 method method NN work_sfc3mik6snaw7buodbobenrsra 90 14 that that WDT work_sfc3mik6snaw7buodbobenrsra 90 15 consider consider VBP work_sfc3mik6snaw7buodbobenrsra 90 16 dis- dis- IN work_sfc3mik6snaw7buodbobenrsra 90 17 tance tance NN work_sfc3mik6snaw7buodbobenrsra 90 18 between between IN work_sfc3mik6snaw7buodbobenrsra 90 19 objects object NNS work_sfc3mik6snaw7buodbobenrsra 90 20 and and CC work_sfc3mik6snaw7buodbobenrsra 90 21 the the DT work_sfc3mik6snaw7buodbobenrsra 90 22 density density NN work_sfc3mik6snaw7buodbobenrsra 90 23 of of IN work_sfc3mik6snaw7buodbobenrsra 90 24 the the DT work_sfc3mik6snaw7buodbobenrsra 90 25 objects object NNS work_sfc3mik6snaw7buodbobenrsra 90 26 . . . work_sfc3mik6snaw7buodbobenrsra 91 1 Their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 91 2 method method NN work_sfc3mik6snaw7buodbobenrsra 91 3 selects select VBZ work_sfc3mik6snaw7buodbobenrsra 91 4 the the DT work_sfc3mik6snaw7buodbobenrsra 91 5 object object NN work_sfc3mik6snaw7buodbobenrsra 91 6 with with IN work_sfc3mik6snaw7buodbobenrsra 91 7 the the DT work_sfc3mik6snaw7buodbobenrsra 91 8 maximum maximum JJ work_sfc3mik6snaw7buodbobenrsra 91 9 average average JJ work_sfc3mik6snaw7buodbobenrsra 91 10 density density NN work_sfc3mik6snaw7buodbobenrsra 91 11 as as IN work_sfc3mik6snaw7buodbobenrsra 91 12 the the DT work_sfc3mik6snaw7buodbobenrsra 91 13 first first JJ work_sfc3mik6snaw7buodbobenrsra 91 14 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 91 15 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 91 16 center center NN work_sfc3mik6snaw7buodbobenrsra 91 17 . . . work_sfc3mik6snaw7buodbobenrsra 92 1 For for IN work_sfc3mik6snaw7buodbobenrsra 92 2 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 92 3 other other JJ work_sfc3mik6snaw7buodbobenrsra 92 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 92 5 centers center NNS work_sfc3mik6snaw7buodbobenrsra 92 6 , , , work_sfc3mik6snaw7buodbobenrsra 92 7 the the DT work_sfc3mik6snaw7buodbobenrsra 92 8 dis- dis- NN work_sfc3mik6snaw7buodbobenrsra 92 9 tance tance NN work_sfc3mik6snaw7buodbobenrsra 92 10 between between IN work_sfc3mik6snaw7buodbobenrsra 92 11 the the DT work_sfc3mik6snaw7buodbobenrsra 92 12 object object NN work_sfc3mik6snaw7buodbobenrsra 92 13 and and CC work_sfc3mik6snaw7buodbobenrsra 92 14 the the DT work_sfc3mik6snaw7buodbobenrsra 92 15 already already RB work_sfc3mik6snaw7buodbobenrsra 92 16 known know VBN work_sfc3mik6snaw7buodbobenrsra 92 17 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 92 18 , , , work_sfc3mik6snaw7buodbobenrsra 92 19 and and CC work_sfc3mik6snaw7buodbobenrsra 92 20 the the DT work_sfc3mik6snaw7buodbobenrsra 92 21 average average JJ work_sfc3mik6snaw7buodbobenrsra 92 22 density density NN work_sfc3mik6snaw7buodbobenrsra 92 23 of of IN work_sfc3mik6snaw7buodbobenrsra 92 24 the the DT work_sfc3mik6snaw7buodbobenrsra 92 25 object object NN work_sfc3mik6snaw7buodbobenrsra 92 26 are be VBP work_sfc3mik6snaw7buodbobenrsra 92 27 considered consider VBN work_sfc3mik6snaw7buodbobenrsra 92 28 . . . work_sfc3mik6snaw7buodbobenrsra 93 1 A a DT work_sfc3mik6snaw7buodbobenrsra 93 2 shortcoming shortcoming NN work_sfc3mik6snaw7buodbobenrsra 93 3 of of IN work_sfc3mik6snaw7buodbobenrsra 93 4 this this DT work_sfc3mik6snaw7buodbobenrsra 93 5 method method NN work_sfc3mik6snaw7buodbobenrsra 93 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 93 7 that that IN work_sfc3mik6snaw7buodbobenrsra 93 8 a a DT work_sfc3mik6snaw7buodbobenrsra 93 9 boundary boundary JJ work_sfc3mik6snaw7buodbobenrsra 93 10 point point NN work_sfc3mik6snaw7buodbobenrsra 93 11 may may MD work_sfc3mik6snaw7buodbobenrsra 93 12 be be VB work_sfc3mik6snaw7buodbobenrsra 93 13 selected select VBN work_sfc3mik6snaw7buodbobenrsra 93 14 as as IN work_sfc3mik6snaw7buodbobenrsra 93 15 the the DT work_sfc3mik6snaw7buodbobenrsra 93 16 first first JJ work_sfc3mik6snaw7buodbobenrsra 93 17 center center NN work_sfc3mik6snaw7buodbobenrsra 93 18 that that WDT work_sfc3mik6snaw7buodbobenrsra 93 19 can can MD work_sfc3mik6snaw7buodbobenrsra 93 20 affect affect VB work_sfc3mik6snaw7buodbobenrsra 93 21 the the DT work_sfc3mik6snaw7buodbobenrsra 93 22 quality quality NN work_sfc3mik6snaw7buodbobenrsra 93 23 of of IN work_sfc3mik6snaw7buodbobenrsra 93 24 selection selection NN work_sfc3mik6snaw7buodbobenrsra 93 25 of of IN work_sfc3mik6snaw7buodbobenrsra 93 26 subsequent subsequent JJ work_sfc3mik6snaw7buodbobenrsra 93 27 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 93 28 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 93 29 centers center NNS work_sfc3mik6snaw7buodbobenrsra 93 30 . . . work_sfc3mik6snaw7buodbobenrsra 94 1 Bai Bai NNP work_sfc3mik6snaw7buodbobenrsra 94 2 , , , work_sfc3mik6snaw7buodbobenrsra 94 3 Liang Liang NNP work_sfc3mik6snaw7buodbobenrsra 94 4 , , , work_sfc3mik6snaw7buodbobenrsra 94 5 Dang Dang NNP work_sfc3mik6snaw7buodbobenrsra 94 6 , , , work_sfc3mik6snaw7buodbobenrsra 94 7 and and CC work_sfc3mik6snaw7buodbobenrsra 94 8 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 94 9 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 94 10 2012 2012 CD work_sfc3mik6snaw7buodbobenrsra 94 11 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 94 12 propose propose VB work_sfc3mik6snaw7buodbobenrsra 94 13 a a DT work_sfc3mik6snaw7buodbobenrsra 94 14 method method NN work_sfc3mik6snaw7buodbobenrsra 94 15 to to IN work_sfc3mik6snaw7buodbobenrsra 94 16 com- com- NN work_sfc3mik6snaw7buodbobenrsra 94 17 pute pute NN work_sfc3mik6snaw7buodbobenrsra 94 18 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 94 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 94 20 centers center NNS work_sfc3mik6snaw7buodbobenrsra 94 21 on on IN work_sfc3mik6snaw7buodbobenrsra 94 22 the the DT work_sfc3mik6snaw7buodbobenrsra 94 23 basis basis NN work_sfc3mik6snaw7buodbobenrsra 94 24 of of IN work_sfc3mik6snaw7buodbobenrsra 94 25 a a DT work_sfc3mik6snaw7buodbobenrsra 94 26 density density NN work_sfc3mik6snaw7buodbobenrsra 94 27 function function NN work_sfc3mik6snaw7buodbobenrsra 94 28 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 94 29 de- de- RB work_sfc3mik6snaw7buodbobenrsra 94 30 fined fine VBN work_sfc3mik6snaw7buodbobenrsra 94 31 by by IN work_sfc3mik6snaw7buodbobenrsra 94 32 using use VBG work_sfc3mik6snaw7buodbobenrsra 94 33 the the DT work_sfc3mik6snaw7buodbobenrsra 94 34 average average JJ work_sfc3mik6snaw7buodbobenrsra 94 35 distance distance NN work_sfc3mik6snaw7buodbobenrsra 94 36 of of IN work_sfc3mik6snaw7buodbobenrsra 94 37 all all PDT work_sfc3mik6snaw7buodbobenrsra 94 38 the the DT work_sfc3mik6snaw7buodbobenrsra 94 39 other other JJ work_sfc3mik6snaw7buodbobenrsra 94 40 points point NNS work_sfc3mik6snaw7buodbobenrsra 94 41 from from IN work_sfc3mik6snaw7buodbobenrsra 94 42 a a DT work_sfc3mik6snaw7buodbobenrsra 94 43 point point NN work_sfc3mik6snaw7buodbobenrsra 94 44 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 94 45 and and CC work_sfc3mik6snaw7buodbobenrsra 94 46 a a DT work_sfc3mik6snaw7buodbobenrsra 94 47 distance distance NN work_sfc3mik6snaw7buodbobenrsra 94 48 function function NN work_sfc3mik6snaw7buodbobenrsra 94 49 . . . work_sfc3mik6snaw7buodbobenrsra 95 1 The the DT work_sfc3mik6snaw7buodbobenrsra 95 2 first first JJ work_sfc3mik6snaw7buodbobenrsra 95 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 95 4 center center NN work_sfc3mik6snaw7buodbobenrsra 95 5 is be VBZ work_sfc3mik6snaw7buodbobenrsra 95 6 decided decide VBN work_sfc3mik6snaw7buodbobenrsra 95 7 by by IN work_sfc3mik6snaw7buodbobenrsra 95 8 the the DT work_sfc3mik6snaw7buodbobenrsra 95 9 density density NN work_sfc3mik6snaw7buodbobenrsra 95 10 function function NN work_sfc3mik6snaw7buodbobenrsra 95 11 . . . work_sfc3mik6snaw7buodbobenrsra 96 1 The the DT work_sfc3mik6snaw7buodbobenrsra 96 2 remaining remaining JJ work_sfc3mik6snaw7buodbobenrsra 96 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 96 4 centers center NNS work_sfc3mik6snaw7buodbobenrsra 96 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 96 6 com- com- NN work_sfc3mik6snaw7buodbobenrsra 96 7 puted put VBN work_sfc3mik6snaw7buodbobenrsra 96 8 by by IN work_sfc3mik6snaw7buodbobenrsra 96 9 using use VBG work_sfc3mik6snaw7buodbobenrsra 96 10 the the DT work_sfc3mik6snaw7buodbobenrsra 96 11 density density NN work_sfc3mik6snaw7buodbobenrsra 96 12 function function NN work_sfc3mik6snaw7buodbobenrsra 96 13 and and CC work_sfc3mik6snaw7buodbobenrsra 96 14 the the DT work_sfc3mik6snaw7buodbobenrsra 96 15 distance distance NN work_sfc3mik6snaw7buodbobenrsra 96 16 between between IN work_sfc3mik6snaw7buodbobenrsra 96 17 the the DT work_sfc3mik6snaw7buodbobenrsra 96 18 already already RB work_sfc3mik6snaw7buodbobenrsra 96 19 calculated calculate VBN work_sfc3mik6snaw7buodbobenrsra 96 20 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 96 21 centers center NNS work_sfc3mik6snaw7buodbobenrsra 96 22 and and CC work_sfc3mik6snaw7buodbobenrsra 96 23 the the DT work_sfc3mik6snaw7buodbobenrsra 96 24 probable probable JJ work_sfc3mik6snaw7buodbobenrsra 96 25 new new JJ work_sfc3mik6snaw7buodbobenrsra 96 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 96 27 center center NN work_sfc3mik6snaw7buodbobenrsra 96 28 . . . work_sfc3mik6snaw7buodbobenrsra 97 1 In in IN work_sfc3mik6snaw7buodbobenrsra 97 2 order order NN work_sfc3mik6snaw7buodbobenrsra 97 3 to to TO work_sfc3mik6snaw7buodbobenrsra 97 4 calculate calculate VB work_sfc3mik6snaw7buodbobenrsra 97 5 the the DT work_sfc3mik6snaw7buodbobenrsra 97 6 density density NN work_sfc3mik6snaw7buodbobenrsra 97 7 of of IN work_sfc3mik6snaw7buodbobenrsra 97 8 a a DT work_sfc3mik6snaw7buodbobenrsra 97 9 point point NN work_sfc3mik6snaw7buodbobenrsra 97 10 they -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 97 11 calculate calculate VBP work_sfc3mik6snaw7buodbobenrsra 97 12 the the DT work_sfc3mik6snaw7buodbobenrsra 97 13 summary summary NN work_sfc3mik6snaw7buodbobenrsra 97 14 of of IN work_sfc3mik6snaw7buodbobenrsra 97 15 all all PDT work_sfc3mik6snaw7buodbobenrsra 97 16 the the DT work_sfc3mik6snaw7buodbobenrsra 97 17 other other JJ work_sfc3mik6snaw7buodbobenrsra 97 18 points point NNS work_sfc3mik6snaw7buodbobenrsra 97 19 . . . work_sfc3mik6snaw7buodbobenrsra 98 1 Hence hence RB work_sfc3mik6snaw7buodbobenrsra 98 2 , , , work_sfc3mik6snaw7buodbobenrsra 98 3 there there EX work_sfc3mik6snaw7buodbobenrsra 98 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 98 5 information information NN work_sfc3mik6snaw7buodbobenrsra 98 6 loss loss NN work_sfc3mik6snaw7buodbobenrsra 98 7 that that WDT work_sfc3mik6snaw7buodbobenrsra 98 8 may may MD work_sfc3mik6snaw7buodbobenrsra 98 9 lead lead VB work_sfc3mik6snaw7buodbobenrsra 98 10 to to IN work_sfc3mik6snaw7buodbobenrsra 98 11 improper improper JJ work_sfc3mik6snaw7buodbobenrsra 98 12 density density NN work_sfc3mik6snaw7buodbobenrsra 98 13 calculation calculation NN work_sfc3mik6snaw7buodbobenrsra 98 14 , , , work_sfc3mik6snaw7buodbobenrsra 98 15 which which WDT work_sfc3mik6snaw7buodbobenrsra 98 16 can can MD work_sfc3mik6snaw7buodbobenrsra 98 17 affect affect VB work_sfc3mik6snaw7buodbobenrsra 98 18 the the DT work_sfc3mik6snaw7buodbobenrsra 98 19 results result NNS work_sfc3mik6snaw7buodbobenrsra 98 20 . . . work_sfc3mik6snaw7buodbobenrsra 99 1 A a DT work_sfc3mik6snaw7buodbobenrsra 99 2 major major JJ work_sfc3mik6snaw7buodbobenrsra 99 3 problem problem NN work_sfc3mik6snaw7buodbobenrsra 99 4 with with IN work_sfc3mik6snaw7buodbobenrsra 99 5 this this DT work_sfc3mik6snaw7buodbobenrsra 99 6 research research NN work_sfc3mik6snaw7buodbobenrsra 99 7 paper paper NN work_sfc3mik6snaw7buodbobenrsra 99 8 lies lie VBZ work_sfc3mik6snaw7buodbobenrsra 99 9 in in IN work_sfc3mik6snaw7buodbobenrsra 99 10 the the DT work_sfc3mik6snaw7buodbobenrsra 99 11 evaluation evaluation NN work_sfc3mik6snaw7buodbobenrsra 99 12 of of IN work_sfc3mik6snaw7buodbobenrsra 99 13 results result NNS work_sfc3mik6snaw7buodbobenrsra 99 14 . . . work_sfc3mik6snaw7buodbobenrsra 100 1 For for IN work_sfc3mik6snaw7buodbobenrsra 100 2 at at RB work_sfc3mik6snaw7buodbobenrsra 100 3 least least RBS work_sfc3mik6snaw7buodbobenrsra 100 4 two two CD work_sfc3mik6snaw7buodbobenrsra 100 5 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 100 6 , , , work_sfc3mik6snaw7buodbobenrsra 100 7 the the DT work_sfc3mik6snaw7buodbobenrsra 100 8 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 100 9 , , , work_sfc3mik6snaw7buodbobenrsra 100 10 preci- preci- JJ work_sfc3mik6snaw7buodbobenrsra 100 11 sion sion NN work_sfc3mik6snaw7buodbobenrsra 100 12 and and CC work_sfc3mik6snaw7buodbobenrsra 100 13 recall recall NN work_sfc3mik6snaw7buodbobenrsra 100 14 values value NNS work_sfc3mik6snaw7buodbobenrsra 100 15 are be VBP work_sfc3mik6snaw7buodbobenrsra 100 16 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 100 17 incorrectly incorrectly RB work_sfc3mik6snaw7buodbobenrsra 100 18 . . . work_sfc3mik6snaw7buodbobenrsra 101 1 From from IN work_sfc3mik6snaw7buodbobenrsra 101 2 the the DT work_sfc3mik6snaw7buodbobenrsra 101 3 confu- confu- NNP work_sfc3mik6snaw7buodbobenrsra 101 4 sion sion NNP work_sfc3mik6snaw7buodbobenrsra 101 5 matrix matrix NNP work_sfc3mik6snaw7buodbobenrsra 101 6 presented present VBN work_sfc3mik6snaw7buodbobenrsra 101 7 in in IN work_sfc3mik6snaw7buodbobenrsra 101 8 the the DT work_sfc3mik6snaw7buodbobenrsra 101 9 paper paper NN work_sfc3mik6snaw7buodbobenrsra 101 10 the the DT work_sfc3mik6snaw7buodbobenrsra 101 11 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 101 12 , , , work_sfc3mik6snaw7buodbobenrsra 101 13 precision precision NN work_sfc3mik6snaw7buodbobenrsra 101 14 and and CC work_sfc3mik6snaw7buodbobenrsra 101 15 recall recall NN work_sfc3mik6snaw7buodbobenrsra 101 16 values value NNS work_sfc3mik6snaw7buodbobenrsra 101 17 for for IN work_sfc3mik6snaw7buodbobenrsra 101 18 � � NNP work_sfc3mik6snaw7buodbobenrsra 101 19 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 101 20 data datum NNS work_sfc3mik6snaw7buodbobenrsra 101 21 should should MD work_sfc3mik6snaw7buodbobenrsra 101 22 be be VB work_sfc3mik6snaw7buodbobenrsra 101 23 0.6584 0.6584 CD work_sfc3mik6snaw7buodbobenrsra 101 24 , , , work_sfc3mik6snaw7buodbobenrsra 101 25 0.6969 0.6969 CD work_sfc3mik6snaw7buodbobenrsra 101 26 , , , work_sfc3mik6snaw7buodbobenrsra 101 27 0.6841 0.6841 CD work_sfc3mik6snaw7buodbobenrsra 101 28 and and CC work_sfc3mik6snaw7buodbobenrsra 101 29 not not RB work_sfc3mik6snaw7buodbobenrsra 101 30 0.7760 0.7760 CD work_sfc3mik6snaw7buodbobenrsra 101 31 , , , work_sfc3mik6snaw7buodbobenrsra 101 32 0.8527 0.8527 CD work_sfc3mik6snaw7buodbobenrsra 101 33 , , , work_sfc3mik6snaw7buodbobenrsra 101 34 0.7482 0.7482 ADD work_sfc3mik6snaw7buodbobenrsra 101 35 � � NNP work_sfc3mik6snaw7buodbobenrsra 101 36 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 101 37 data datum NNS work_sfc3mik6snaw7buodbobenrsra 101 38 should should MD work_sfc3mik6snaw7buodbobenrsra 101 39 be be VB work_sfc3mik6snaw7buodbobenrsra 101 40 0.7425 0.7425 CD work_sfc3mik6snaw7buodbobenrsra 101 41 , , , work_sfc3mik6snaw7buodbobenrsra 101 42 0.7703 0.7703 CD work_sfc3mik6snaw7buodbobenrsra 101 43 , , , work_sfc3mik6snaw7buodbobenrsra 101 44 0.8654 0.8654 CD work_sfc3mik6snaw7buodbobenrsra 101 45 and and CC work_sfc3mik6snaw7buodbobenrsra 101 46 not not RB work_sfc3mik6snaw7buodbobenrsra 101 47 0.9208 0.9208 CD work_sfc3mik6snaw7buodbobenrsra 101 48 , , , work_sfc3mik6snaw7buodbobenrsra 101 49 0.8985 0.8985 CD work_sfc3mik6snaw7buodbobenrsra 101 50 and and CC work_sfc3mik6snaw7buodbobenrsra 101 51 0.8143 0.8143 CD work_sfc3mik6snaw7buodbobenrsra 101 52 . . . work_sfc3mik6snaw7buodbobenrsra 102 1 The the DT work_sfc3mik6snaw7buodbobenrsra 102 2 confusion confusion NN work_sfc3mik6snaw7buodbobenrsra 102 3 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 102 4 mis mis NN work_sfc3mik6snaw7buodbobenrsra 102 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 102 6 classify classify VB work_sfc3mik6snaw7buodbobenrsra 102 7 almost almost RB work_sfc3mik6snaw7buodbobenrsra 102 8 half half NN work_sfc3mik6snaw7buodbobenrsra 102 9 of of IN work_sfc3mik6snaw7buodbobenrsra 102 10 the the DT work_sfc3mik6snaw7buodbobenrsra 102 11 data data NN work_sfc3mik6snaw7buodbobenrsra 102 12 objects object NNS work_sfc3mik6snaw7buodbobenrsra 102 13 of of IN work_sfc3mik6snaw7buodbobenrsra 102 14 first first JJ work_sfc3mik6snaw7buodbobenrsra 102 15 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 102 16 and and CC work_sfc3mik6snaw7buodbobenrsra 102 17 thus thus RB work_sfc3mik6snaw7buodbobenrsra 102 18 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 102 19 can can MD work_sfc3mik6snaw7buodbobenrsra 102 20 not not RB work_sfc3mik6snaw7buodbobenrsra 102 21 reach reach VB work_sfc3mik6snaw7buodbobenrsra 102 22 the the DT work_sfc3mik6snaw7buodbobenrsra 102 23 value value NN work_sfc3mik6snaw7buodbobenrsra 102 24 indicated indicate VBN work_sfc3mik6snaw7buodbobenrsra 102 25 in in IN work_sfc3mik6snaw7buodbobenrsra 102 26 the the DT work_sfc3mik6snaw7buodbobenrsra 102 27 paper paper NN work_sfc3mik6snaw7buodbobenrsra 102 28 . . . work_sfc3mik6snaw7buodbobenrsra 103 1 In in IN work_sfc3mik6snaw7buodbobenrsra 103 2 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 103 3 to to IN work_sfc3mik6snaw7buodbobenrsra 103 4 the the DT work_sfc3mik6snaw7buodbobenrsra 103 5 above above RB work_sfc3mik6snaw7buodbobenrsra 103 6 stated state VBN work_sfc3mik6snaw7buodbobenrsra 103 7 research research NN work_sfc3mik6snaw7buodbobenrsra 103 8 works work NNS work_sfc3mik6snaw7buodbobenrsra 103 9 , , , work_sfc3mik6snaw7buodbobenrsra 103 10 the the DT work_sfc3mik6snaw7buodbobenrsra 103 11 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 103 12 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 103 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 103 14 see see VB work_sfc3mik6snaw7buodbobenrsra 103 15 Section section NN work_sfc3mik6snaw7buodbobenrsra 103 16 4 4 CD work_sfc3mik6snaw7buodbobenrsra 103 17 for for IN work_sfc3mik6snaw7buodbobenrsra 103 18 details detail NNS work_sfc3mik6snaw7buodbobenrsra 103 19 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 103 20 for for IN work_sfc3mik6snaw7buodbobenrsra 103 21 finding find VBG work_sfc3mik6snaw7buodbobenrsra 103 22 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 103 23 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 103 24 cen- cen- NN work_sfc3mik6snaw7buodbobenrsra 103 25 ters ter NNS work_sfc3mik6snaw7buodbobenrsra 103 26 for for IN work_sfc3mik6snaw7buodbobenrsra 103 27 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 103 28 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 103 29 circumvents circumvent NNS work_sfc3mik6snaw7buodbobenrsra 103 30 both both CC work_sfc3mik6snaw7buodbobenrsra 103 31 the the DT work_sfc3mik6snaw7buodbobenrsra 103 32 drawbacks drawback NNS work_sfc3mik6snaw7buodbobenrsra 103 33 dis- dis- IN work_sfc3mik6snaw7buodbobenrsra 103 34 cussed cuss VBD work_sfc3mik6snaw7buodbobenrsra 103 35 earlier early RBR work_sfc3mik6snaw7buodbobenrsra 103 36 i.e. i.e. FW work_sfc3mik6snaw7buodbobenrsra 104 1 its -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 104 2 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 104 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 104 4 case case NN work_sfc3mik6snaw7buodbobenrsra 104 5 time time NN work_sfc3mik6snaw7buodbobenrsra 104 6 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 104 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 104 8 log log NN work_sfc3mik6snaw7buodbobenrsra 104 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 104 10 linear linear NN work_sfc3mik6snaw7buodbobenrsra 104 11 in in IN work_sfc3mik6snaw7buodbobenrsra 104 12 the the DT work_sfc3mik6snaw7buodbobenrsra 104 13 number number NN work_sfc3mik6snaw7buodbobenrsra 104 14 of of IN work_sfc3mik6snaw7buodbobenrsra 104 15 data datum NNS work_sfc3mik6snaw7buodbobenrsra 104 16 objects object NNS work_sfc3mik6snaw7buodbobenrsra 104 17 and and CC work_sfc3mik6snaw7buodbobenrsra 104 18 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 104 19 provides provide VBZ work_sfc3mik6snaw7buodbobenrsra 104 20 deterministic deterministic JJ work_sfc3mik6snaw7buodbobenrsra 104 21 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 104 22 fixed fixed JJ work_sfc3mik6snaw7buodbobenrsra 104 23 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 104 24 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 104 25 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 104 26 centers center NNS work_sfc3mik6snaw7buodbobenrsra 104 27 . . . work_sfc3mik6snaw7buodbobenrsra 105 1 3 3 LS work_sfc3mik6snaw7buodbobenrsra 105 2 . . . work_sfc3mik6snaw7buodbobenrsra 106 1 K K NNP work_sfc3mik6snaw7buodbobenrsra 106 2 - - HYPH work_sfc3mik6snaw7buodbobenrsra 106 3 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 106 4 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 106 5 for for IN work_sfc3mik6snaw7buodbobenrsra 106 6 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 106 7 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 106 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 106 9 Due due IN work_sfc3mik6snaw7buodbobenrsra 106 10 to to IN work_sfc3mik6snaw7buodbobenrsra 106 11 the the DT work_sfc3mik6snaw7buodbobenrsra 106 12 limitation limitation NN work_sfc3mik6snaw7buodbobenrsra 106 13 of of IN work_sfc3mik6snaw7buodbobenrsra 106 14 the the DT work_sfc3mik6snaw7buodbobenrsra 106 15 dissimilarity dissimilarity NN work_sfc3mik6snaw7buodbobenrsra 106 16 measure measure NN work_sfc3mik6snaw7buodbobenrsra 106 17 used use VBN work_sfc3mik6snaw7buodbobenrsra 106 18 by by IN work_sfc3mik6snaw7buodbobenrsra 106 19 tra- tra- RB work_sfc3mik6snaw7buodbobenrsra 106 20 ditional ditional JJ work_sfc3mik6snaw7buodbobenrsra 106 21 K K NNP work_sfc3mik6snaw7buodbobenrsra 106 22 - - HYPH work_sfc3mik6snaw7buodbobenrsra 106 23 means means NNP work_sfc3mik6snaw7buodbobenrsra 106 24 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 106 25 , , , work_sfc3mik6snaw7buodbobenrsra 106 26 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 106 27 can can MD work_sfc3mik6snaw7buodbobenrsra 106 28 not not RB work_sfc3mik6snaw7buodbobenrsra 106 29 be be VB work_sfc3mik6snaw7buodbobenrsra 106 30 used use VBN work_sfc3mik6snaw7buodbobenrsra 106 31 to to TO work_sfc3mik6snaw7buodbobenrsra 106 32 cluster cluster VB work_sfc3mik6snaw7buodbobenrsra 106 33 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 106 34 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 106 35 . . . work_sfc3mik6snaw7buodbobenrsra 107 1 The the DT work_sfc3mik6snaw7buodbobenrsra 107 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 107 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 107 4 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 107 5 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 107 6 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 107 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 107 8 based base VBN work_sfc3mik6snaw7buodbobenrsra 107 9 on on IN work_sfc3mik6snaw7buodbobenrsra 107 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 107 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 107 12 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 107 13 paradigm paradigm NN work_sfc3mik6snaw7buodbobenrsra 107 14 , , , work_sfc3mik6snaw7buodbobenrsra 107 15 but but CC work_sfc3mik6snaw7buodbobenrsra 107 16 removes remove VBZ work_sfc3mik6snaw7buodbobenrsra 107 17 the the DT work_sfc3mik6snaw7buodbobenrsra 107 18 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 107 19 data datum NNS work_sfc3mik6snaw7buodbobenrsra 107 20 limitation limitation NNP work_sfc3mik6snaw7buodbobenrsra 107 21 whilst whilst IN work_sfc3mik6snaw7buodbobenrsra 107 22 preserv- preserv- NNP work_sfc3mik6snaw7buodbobenrsra 107 23 ing ing NNP work_sfc3mik6snaw7buodbobenrsra 107 24 its -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 107 25 efficiency efficiency NN work_sfc3mik6snaw7buodbobenrsra 107 26 . . . work_sfc3mik6snaw7buodbobenrsra 108 1 The the DT work_sfc3mik6snaw7buodbobenrsra 108 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 108 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 108 4 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 108 5 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 108 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 108 7 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 108 8 , , , work_sfc3mik6snaw7buodbobenrsra 108 9 1998 1998 CD work_sfc3mik6snaw7buodbobenrsra 108 10 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 108 11 extends extend VBZ work_sfc3mik6snaw7buodbobenrsra 108 12 the the DT work_sfc3mik6snaw7buodbobenrsra 108 13 K K NNP work_sfc3mik6snaw7buodbobenrsra 108 14 - - HYPH work_sfc3mik6snaw7buodbobenrsra 108 15 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 108 16 paradigm paradigm NN work_sfc3mik6snaw7buodbobenrsra 108 17 to to TO work_sfc3mik6snaw7buodbobenrsra 108 18 cluster cluster VB work_sfc3mik6snaw7buodbobenrsra 108 19 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 108 20 data datum NNS work_sfc3mik6snaw7buodbobenrsra 108 21 by by IN work_sfc3mik6snaw7buodbobenrsra 108 22 removing remove VBG work_sfc3mik6snaw7buodbobenrsra 108 23 the the DT work_sfc3mik6snaw7buodbobenrsra 108 24 barrier barrier NN work_sfc3mik6snaw7buodbobenrsra 108 25 imposed impose VBN work_sfc3mik6snaw7buodbobenrsra 108 26 by by IN work_sfc3mik6snaw7buodbobenrsra 108 27 K K NNP work_sfc3mik6snaw7buodbobenrsra 108 28 - - HYPH work_sfc3mik6snaw7buodbobenrsra 108 29 means mean NNS work_sfc3mik6snaw7buodbobenrsra 108 30 through through IN work_sfc3mik6snaw7buodbobenrsra 108 31 following follow VBG work_sfc3mik6snaw7buodbobenrsra 108 32 modifications modification NNS work_sfc3mik6snaw7buodbobenrsra 108 33 : : : work_sfc3mik6snaw7buodbobenrsra 108 34 1 1 CD work_sfc3mik6snaw7buodbobenrsra 108 35 . . . work_sfc3mik6snaw7buodbobenrsra 109 1 Using use VBG work_sfc3mik6snaw7buodbobenrsra 109 2 a a DT work_sfc3mik6snaw7buodbobenrsra 109 3 simple simple JJ work_sfc3mik6snaw7buodbobenrsra 109 4 matching matching NN work_sfc3mik6snaw7buodbobenrsra 109 5 dissimilarity dissimilarity NN work_sfc3mik6snaw7buodbobenrsra 109 6 measure measure NN work_sfc3mik6snaw7buodbobenrsra 109 7 or or CC work_sfc3mik6snaw7buodbobenrsra 109 8 the the DT work_sfc3mik6snaw7buodbobenrsra 109 9 Hamming Hamming NNP work_sfc3mik6snaw7buodbobenrsra 109 10 distance distance NN work_sfc3mik6snaw7buodbobenrsra 109 11 for for IN work_sfc3mik6snaw7buodbobenrsra 109 12 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 109 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 109 14 objects object NNS work_sfc3mik6snaw7buodbobenrsra 109 15 . . . work_sfc3mik6snaw7buodbobenrsra 110 1 2 2 LS work_sfc3mik6snaw7buodbobenrsra 110 2 . . . work_sfc3mik6snaw7buodbobenrsra 111 1 Replacing replace VBG work_sfc3mik6snaw7buodbobenrsra 111 2 means mean NNS work_sfc3mik6snaw7buodbobenrsra 111 3 of of IN work_sfc3mik6snaw7buodbobenrsra 111 4 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 111 5 by by IN work_sfc3mik6snaw7buodbobenrsra 111 6 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 111 7 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 111 8 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 111 9 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 111 10 centers center NNS work_sfc3mik6snaw7buodbobenrsra 111 11 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 111 12 . . . work_sfc3mik6snaw7buodbobenrsra 112 1 The the DT work_sfc3mik6snaw7buodbobenrsra 112 2 simple simple JJ work_sfc3mik6snaw7buodbobenrsra 112 3 matching matching NN work_sfc3mik6snaw7buodbobenrsra 112 4 dissimilarity dissimilarity NN work_sfc3mik6snaw7buodbobenrsra 112 5 measure measure NN work_sfc3mik6snaw7buodbobenrsra 112 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 112 7 Hamming ham VBG work_sfc3mik6snaw7buodbobenrsra 112 8 dis- dis- IN work_sfc3mik6snaw7buodbobenrsra 112 9 tance tance NN work_sfc3mik6snaw7buodbobenrsra 112 10 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 112 11 can can MD work_sfc3mik6snaw7buodbobenrsra 112 12 be be VB work_sfc3mik6snaw7buodbobenrsra 112 13 defined define VBN work_sfc3mik6snaw7buodbobenrsra 112 14 as as IN work_sfc3mik6snaw7buodbobenrsra 112 15 following follow VBG work_sfc3mik6snaw7buodbobenrsra 112 16 . . . work_sfc3mik6snaw7buodbobenrsra 113 1 Let let VB work_sfc3mik6snaw7buodbobenrsra 113 2 X x NN work_sfc3mik6snaw7buodbobenrsra 113 3 and and CC work_sfc3mik6snaw7buodbobenrsra 113 4 Y y PRP work_sfc3mik6snaw7buodbobenrsra 113 5 be be VB work_sfc3mik6snaw7buodbobenrsra 113 6 two two CD work_sfc3mik6snaw7buodbobenrsra 113 7 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 113 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 113 9 objects object NNS work_sfc3mik6snaw7buodbobenrsra 113 10 described describe VBN work_sfc3mik6snaw7buodbobenrsra 113 11 by by IN work_sfc3mik6snaw7buodbobenrsra 113 12 m m NNP work_sfc3mik6snaw7buodbobenrsra 113 13 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 113 14 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 113 15 . . . work_sfc3mik6snaw7buodbobenrsra 114 1 The the DT work_sfc3mik6snaw7buodbobenrsra 114 2 dissimilar- dissimilar- NNP work_sfc3mik6snaw7buodbobenrsra 114 3 ity ity NNP work_sfc3mik6snaw7buodbobenrsra 114 4 measure measure NN work_sfc3mik6snaw7buodbobenrsra 114 5 d(X d(X NNP work_sfc3mik6snaw7buodbobenrsra 114 6 , , , work_sfc3mik6snaw7buodbobenrsra 114 7 Y Y NNP work_sfc3mik6snaw7buodbobenrsra 114 8 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 114 9 between between IN work_sfc3mik6snaw7buodbobenrsra 114 10 X X NNP work_sfc3mik6snaw7buodbobenrsra 114 11 and and CC work_sfc3mik6snaw7buodbobenrsra 114 12 Y Y NNP work_sfc3mik6snaw7buodbobenrsra 114 13 can can MD work_sfc3mik6snaw7buodbobenrsra 114 14 be be VB work_sfc3mik6snaw7buodbobenrsra 114 15 defined define VBN work_sfc3mik6snaw7buodbobenrsra 114 16 by by IN work_sfc3mik6snaw7buodbobenrsra 114 17 the the DT work_sfc3mik6snaw7buodbobenrsra 114 18 total total JJ work_sfc3mik6snaw7buodbobenrsra 114 19 mis- mis- NNS work_sfc3mik6snaw7buodbobenrsra 114 20 matches match NNS work_sfc3mik6snaw7buodbobenrsra 114 21 of of IN work_sfc3mik6snaw7buodbobenrsra 114 22 the the DT work_sfc3mik6snaw7buodbobenrsra 114 23 corresponding correspond VBG work_sfc3mik6snaw7buodbobenrsra 114 24 attribute attribute JJ work_sfc3mik6snaw7buodbobenrsra 114 25 categories category NNS work_sfc3mik6snaw7buodbobenrsra 114 26 of of IN work_sfc3mik6snaw7buodbobenrsra 114 27 two two CD work_sfc3mik6snaw7buodbobenrsra 114 28 objects object NNS work_sfc3mik6snaw7buodbobenrsra 114 29 . . . work_sfc3mik6snaw7buodbobenrsra 115 1 Smaller small JJR work_sfc3mik6snaw7buodbobenrsra 115 2 the the DT work_sfc3mik6snaw7buodbobenrsra 115 3 number number NN work_sfc3mik6snaw7buodbobenrsra 115 4 of of IN work_sfc3mik6snaw7buodbobenrsra 115 5 mismatches mismatch NNS work_sfc3mik6snaw7buodbobenrsra 115 6 , , , work_sfc3mik6snaw7buodbobenrsra 115 7 more more RBR work_sfc3mik6snaw7buodbobenrsra 115 8 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 115 9 the the DT work_sfc3mik6snaw7buodbobenrsra 115 10 two two CD work_sfc3mik6snaw7buodbobenrsra 115 11 objects object NNS work_sfc3mik6snaw7buodbobenrsra 115 12 are be VBP work_sfc3mik6snaw7buodbobenrsra 115 13 . . . work_sfc3mik6snaw7buodbobenrsra 116 1 Mathematically mathematically RB work_sfc3mik6snaw7buodbobenrsra 116 2 , , , work_sfc3mik6snaw7buodbobenrsra 116 3 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 116 4 can can MD work_sfc3mik6snaw7buodbobenrsra 116 5 say say VB work_sfc3mik6snaw7buodbobenrsra 116 6 dðX dðX NNP work_sfc3mik6snaw7buodbobenrsra 116 7 ; ; : work_sfc3mik6snaw7buodbobenrsra 116 8 YÞ¼ YÞ¼ NNP work_sfc3mik6snaw7buodbobenrsra 116 9 Xm Xm NNP work_sfc3mik6snaw7buodbobenrsra 116 10 j¼1 j¼1 NNP work_sfc3mik6snaw7buodbobenrsra 116 11 dðxj dðxj NN work_sfc3mik6snaw7buodbobenrsra 116 12 ; ; : work_sfc3mik6snaw7buodbobenrsra 116 13 yjÞ yjÞ NNP work_sfc3mik6snaw7buodbobenrsra 116 14 ð1Þ ð1Þ NNP work_sfc3mik6snaw7buodbobenrsra 116 15 where where WRB work_sfc3mik6snaw7buodbobenrsra 116 16 dðxj dðxj NN work_sfc3mik6snaw7buodbobenrsra 116 17 ; ; : work_sfc3mik6snaw7buodbobenrsra 116 18 yjÞ¼ yjþ¼ NN work_sfc3mik6snaw7buodbobenrsra 116 19 0 0 CD work_sfc3mik6snaw7buodbobenrsra 116 20 ðxj ðxj NNP work_sfc3mik6snaw7buodbobenrsra 116 21 ¼ ¼ FW work_sfc3mik6snaw7buodbobenrsra 116 22 yjÞ yjÞ NNP work_sfc3mik6snaw7buodbobenrsra 116 23 1 1 CD work_sfc3mik6snaw7buodbobenrsra 116 24 ðxj ðxj NN work_sfc3mik6snaw7buodbobenrsra 116 25 – – : work_sfc3mik6snaw7buodbobenrsra 116 26 yjÞ yjÞ NNP work_sfc3mik6snaw7buodbobenrsra 116 27 � � NNP work_sfc3mik6snaw7buodbobenrsra 116 28 , , , work_sfc3mik6snaw7buodbobenrsra 116 29 and and CC work_sfc3mik6snaw7buodbobenrsra 116 30 d(X d(x FW work_sfc3mik6snaw7buodbobenrsra 116 31 , , , work_sfc3mik6snaw7buodbobenrsra 116 32 Y Y NNP work_sfc3mik6snaw7buodbobenrsra 116 33 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 116 34 gives give VBZ work_sfc3mik6snaw7buodbobenrsra 116 35 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 116 36 importance importance NN work_sfc3mik6snaw7buodbobenrsra 116 37 to to IN work_sfc3mik6snaw7buodbobenrsra 116 38 each each DT work_sfc3mik6snaw7buodbobenrsra 116 39 category category NN work_sfc3mik6snaw7buodbobenrsra 116 40 of of IN work_sfc3mik6snaw7buodbobenrsra 116 41 an an DT work_sfc3mik6snaw7buodbobenrsra 116 42 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 116 43 . . . work_sfc3mik6snaw7buodbobenrsra 117 1 Let let VB work_sfc3mik6snaw7buodbobenrsra 117 2 N n CC work_sfc3mik6snaw7buodbobenrsra 117 3 be be VB work_sfc3mik6snaw7buodbobenrsra 117 4 a a DT work_sfc3mik6snaw7buodbobenrsra 117 5 set set NN work_sfc3mik6snaw7buodbobenrsra 117 6 of of IN work_sfc3mik6snaw7buodbobenrsra 117 7 n n JJ work_sfc3mik6snaw7buodbobenrsra 117 8 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 117 9 data datum NNS work_sfc3mik6snaw7buodbobenrsra 117 10 objects object NNS work_sfc3mik6snaw7buodbobenrsra 117 11 described describe VBN work_sfc3mik6snaw7buodbobenrsra 117 12 by by IN work_sfc3mik6snaw7buodbobenrsra 117 13 m m NNP work_sfc3mik6snaw7buodbobenrsra 117 14 cat- cat- NN work_sfc3mik6snaw7buodbobenrsra 117 15 egorical egorical JJ work_sfc3mik6snaw7buodbobenrsra 117 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 117 17 , , , work_sfc3mik6snaw7buodbobenrsra 117 18 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 117 19 , , , work_sfc3mik6snaw7buodbobenrsra 117 20 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 117 21 , , , work_sfc3mik6snaw7buodbobenrsra 117 22 . . . work_sfc3mik6snaw7buodbobenrsra 118 1 . . . work_sfc3mik6snaw7buodbobenrsra 119 1 . . . work_sfc3mik6snaw7buodbobenrsra 120 1 , , , work_sfc3mik6snaw7buodbobenrsra 120 2 Mm Mm NNP work_sfc3mik6snaw7buodbobenrsra 120 3 . . . work_sfc3mik6snaw7buodbobenrsra 121 1 When when WRB work_sfc3mik6snaw7buodbobenrsra 121 2 the the DT work_sfc3mik6snaw7buodbobenrsra 121 3 distance distance NN work_sfc3mik6snaw7buodbobenrsra 121 4 function function NN work_sfc3mik6snaw7buodbobenrsra 121 5 de- de- RB work_sfc3mik6snaw7buodbobenrsra 121 6 fined fine VBN work_sfc3mik6snaw7buodbobenrsra 121 7 in in IN work_sfc3mik6snaw7buodbobenrsra 121 8 Eq Eq NNP work_sfc3mik6snaw7buodbobenrsra 121 9 . . . work_sfc3mik6snaw7buodbobenrsra 122 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 122 2 1 1 LS work_sfc3mik6snaw7buodbobenrsra 122 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 122 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 122 5 used use VBN work_sfc3mik6snaw7buodbobenrsra 122 6 as as IN work_sfc3mik6snaw7buodbobenrsra 122 7 the the DT work_sfc3mik6snaw7buodbobenrsra 122 8 dissimilarity dissimilarity NN work_sfc3mik6snaw7buodbobenrsra 122 9 measure measure NN work_sfc3mik6snaw7buodbobenrsra 122 10 for for IN work_sfc3mik6snaw7buodbobenrsra 122 11 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 122 12 data datum NNS work_sfc3mik6snaw7buodbobenrsra 122 13 objects object NNS work_sfc3mik6snaw7buodbobenrsra 122 14 , , , work_sfc3mik6snaw7buodbobenrsra 122 15 the the DT work_sfc3mik6snaw7buodbobenrsra 122 16 cost cost NN work_sfc3mik6snaw7buodbobenrsra 122 17 function function NN work_sfc3mik6snaw7buodbobenrsra 122 18 becomes become VBZ work_sfc3mik6snaw7buodbobenrsra 122 19 CðQÞ¼ CðQÞ¼ NNP work_sfc3mik6snaw7buodbobenrsra 122 20 Xn Xn NNP work_sfc3mik6snaw7buodbobenrsra 122 21 i¼1 i¼1 PRP work_sfc3mik6snaw7buodbobenrsra 122 22 dðNi dðni XX work_sfc3mik6snaw7buodbobenrsra 122 23 ; ; : work_sfc3mik6snaw7buodbobenrsra 122 24 Q Q NNP work_sfc3mik6snaw7buodbobenrsra 122 25 iÞ iÞ NNP work_sfc3mik6snaw7buodbobenrsra 122 26 ð2Þ ð2þ NN work_sfc3mik6snaw7buodbobenrsra 122 27 where where WRB work_sfc3mik6snaw7buodbobenrsra 122 28 Ni Ni NNP work_sfc3mik6snaw7buodbobenrsra 122 29 is be VBZ work_sfc3mik6snaw7buodbobenrsra 122 30 the the DT work_sfc3mik6snaw7buodbobenrsra 122 31 ith ith NNP work_sfc3mik6snaw7buodbobenrsra 122 32 element element NN work_sfc3mik6snaw7buodbobenrsra 122 33 and and CC work_sfc3mik6snaw7buodbobenrsra 122 34 Qi Qi NNP work_sfc3mik6snaw7buodbobenrsra 122 35 is be VBZ work_sfc3mik6snaw7buodbobenrsra 122 36 the the DT work_sfc3mik6snaw7buodbobenrsra 122 37 nearest near JJS work_sfc3mik6snaw7buodbobenrsra 122 38 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 122 39 center center NN work_sfc3mik6snaw7buodbobenrsra 122 40 of of IN work_sfc3mik6snaw7buodbobenrsra 122 41 Ni Ni NNP work_sfc3mik6snaw7buodbobenrsra 122 42 . . . work_sfc3mik6snaw7buodbobenrsra 123 1 The the DT work_sfc3mik6snaw7buodbobenrsra 123 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 123 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 123 4 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 123 5 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 123 6 minimizes minimize VBZ work_sfc3mik6snaw7buodbobenrsra 123 7 the the DT work_sfc3mik6snaw7buodbobenrsra 123 8 cost cost NN work_sfc3mik6snaw7buodbobenrsra 123 9 function function NN work_sfc3mik6snaw7buodbobenrsra 123 10 defined define VBN work_sfc3mik6snaw7buodbobenrsra 123 11 in in IN work_sfc3mik6snaw7buodbobenrsra 123 12 Eq Eq NNP work_sfc3mik6snaw7buodbobenrsra 123 13 . . . work_sfc3mik6snaw7buodbobenrsra 124 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 124 2 2 2 CD work_sfc3mik6snaw7buodbobenrsra 124 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 124 4 . . . work_sfc3mik6snaw7buodbobenrsra 125 1 The the DT work_sfc3mik6snaw7buodbobenrsra 125 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 125 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 125 4 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 125 5 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 125 6 assumes assume VBZ work_sfc3mik6snaw7buodbobenrsra 125 7 that that IN work_sfc3mik6snaw7buodbobenrsra 125 8 the the DT work_sfc3mik6snaw7buodbobenrsra 125 9 knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 125 10 of of IN work_sfc3mik6snaw7buodbobenrsra 125 11 number number NN work_sfc3mik6snaw7buodbobenrsra 125 12 of of IN work_sfc3mik6snaw7buodbobenrsra 125 13 natural natural JJ work_sfc3mik6snaw7buodbobenrsra 125 14 grouping grouping NN work_sfc3mik6snaw7buodbobenrsra 125 15 of of IN work_sfc3mik6snaw7buodbobenrsra 125 16 data datum NNS work_sfc3mik6snaw7buodbobenrsra 125 17 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 125 18 i.e. i.e. FW work_sfc3mik6snaw7buodbobenrsra 126 1 K K NNP work_sfc3mik6snaw7buodbobenrsra 126 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 126 3 is be VBZ work_sfc3mik6snaw7buodbobenrsra 126 4 available available JJ work_sfc3mik6snaw7buodbobenrsra 126 5 and and CC work_sfc3mik6snaw7buodbobenrsra 126 6 consists consist VBZ work_sfc3mik6snaw7buodbobenrsra 126 7 of of IN work_sfc3mik6snaw7buodbobenrsra 126 8 the the DT work_sfc3mik6snaw7buodbobenrsra 126 9 following follow VBG work_sfc3mik6snaw7buodbobenrsra 126 10 steps step NNS work_sfc3mik6snaw7buodbobenrsra 126 11 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 126 12 taken take VBN work_sfc3mik6snaw7buodbobenrsra 126 13 from from IN work_sfc3mik6snaw7buodbobenrsra 126 14 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 126 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 126 16 1997 1997 CD work_sfc3mik6snaw7buodbobenrsra 126 17 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 126 18 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 126 19 : : : work_sfc3mik6snaw7buodbobenrsra 126 20 1 1 LS work_sfc3mik6snaw7buodbobenrsra 126 21 . . . work_sfc3mik6snaw7buodbobenrsra 127 1 Select select JJ work_sfc3mik6snaw7buodbobenrsra 127 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 127 3 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 127 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 127 5 centers center NNS work_sfc3mik6snaw7buodbobenrsra 127 6 , , , work_sfc3mik6snaw7buodbobenrsra 127 7 one one CD work_sfc3mik6snaw7buodbobenrsra 127 8 for for IN work_sfc3mik6snaw7buodbobenrsra 127 9 each each DT work_sfc3mik6snaw7buodbobenrsra 127 10 of of IN work_sfc3mik6snaw7buodbobenrsra 127 11 the the DT work_sfc3mik6snaw7buodbobenrsra 127 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 127 13 . . . work_sfc3mik6snaw7buodbobenrsra 128 1 2 2 LS work_sfc3mik6snaw7buodbobenrsra 128 2 . . . work_sfc3mik6snaw7buodbobenrsra 129 1 Allocate allocate JJ work_sfc3mik6snaw7buodbobenrsra 129 2 data data NN work_sfc3mik6snaw7buodbobenrsra 129 3 objects object NNS work_sfc3mik6snaw7buodbobenrsra 129 4 to to IN work_sfc3mik6snaw7buodbobenrsra 129 5 the the DT work_sfc3mik6snaw7buodbobenrsra 129 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 129 7 whose whose WP$ work_sfc3mik6snaw7buodbobenrsra 129 8 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 129 9 center center NN work_sfc3mik6snaw7buodbobenrsra 129 10 is be VBZ work_sfc3mik6snaw7buodbobenrsra 129 11 near- near- RB work_sfc3mik6snaw7buodbobenrsra 129 12 est est NNP work_sfc3mik6snaw7buodbobenrsra 129 13 to to IN work_sfc3mik6snaw7buodbobenrsra 129 14 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 129 15 according accord VBG work_sfc3mik6snaw7buodbobenrsra 129 16 to to IN work_sfc3mik6snaw7buodbobenrsra 129 17 Eq Eq NNP work_sfc3mik6snaw7buodbobenrsra 129 18 . . . work_sfc3mik6snaw7buodbobenrsra 130 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 130 2 2 2 CD work_sfc3mik6snaw7buodbobenrsra 130 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 130 4 . . . work_sfc3mik6snaw7buodbobenrsra 131 1 Update update VB work_sfc3mik6snaw7buodbobenrsra 131 2 the the DT work_sfc3mik6snaw7buodbobenrsra 131 3 K k NN work_sfc3mik6snaw7buodbobenrsra 131 4 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 131 5 based base VBN work_sfc3mik6snaw7buodbobenrsra 131 6 on on IN work_sfc3mik6snaw7buodbobenrsra 131 7 allo- allo- NNP work_sfc3mik6snaw7buodbobenrsra 131 8 cation cation NNP work_sfc3mik6snaw7buodbobenrsra 131 9 of of IN work_sfc3mik6snaw7buodbobenrsra 131 10 data data NNP work_sfc3mik6snaw7buodbobenrsra 131 11 objects object NNS work_sfc3mik6snaw7buodbobenrsra 131 12 and and CC work_sfc3mik6snaw7buodbobenrsra 131 13 compute compute VB work_sfc3mik6snaw7buodbobenrsra 131 14 K K NNP work_sfc3mik6snaw7buodbobenrsra 131 15 new new JJ work_sfc3mik6snaw7buodbobenrsra 131 16 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 131 17 of of IN work_sfc3mik6snaw7buodbobenrsra 131 18 all all DT work_sfc3mik6snaw7buodbobenrsra 131 19 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 131 20 . . . work_sfc3mik6snaw7buodbobenrsra 132 1 3 3 LS work_sfc3mik6snaw7buodbobenrsra 132 2 . . . work_sfc3mik6snaw7buodbobenrsra 133 1 Retest retest VB work_sfc3mik6snaw7buodbobenrsra 133 2 the the DT work_sfc3mik6snaw7buodbobenrsra 133 3 dissimilarity dissimilarity NN work_sfc3mik6snaw7buodbobenrsra 133 4 of of IN work_sfc3mik6snaw7buodbobenrsra 133 5 objects object NNS work_sfc3mik6snaw7buodbobenrsra 133 6 against against IN work_sfc3mik6snaw7buodbobenrsra 133 7 the the DT work_sfc3mik6snaw7buodbobenrsra 133 8 current current JJ work_sfc3mik6snaw7buodbobenrsra 133 9 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 133 10 . . . work_sfc3mik6snaw7buodbobenrsra 134 1 If if IN work_sfc3mik6snaw7buodbobenrsra 134 2 an an DT work_sfc3mik6snaw7buodbobenrsra 134 3 object object NN work_sfc3mik6snaw7buodbobenrsra 134 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 134 5 found find VBN work_sfc3mik6snaw7buodbobenrsra 134 6 such such JJ work_sfc3mik6snaw7buodbobenrsra 134 7 that that IN work_sfc3mik6snaw7buodbobenrsra 134 8 its -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 134 9 nearest near JJS work_sfc3mik6snaw7buodbobenrsra 134 10 mode mode NN work_sfc3mik6snaw7buodbobenrsra 134 11 belongs belong VBZ work_sfc3mik6snaw7buodbobenrsra 134 12 to to IN work_sfc3mik6snaw7buodbobenrsra 134 13 another another DT work_sfc3mik6snaw7buodbobenrsra 134 14 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 134 15 rather rather RB work_sfc3mik6snaw7buodbobenrsra 134 16 than than IN work_sfc3mik6snaw7buodbobenrsra 134 17 its -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 134 18 current current JJ work_sfc3mik6snaw7buodbobenrsra 134 19 one one NN work_sfc3mik6snaw7buodbobenrsra 134 20 , , , work_sfc3mik6snaw7buodbobenrsra 134 21 reallocate reallocate VB work_sfc3mik6snaw7buodbobenrsra 134 22 the the DT work_sfc3mik6snaw7buodbobenrsra 134 23 object object NN work_sfc3mik6snaw7buodbobenrsra 134 24 to to IN work_sfc3mik6snaw7buodbobenrsra 134 25 that that DT work_sfc3mik6snaw7buodbobenrsra 134 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 134 27 and and CC work_sfc3mik6snaw7buodbobenrsra 134 28 update update VB work_sfc3mik6snaw7buodbobenrsra 134 29 the the DT work_sfc3mik6snaw7buodbobenrsra 134 30 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 134 31 of of IN work_sfc3mik6snaw7buodbobenrsra 134 32 both both DT work_sfc3mik6snaw7buodbobenrsra 134 33 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 134 34 . . . work_sfc3mik6snaw7buodbobenrsra 135 1 4 4 LS work_sfc3mik6snaw7buodbobenrsra 135 2 . . . work_sfc3mik6snaw7buodbobenrsra 136 1 Repeat repeat NN work_sfc3mik6snaw7buodbobenrsra 136 2 step step NN work_sfc3mik6snaw7buodbobenrsra 136 3 3 3 CD work_sfc3mik6snaw7buodbobenrsra 136 4 until until IN work_sfc3mik6snaw7buodbobenrsra 136 5 no no DT work_sfc3mik6snaw7buodbobenrsra 136 6 data datum NNS work_sfc3mik6snaw7buodbobenrsra 136 7 object object NN work_sfc3mik6snaw7buodbobenrsra 136 8 has have VBZ work_sfc3mik6snaw7buodbobenrsra 136 9 changed change VBN work_sfc3mik6snaw7buodbobenrsra 136 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 136 11 membership membership NN work_sfc3mik6snaw7buodbobenrsra 136 12 . . . work_sfc3mik6snaw7buodbobenrsra 137 1 4 4 LS work_sfc3mik6snaw7buodbobenrsra 137 2 . . . work_sfc3mik6snaw7buodbobenrsra 138 1 Proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 138 2 approach approach NN work_sfc3mik6snaw7buodbobenrsra 138 3 for for IN work_sfc3mik6snaw7buodbobenrsra 138 4 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 138 5 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 138 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 138 7 centers center NNS work_sfc3mik6snaw7buodbobenrsra 138 8 using use VBG work_sfc3mik6snaw7buodbobenrsra 138 9 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 138 10 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 138 11 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 138 12 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 138 13 and and CC work_sfc3mik6snaw7buodbobenrsra 138 14 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 138 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 138 16 2004 2004 CD work_sfc3mik6snaw7buodbobenrsra 138 17 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 138 18 show show VBP work_sfc3mik6snaw7buodbobenrsra 138 19 that that IN work_sfc3mik6snaw7buodbobenrsra 138 20 for for IN work_sfc3mik6snaw7buodbobenrsra 138 21 partitional partitional JJ work_sfc3mik6snaw7buodbobenrsra 138 22 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 138 23 algorithms algorithm NNS work_sfc3mik6snaw7buodbobenrsra 138 24 , , , work_sfc3mik6snaw7buodbobenrsra 138 25 such such JJ work_sfc3mik6snaw7buodbobenrsra 138 26 as as IN work_sfc3mik6snaw7buodbobenrsra 138 27 K K NNP work_sfc3mik6snaw7buodbobenrsra 138 28 - - HYPH work_sfc3mik6snaw7buodbobenrsra 138 29 Means Means NNPS work_sfc3mik6snaw7buodbobenrsra 138 30 , , , work_sfc3mik6snaw7buodbobenrsra 138 31 � � . work_sfc3mik6snaw7buodbobenrsra 138 32 Some some DT work_sfc3mik6snaw7buodbobenrsra 138 33 of of IN work_sfc3mik6snaw7buodbobenrsra 138 34 the the DT work_sfc3mik6snaw7buodbobenrsra 138 35 data data NN work_sfc3mik6snaw7buodbobenrsra 138 36 objects object NNS work_sfc3mik6snaw7buodbobenrsra 138 37 are be VBP work_sfc3mik6snaw7buodbobenrsra 138 38 very very RB work_sfc3mik6snaw7buodbobenrsra 138 39 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 138 40 to to IN work_sfc3mik6snaw7buodbobenrsra 138 41 each each DT work_sfc3mik6snaw7buodbobenrsra 138 42 other other JJ work_sfc3mik6snaw7buodbobenrsra 138 43 , , , work_sfc3mik6snaw7buodbobenrsra 138 44 that that DT work_sfc3mik6snaw7buodbobenrsra 138 45 is be VBZ work_sfc3mik6snaw7buodbobenrsra 138 46 why why WRB work_sfc3mik6snaw7buodbobenrsra 138 47 they -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 138 48 share share VBP work_sfc3mik6snaw7buodbobenrsra 138 49 same same JJ work_sfc3mik6snaw7buodbobenrsra 138 50 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 138 51 membership membership NN work_sfc3mik6snaw7buodbobenrsra 138 52 irrespective irrespective RB work_sfc3mik6snaw7buodbobenrsra 138 53 of of IN work_sfc3mik6snaw7buodbobenrsra 138 54 the the DT work_sfc3mik6snaw7buodbobenrsra 138 55 choice choice NN work_sfc3mik6snaw7buodbobenrsra 138 56 of of IN work_sfc3mik6snaw7buodbobenrsra 138 57 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 138 58 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 138 59 centers center NNS work_sfc3mik6snaw7buodbobenrsra 138 60 , , , work_sfc3mik6snaw7buodbobenrsra 138 61 and and CC work_sfc3mik6snaw7buodbobenrsra 138 62 � � NNP work_sfc3mik6snaw7buodbobenrsra 138 63 An an DT work_sfc3mik6snaw7buodbobenrsra 138 64 individual individual JJ work_sfc3mik6snaw7buodbobenrsra 138 65 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 138 66 may may MD work_sfc3mik6snaw7buodbobenrsra 138 67 also also RB work_sfc3mik6snaw7buodbobenrsra 138 68 provide provide VB work_sfc3mik6snaw7buodbobenrsra 138 69 some some DT work_sfc3mik6snaw7buodbobenrsra 138 70 information information NN work_sfc3mik6snaw7buodbobenrsra 138 71 about about IN work_sfc3mik6snaw7buodbobenrsra 138 72 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 138 73 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 138 74 centers center NNS work_sfc3mik6snaw7buodbobenrsra 138 75 He -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 138 76 , , , work_sfc3mik6snaw7buodbobenrsra 138 77 Xu Xu NNP work_sfc3mik6snaw7buodbobenrsra 138 78 , , , work_sfc3mik6snaw7buodbobenrsra 138 79 and and CC work_sfc3mik6snaw7buodbobenrsra 138 80 Deng Deng NNP work_sfc3mik6snaw7buodbobenrsra 138 81 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 138 82 2005 2005 CD work_sfc3mik6snaw7buodbobenrsra 138 83 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 138 84 present present VBP work_sfc3mik6snaw7buodbobenrsra 138 85 a a DT work_sfc3mik6snaw7buodbobenrsra 138 86 unified unified JJ work_sfc3mik6snaw7buodbobenrsra 138 87 view view NN work_sfc3mik6snaw7buodbobenrsra 138 88 on on IN work_sfc3mik6snaw7buodbobenrsra 138 89 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 138 90 data datum NNS work_sfc3mik6snaw7buodbobenrsra 138 91 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 138 92 and and CC work_sfc3mik6snaw7buodbobenrsra 138 93 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 138 94 ensemble ensemble JJ work_sfc3mik6snaw7buodbobenrsra 138 95 for for IN work_sfc3mik6snaw7buodbobenrsra 138 96 the the DT work_sfc3mik6snaw7buodbobenrsra 138 97 creation creation NN work_sfc3mik6snaw7buodbobenrsra 138 98 of of IN work_sfc3mik6snaw7buodbobenrsra 138 99 new new JJ work_sfc3mik6snaw7buodbobenrsra 138 100 clus- clus- NNP work_sfc3mik6snaw7buodbobenrsra 138 101 tering tere VBG work_sfc3mik6snaw7buodbobenrsra 138 102 algorithms algorithm NNS work_sfc3mik6snaw7buodbobenrsra 138 103 for for IN work_sfc3mik6snaw7buodbobenrsra 138 104 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 138 105 data datum NNS work_sfc3mik6snaw7buodbobenrsra 138 106 . . . work_sfc3mik6snaw7buodbobenrsra 139 1 Their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 139 2 intuition intuition NN work_sfc3mik6snaw7buodbobenrsra 139 3 is be VBZ work_sfc3mik6snaw7buodbobenrsra 139 4 that that IN work_sfc3mik6snaw7buodbobenrsra 139 5 the the DT work_sfc3mik6snaw7buodbobenrsra 139 6 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 139 7 present present JJ work_sfc3mik6snaw7buodbobenrsra 139 8 in in IN work_sfc3mik6snaw7buodbobenrsra 139 9 a a DT work_sfc3mik6snaw7buodbobenrsra 139 10 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 139 11 data datum NNS work_sfc3mik6snaw7buodbobenrsra 139 12 contribute contribute VBP work_sfc3mik6snaw7buodbobenrsra 139 13 to to IN work_sfc3mik6snaw7buodbobenrsra 139 14 the the DT work_sfc3mik6snaw7buodbobenrsra 139 15 final final JJ work_sfc3mik6snaw7buodbobenrsra 139 16 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 139 17 structure structure NN work_sfc3mik6snaw7buodbobenrsra 139 18 . . . work_sfc3mik6snaw7buodbobenrsra 140 1 They -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 140 2 consider consider VBP work_sfc3mik6snaw7buodbobenrsra 140 3 the the DT work_sfc3mik6snaw7buodbobenrsra 140 4 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 140 5 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 140 6 values value NNS work_sfc3mik6snaw7buodbobenrsra 140 7 of of IN work_sfc3mik6snaw7buodbobenrsra 140 8 an an DT work_sfc3mik6snaw7buodbobenrsra 140 9 7446 7446 CD work_sfc3mik6snaw7buodbobenrsra 140 10 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 140 11 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 140 12 , , , work_sfc3mik6snaw7buodbobenrsra 140 13 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 140 14 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 140 15 / / SYM work_sfc3mik6snaw7buodbobenrsra 140 16 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 140 17 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 140 18 with with IN work_sfc3mik6snaw7buodbobenrsra 140 19 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 140 20 40 40 CD work_sfc3mik6snaw7buodbobenrsra 140 21 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 140 22 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 140 23 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 140 24 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 140 25 Author author NN work_sfc3mik6snaw7buodbobenrsra 140 26 's 's POS work_sfc3mik6snaw7buodbobenrsra 140 27 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 140 28 copy copy NN work_sfc3mik6snaw7buodbobenrsra 140 29 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 140 30 as as IN work_sfc3mik6snaw7buodbobenrsra 140 31 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 140 32 labels label NNS work_sfc3mik6snaw7buodbobenrsra 140 33 giving give VBG work_sfc3mik6snaw7buodbobenrsra 140 34 ‘ ' `` work_sfc3mik6snaw7buodbobenrsra 140 35 ‘ ' `` work_sfc3mik6snaw7buodbobenrsra 140 36 best good JJS work_sfc3mik6snaw7buodbobenrsra 140 37 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 140 38 ’ ' '' work_sfc3mik6snaw7buodbobenrsra 140 39 ’ ' '' work_sfc3mik6snaw7buodbobenrsra 140 40 without without IN work_sfc3mik6snaw7buodbobenrsra 140 41 consid- consid- NN work_sfc3mik6snaw7buodbobenrsra 140 42 ering ere VBG work_sfc3mik6snaw7buodbobenrsra 140 43 other other JJ work_sfc3mik6snaw7buodbobenrsra 140 44 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 140 45 and and CC work_sfc3mik6snaw7buodbobenrsra 140 46 create create VB work_sfc3mik6snaw7buodbobenrsra 140 47 a a DT work_sfc3mik6snaw7buodbobenrsra 140 48 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 140 49 ensemble ensemble NN work_sfc3mik6snaw7buodbobenrsra 140 50 . . . work_sfc3mik6snaw7buodbobenrsra 141 1 Müller Müller NNP work_sfc3mik6snaw7buodbobenrsra 141 2 , , , work_sfc3mik6snaw7buodbobenrsra 141 3 Günnemann Günnemann NNP work_sfc3mik6snaw7buodbobenrsra 141 4 , , , work_sfc3mik6snaw7buodbobenrsra 141 5 Färber Färber NNP work_sfc3mik6snaw7buodbobenrsra 141 6 , , , work_sfc3mik6snaw7buodbobenrsra 141 7 and and CC work_sfc3mik6snaw7buodbobenrsra 141 8 Seidl Seidl NNP work_sfc3mik6snaw7buodbobenrsra 141 9 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 141 10 2010 2010 CD work_sfc3mik6snaw7buodbobenrsra 141 11 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 141 12 defines define VBZ work_sfc3mik6snaw7buodbobenrsra 141 13 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 141 14 clusterings clustering NNS work_sfc3mik6snaw7buodbobenrsra 141 15 as as IN work_sfc3mik6snaw7buodbobenrsra 141 16 setting set VBG work_sfc3mik6snaw7buodbobenrsra 141 17 up up RP work_sfc3mik6snaw7buodbobenrsra 141 18 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 141 19 set set NN work_sfc3mik6snaw7buodbobenrsra 141 20 of of IN work_sfc3mik6snaw7buodbobenrsra 141 21 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 141 22 for for IN work_sfc3mik6snaw7buodbobenrsra 141 23 every every DT work_sfc3mik6snaw7buodbobenrsra 141 24 data data NN work_sfc3mik6snaw7buodbobenrsra 141 25 object object NN work_sfc3mik6snaw7buodbobenrsra 141 26 in in IN work_sfc3mik6snaw7buodbobenrsra 141 27 a a DT work_sfc3mik6snaw7buodbobenrsra 141 28 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 141 29 with with IN work_sfc3mik6snaw7buodbobenrsra 141 30 respect respect NN work_sfc3mik6snaw7buodbobenrsra 141 31 to to IN work_sfc3mik6snaw7buodbobenrsra 141 32 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 141 33 views view NNS work_sfc3mik6snaw7buodbobenrsra 141 34 on on IN work_sfc3mik6snaw7buodbobenrsra 141 35 the the DT work_sfc3mik6snaw7buodbobenrsra 141 36 data datum NNS work_sfc3mik6snaw7buodbobenrsra 141 37 . . . work_sfc3mik6snaw7buodbobenrsra 142 1 The the DT work_sfc3mik6snaw7buodbobenrsra 142 2 basic basic JJ work_sfc3mik6snaw7buodbobenrsra 142 3 objective objective NN work_sfc3mik6snaw7buodbobenrsra 142 4 of of IN work_sfc3mik6snaw7buodbobenrsra 142 5 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 142 6 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 142 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 142 8 to to TO work_sfc3mik6snaw7buodbobenrsra 142 9 represent represent VB work_sfc3mik6snaw7buodbobenrsra 142 10 different different JJ work_sfc3mik6snaw7buodbobenrsra 142 11 perspectives perspective NNS work_sfc3mik6snaw7buodbobenrsra 142 12 on on IN work_sfc3mik6snaw7buodbobenrsra 142 13 the the DT work_sfc3mik6snaw7buodbobenrsra 142 14 data datum NNS work_sfc3mik6snaw7buodbobenrsra 142 15 and and CC work_sfc3mik6snaw7buodbobenrsra 142 16 utilize utilize VB work_sfc3mik6snaw7buodbobenrsra 142 17 the the DT work_sfc3mik6snaw7buodbobenrsra 142 18 variation variation NN work_sfc3mik6snaw7buodbobenrsra 142 19 among among IN work_sfc3mik6snaw7buodbobenrsra 142 20 the the DT work_sfc3mik6snaw7buodbobenrsra 142 21 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 142 22 results result NNS work_sfc3mik6snaw7buodbobenrsra 142 23 to to TO work_sfc3mik6snaw7buodbobenrsra 142 24 gain gain VB work_sfc3mik6snaw7buodbobenrsra 142 25 additional additional JJ work_sfc3mik6snaw7buodbobenrsra 142 26 knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 142 27 about about IN work_sfc3mik6snaw7buodbobenrsra 142 28 the the DT work_sfc3mik6snaw7buodbobenrsra 142 29 structure structure NN work_sfc3mik6snaw7buodbobenrsra 142 30 in in IN work_sfc3mik6snaw7buodbobenrsra 142 31 the the DT work_sfc3mik6snaw7buodbobenrsra 142 32 data datum NNS work_sfc3mik6snaw7buodbobenrsra 142 33 . . . work_sfc3mik6snaw7buodbobenrsra 143 1 They -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 143 2 discuss discuss VBP work_sfc3mik6snaw7buodbobenrsra 143 3 several several JJ work_sfc3mik6snaw7buodbobenrsra 143 4 challenges challenge NNS work_sfc3mik6snaw7buodbobenrsra 143 5 that that WDT work_sfc3mik6snaw7buodbobenrsra 143 6 arise arise VBP work_sfc3mik6snaw7buodbobenrsra 143 7 due due IN work_sfc3mik6snaw7buodbobenrsra 143 8 to to IN work_sfc3mik6snaw7buodbobenrsra 143 9 multi- multi- NNP work_sfc3mik6snaw7buodbobenrsra 143 10 ple ple NN work_sfc3mik6snaw7buodbobenrsra 143 11 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 143 12 of of IN work_sfc3mik6snaw7buodbobenrsra 143 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 143 14 and and CC work_sfc3mik6snaw7buodbobenrsra 143 15 merging merging NN work_sfc3mik6snaw7buodbobenrsra 143 16 of of IN work_sfc3mik6snaw7buodbobenrsra 143 17 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 143 18 results result NNS work_sfc3mik6snaw7buodbobenrsra 143 19 . . . work_sfc3mik6snaw7buodbobenrsra 144 1 One one CD work_sfc3mik6snaw7buodbobenrsra 144 2 of of IN work_sfc3mik6snaw7buodbobenrsra 144 3 the the DT work_sfc3mik6snaw7buodbobenrsra 144 4 major major JJ work_sfc3mik6snaw7buodbobenrsra 144 5 challenges challenge NNS work_sfc3mik6snaw7buodbobenrsra 144 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 144 7 related relate VBN work_sfc3mik6snaw7buodbobenrsra 144 8 to to IN work_sfc3mik6snaw7buodbobenrsra 144 9 the the DT work_sfc3mik6snaw7buodbobenrsra 144 10 detection detection NN work_sfc3mik6snaw7buodbobenrsra 144 11 of of IN work_sfc3mik6snaw7buodbobenrsra 144 12 different different JJ work_sfc3mik6snaw7buodbobenrsra 144 13 clusterings clustering NNS work_sfc3mik6snaw7buodbobenrsra 144 14 re- re- RB work_sfc3mik6snaw7buodbobenrsra 144 15 vealed veale VBN work_sfc3mik6snaw7buodbobenrsra 144 16 by by IN work_sfc3mik6snaw7buodbobenrsra 144 17 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 144 18 views view NNS work_sfc3mik6snaw7buodbobenrsra 144 19 on on IN work_sfc3mik6snaw7buodbobenrsra 144 20 the the DT work_sfc3mik6snaw7buodbobenrsra 144 21 data datum NNS work_sfc3mik6snaw7buodbobenrsra 144 22 . . . work_sfc3mik6snaw7buodbobenrsra 145 1 This this DT work_sfc3mik6snaw7buodbobenrsra 145 2 problem problem NN work_sfc3mik6snaw7buodbobenrsra 145 3 of of IN work_sfc3mik6snaw7buodbobenrsra 145 4 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 145 5 views view NNS work_sfc3mik6snaw7buodbobenrsra 145 6 has have VBZ work_sfc3mik6snaw7buodbobenrsra 145 7 been be VBN work_sfc3mik6snaw7buodbobenrsra 145 8 studied study VBN work_sfc3mik6snaw7buodbobenrsra 145 9 in in IN work_sfc3mik6snaw7buodbobenrsra 145 10 the the DT work_sfc3mik6snaw7buodbobenrsra 145 11 original original JJ work_sfc3mik6snaw7buodbobenrsra 145 12 data data NN work_sfc3mik6snaw7buodbobenrsra 145 13 space space NN work_sfc3mik6snaw7buodbobenrsra 145 14 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 145 15 Caruana Caruana NNP work_sfc3mik6snaw7buodbobenrsra 145 16 , , , work_sfc3mik6snaw7buodbobenrsra 145 17 Elha- Elha- NNP work_sfc3mik6snaw7buodbobenrsra 145 18 wary wary NNP work_sfc3mik6snaw7buodbobenrsra 145 19 , , , work_sfc3mik6snaw7buodbobenrsra 145 20 Nguyen Nguyen NNP work_sfc3mik6snaw7buodbobenrsra 145 21 , , , work_sfc3mik6snaw7buodbobenrsra 145 22 & & CC work_sfc3mik6snaw7buodbobenrsra 145 23 Smith Smith NNP work_sfc3mik6snaw7buodbobenrsra 145 24 , , , work_sfc3mik6snaw7buodbobenrsra 145 25 2006 2006 CD work_sfc3mik6snaw7buodbobenrsra 145 26 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 145 27 , , , work_sfc3mik6snaw7buodbobenrsra 145 28 orthogonal orthogonal JJ work_sfc3mik6snaw7buodbobenrsra 145 29 space space NN work_sfc3mik6snaw7buodbobenrsra 145 30 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 145 31 Davidson Davidson NNP work_sfc3mik6snaw7buodbobenrsra 145 32 & & CC work_sfc3mik6snaw7buodbobenrsra 145 33 Qi Qi NNP work_sfc3mik6snaw7buodbobenrsra 145 34 , , , work_sfc3mik6snaw7buodbobenrsra 145 35 2008 2008 CD work_sfc3mik6snaw7buodbobenrsra 145 36 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 145 37 and and CC work_sfc3mik6snaw7buodbobenrsra 145 38 subspace subspace VB work_sfc3mik6snaw7buodbobenrsra 145 39 projections projection NNS work_sfc3mik6snaw7buodbobenrsra 145 40 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 145 41 Agrawal Agrawal NNP work_sfc3mik6snaw7buodbobenrsra 145 42 , , , work_sfc3mik6snaw7buodbobenrsra 145 43 Gehrke Gehrke NNP work_sfc3mik6snaw7buodbobenrsra 145 44 , , , work_sfc3mik6snaw7buodbobenrsra 145 45 Gunopulos Gunopulos NNP work_sfc3mik6snaw7buodbobenrsra 145 46 , , , work_sfc3mik6snaw7buodbobenrsra 145 47 & & CC work_sfc3mik6snaw7buodbobenrsra 145 48 Raghavan Raghavan NNP work_sfc3mik6snaw7buodbobenrsra 145 49 , , , work_sfc3mik6snaw7buodbobenrsra 145 50 1998 1998 CD work_sfc3mik6snaw7buodbobenrsra 145 51 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 145 52 . . . work_sfc3mik6snaw7buodbobenrsra 146 1 Other other JJ work_sfc3mik6snaw7buodbobenrsra 146 2 challenges challenge NNS work_sfc3mik6snaw7buodbobenrsra 146 3 include include VBP work_sfc3mik6snaw7buodbobenrsra 146 4 given give VBN work_sfc3mik6snaw7buodbobenrsra 146 5 knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 146 6 about about IN work_sfc3mik6snaw7buodbobenrsra 146 7 known know VBN work_sfc3mik6snaw7buodbobenrsra 146 8 clusterings clustering NNS work_sfc3mik6snaw7buodbobenrsra 146 9 , , , work_sfc3mik6snaw7buodbobenrsra 146 10 processing processing NN work_sfc3mik6snaw7buodbobenrsra 146 11 schemes scheme NNS work_sfc3mik6snaw7buodbobenrsra 146 12 for for IN work_sfc3mik6snaw7buodbobenrsra 146 13 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 146 14 , , , work_sfc3mik6snaw7buodbobenrsra 146 15 the the DT work_sfc3mik6snaw7buodbobenrsra 146 16 number number NN work_sfc3mik6snaw7buodbobenrsra 146 17 of of IN work_sfc3mik6snaw7buodbobenrsra 146 18 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 146 19 clusterings clustering NNS work_sfc3mik6snaw7buodbobenrsra 146 20 and and CC work_sfc3mik6snaw7buodbobenrsra 146 21 flexibility flexibility NN work_sfc3mik6snaw7buodbobenrsra 146 22 . . . work_sfc3mik6snaw7buodbobenrsra 147 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 147 2 take take VBP work_sfc3mik6snaw7buodbobenrsra 147 3 motivation motivation NN work_sfc3mik6snaw7buodbobenrsra 147 4 from from IN work_sfc3mik6snaw7buodbobenrsra 147 5 these these DT work_sfc3mik6snaw7buodbobenrsra 147 6 research research NN work_sfc3mik6snaw7buodbobenrsra 147 7 works work NNS work_sfc3mik6snaw7buodbobenrsra 147 8 and and CC work_sfc3mik6snaw7buodbobenrsra 147 9 propose propose VB work_sfc3mik6snaw7buodbobenrsra 147 10 a a DT work_sfc3mik6snaw7buodbobenrsra 147 11 new new JJ work_sfc3mik6snaw7buodbobenrsra 147 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 147 13 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 147 14 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 147 15 for for IN work_sfc3mik6snaw7buodbobenrsra 147 16 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 147 17 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 147 18 that that WDT work_sfc3mik6snaw7buodbobenrsra 147 19 perform perform VBP work_sfc3mik6snaw7buodbobenrsra 147 20 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 147 21 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 147 22 on on IN work_sfc3mik6snaw7buodbobenrsra 147 23 different different JJ work_sfc3mik6snaw7buodbobenrsra 147 24 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 147 25 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 147 26 in in IN work_sfc3mik6snaw7buodbobenrsra 147 27 the the DT work_sfc3mik6snaw7buodbobenrsra 147 28 original original JJ work_sfc3mik6snaw7buodbobenrsra 147 29 data datum NNS work_sfc3mik6snaw7buodbobenrsra 147 30 space space NN work_sfc3mik6snaw7buodbobenrsra 147 31 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 147 32 and and CC work_sfc3mik6snaw7buodbobenrsra 147 33 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 147 34 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 147 35 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 147 36 values value NNS work_sfc3mik6snaw7buodbobenrsra 147 37 in in IN work_sfc3mik6snaw7buodbobenrsra 147 38 an an DT work_sfc3mik6snaw7buodbobenrsra 147 39 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 147 40 as as IN work_sfc3mik6snaw7buodbobenrsra 147 41 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 147 42 labels label NNS work_sfc3mik6snaw7buodbobenrsra 147 43 . . . work_sfc3mik6snaw7buodbobenrsra 148 1 These these DT work_sfc3mik6snaw7buodbobenrsra 148 2 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 148 3 views view NNS work_sfc3mik6snaw7buodbobenrsra 148 4 provide provide VBP work_sfc3mik6snaw7buodbobenrsra 148 5 new new JJ work_sfc3mik6snaw7buodbobenrsra 148 6 insights insight NNS work_sfc3mik6snaw7buodbobenrsra 148 7 into into IN work_sfc3mik6snaw7buodbobenrsra 148 8 the the DT work_sfc3mik6snaw7buodbobenrsra 148 9 hidden hide VBN work_sfc3mik6snaw7buodbobenrsra 148 10 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 148 11 of of IN work_sfc3mik6snaw7buodbobenrsra 148 12 the the DT work_sfc3mik6snaw7buodbobenrsra 148 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 148 14 that that WDT work_sfc3mik6snaw7buodbobenrsra 148 15 serve serve VBP work_sfc3mik6snaw7buodbobenrsra 148 16 as as IN work_sfc3mik6snaw7buodbobenrsra 148 17 a a DT work_sfc3mik6snaw7buodbobenrsra 148 18 cue cue NN work_sfc3mik6snaw7buodbobenrsra 148 19 to to TO work_sfc3mik6snaw7buodbobenrsra 148 20 find find VB work_sfc3mik6snaw7buodbobenrsra 148 21 consistent consistent JJ work_sfc3mik6snaw7buodbobenrsra 148 22 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 148 23 structure structure NN work_sfc3mik6snaw7buodbobenrsra 148 24 and and CC work_sfc3mik6snaw7buodbobenrsra 148 25 aid aid NN work_sfc3mik6snaw7buodbobenrsra 148 26 in in IN work_sfc3mik6snaw7buodbobenrsra 148 27 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 148 28 better well RBR work_sfc3mik6snaw7buodbobenrsra 148 29 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 148 30 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 148 31 centers center NNS work_sfc3mik6snaw7buodbobenrsra 148 32 . . . work_sfc3mik6snaw7buodbobenrsra 149 1 In in IN work_sfc3mik6snaw7buodbobenrsra 149 2 the the DT work_sfc3mik6snaw7buodbobenrsra 149 3 following following JJ work_sfc3mik6snaw7buodbobenrsra 149 4 subsections subsection NNS work_sfc3mik6snaw7buodbobenrsra 149 5 , , , work_sfc3mik6snaw7buodbobenrsra 149 6 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 149 7 will will MD work_sfc3mik6snaw7buodbobenrsra 149 8 present present VB work_sfc3mik6snaw7buodbobenrsra 149 9 three three CD work_sfc3mik6snaw7buodbobenrsra 149 10 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 149 11 to to TO work_sfc3mik6snaw7buodbobenrsra 149 12 select select VB work_sfc3mik6snaw7buodbobenrsra 149 13 different different JJ work_sfc3mik6snaw7buodbobenrsra 149 14 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 149 15 spaces space NNS work_sfc3mik6snaw7buodbobenrsra 149 16 that that WDT work_sfc3mik6snaw7buodbobenrsra 149 17 can can MD work_sfc3mik6snaw7buodbobenrsra 149 18 help help VB work_sfc3mik6snaw7buodbobenrsra 149 19 in in IN work_sfc3mik6snaw7buodbobenrsra 149 20 generating generate VBG work_sfc3mik6snaw7buodbobenrsra 149 21 differ- differ- NN work_sfc3mik6snaw7buodbobenrsra 149 22 ent ent NN work_sfc3mik6snaw7buodbobenrsra 149 23 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 149 24 views view NNS work_sfc3mik6snaw7buodbobenrsra 149 25 from from IN work_sfc3mik6snaw7buodbobenrsra 149 26 the the DT work_sfc3mik6snaw7buodbobenrsra 149 27 data datum NNS work_sfc3mik6snaw7buodbobenrsra 149 28 . . . work_sfc3mik6snaw7buodbobenrsra 150 1 It -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 150 2 is be VBZ work_sfc3mik6snaw7buodbobenrsra 150 3 to to TO work_sfc3mik6snaw7buodbobenrsra 150 4 be be VB work_sfc3mik6snaw7buodbobenrsra 150 5 noted note VBN work_sfc3mik6snaw7buodbobenrsra 150 6 that that IN work_sfc3mik6snaw7buodbobenrsra 150 7 all all PDT work_sfc3mik6snaw7buodbobenrsra 150 8 the the DT work_sfc3mik6snaw7buodbobenrsra 150 9 pro- pro- NN work_sfc3mik6snaw7buodbobenrsra 150 10 posed pose VBD work_sfc3mik6snaw7buodbobenrsra 150 11 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 150 12 assume assume VBP work_sfc3mik6snaw7buodbobenrsra 150 13 that that IN work_sfc3mik6snaw7buodbobenrsra 150 14 the the DT work_sfc3mik6snaw7buodbobenrsra 150 15 desired desire VBN work_sfc3mik6snaw7buodbobenrsra 150 16 number number NN work_sfc3mik6snaw7buodbobenrsra 150 17 of of IN work_sfc3mik6snaw7buodbobenrsra 150 18 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 150 19 , , , work_sfc3mik6snaw7buodbobenrsra 150 20 K K NNP work_sfc3mik6snaw7buodbobenrsra 150 21 , , , work_sfc3mik6snaw7buodbobenrsra 150 22 is be VBZ work_sfc3mik6snaw7buodbobenrsra 150 23 known know VBN work_sfc3mik6snaw7buodbobenrsra 150 24 in in IN work_sfc3mik6snaw7buodbobenrsra 150 25 advance advance NN work_sfc3mik6snaw7buodbobenrsra 150 26 . . . work_sfc3mik6snaw7buodbobenrsra 151 1 4.1 4.1 CD work_sfc3mik6snaw7buodbobenrsra 151 2 . . . work_sfc3mik6snaw7buodbobenrsra 152 1 Vanilla vanilla NN work_sfc3mik6snaw7buodbobenrsra 152 2 approach approach NN work_sfc3mik6snaw7buodbobenrsra 152 3 A a DT work_sfc3mik6snaw7buodbobenrsra 152 4 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 152 5 approach approach NN work_sfc3mik6snaw7buodbobenrsra 152 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 152 7 to to TO work_sfc3mik6snaw7buodbobenrsra 152 8 consider consider VB work_sfc3mik6snaw7buodbobenrsra 152 9 all all PDT work_sfc3mik6snaw7buodbobenrsra 152 10 the the DT work_sfc3mik6snaw7buodbobenrsra 152 11 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 152 12 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 152 13 m m NN work_sfc3mik6snaw7buodbobenrsra 152 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 152 15 present present JJ work_sfc3mik6snaw7buodbobenrsra 152 16 in in IN work_sfc3mik6snaw7buodbobenrsra 152 17 the the DT work_sfc3mik6snaw7buodbobenrsra 152 18 data datum NNS work_sfc3mik6snaw7buodbobenrsra 152 19 and and CC work_sfc3mik6snaw7buodbobenrsra 152 20 generate generate VB work_sfc3mik6snaw7buodbobenrsra 152 21 M M NNP work_sfc3mik6snaw7buodbobenrsra 152 22 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 152 23 views view NNS work_sfc3mik6snaw7buodbobenrsra 152 24 that that WDT work_sfc3mik6snaw7buodbobenrsra 152 25 can can MD work_sfc3mik6snaw7buodbobenrsra 152 26 be be VB work_sfc3mik6snaw7buodbobenrsra 152 27 used use VBN work_sfc3mik6snaw7buodbobenrsra 152 28 for for IN work_sfc3mik6snaw7buodbobenrsra 152 29 fur- fur- NN work_sfc3mik6snaw7buodbobenrsra 152 30 ther ther NNP work_sfc3mik6snaw7buodbobenrsra 152 31 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 152 32 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 152 33 see see VB work_sfc3mik6snaw7buodbobenrsra 152 34 details detail NNS work_sfc3mik6snaw7buodbobenrsra 152 35 for for IN work_sfc3mik6snaw7buodbobenrsra 152 36 the the DT work_sfc3mik6snaw7buodbobenrsra 152 37 follow follow NN work_sfc3mik6snaw7buodbobenrsra 152 38 up up RP work_sfc3mik6snaw7buodbobenrsra 152 39 steps step NNS work_sfc3mik6snaw7buodbobenrsra 152 40 in in IN work_sfc3mik6snaw7buodbobenrsra 152 41 Section section NN work_sfc3mik6snaw7buodbobenrsra 152 42 4.4 4.4 CD work_sfc3mik6snaw7buodbobenrsra 152 43 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 152 44 . . . work_sfc3mik6snaw7buodbobenrsra 153 1 4.2 4.2 CD work_sfc3mik6snaw7buodbobenrsra 153 2 . . . work_sfc3mik6snaw7buodbobenrsra 154 1 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 154 2 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 154 3 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 154 4 and and CC work_sfc3mik6snaw7buodbobenrsra 154 5 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 154 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 154 7 2012 2012 CD work_sfc3mik6snaw7buodbobenrsra 154 8 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 154 9 present present JJ work_sfc3mik6snaw7buodbobenrsra 154 10 that that IN work_sfc3mik6snaw7buodbobenrsra 154 11 only only JJ work_sfc3mik6snaw7buodbobenrsra 154 12 few few JJ work_sfc3mik6snaw7buodbobenrsra 154 13 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 154 14 may may MD work_sfc3mik6snaw7buodbobenrsra 154 15 be be VB work_sfc3mik6snaw7buodbobenrsra 154 16 useful useful JJ work_sfc3mik6snaw7buodbobenrsra 154 17 to to TO work_sfc3mik6snaw7buodbobenrsra 154 18 generate generate VB work_sfc3mik6snaw7buodbobenrsra 154 19 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 154 20 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 154 21 views view NNS work_sfc3mik6snaw7buodbobenrsra 154 22 that that WDT work_sfc3mik6snaw7buodbobenrsra 154 23 can can MD work_sfc3mik6snaw7buodbobenrsra 154 24 help help VB work_sfc3mik6snaw7buodbobenrsra 154 25 in in IN work_sfc3mik6snaw7buodbobenrsra 154 26 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 154 27 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 154 28 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 154 29 centers center NNS work_sfc3mik6snaw7buodbobenrsra 154 30 for for IN work_sfc3mik6snaw7buodbobenrsra 154 31 K K NNP work_sfc3mik6snaw7buodbobenrsra 154 32 - - HYPH work_sfc3mik6snaw7buodbobenrsra 154 33 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 154 34 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 154 35 . . . work_sfc3mik6snaw7buodbobenrsra 155 1 These these DT work_sfc3mik6snaw7buodbobenrsra 155 2 rel- rel- VBZ work_sfc3mik6snaw7buodbobenrsra 155 3 evant evant JJ work_sfc3mik6snaw7buodbobenrsra 155 4 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 155 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 155 6 extracted extract VBN work_sfc3mik6snaw7buodbobenrsra 155 7 based base VBN work_sfc3mik6snaw7buodbobenrsra 155 8 on on IN work_sfc3mik6snaw7buodbobenrsra 155 9 the the DT work_sfc3mik6snaw7buodbobenrsra 155 10 following follow VBG work_sfc3mik6snaw7buodbobenrsra 155 11 experimental experimental JJ work_sfc3mik6snaw7buodbobenrsra 155 12 observations observation NNS work_sfc3mik6snaw7buodbobenrsra 155 13 : : : work_sfc3mik6snaw7buodbobenrsra 155 14 1 1 CD work_sfc3mik6snaw7buodbobenrsra 155 15 . . . work_sfc3mik6snaw7buodbobenrsra 156 1 There there EX work_sfc3mik6snaw7buodbobenrsra 156 2 may may MD work_sfc3mik6snaw7buodbobenrsra 156 3 be be VB work_sfc3mik6snaw7buodbobenrsra 156 4 some some DT work_sfc3mik6snaw7buodbobenrsra 156 5 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 156 6 in in IN work_sfc3mik6snaw7buodbobenrsra 156 7 the the DT work_sfc3mik6snaw7buodbobenrsra 156 8 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 156 9 whose whose WP$ work_sfc3mik6snaw7buodbobenrsra 156 10 number number NN work_sfc3mik6snaw7buodbobenrsra 156 11 of of IN work_sfc3mik6snaw7buodbobenrsra 156 12 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 156 13 values value NNS work_sfc3mik6snaw7buodbobenrsra 156 14 are be VBP work_sfc3mik6snaw7buodbobenrsra 156 15 less less JJR work_sfc3mik6snaw7buodbobenrsra 156 16 than than IN work_sfc3mik6snaw7buodbobenrsra 156 17 or or CC work_sfc3mik6snaw7buodbobenrsra 156 18 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 156 19 to to IN work_sfc3mik6snaw7buodbobenrsra 156 20 K. K. NNP work_sfc3mik6snaw7buodbobenrsra 156 21 Due Due NNP work_sfc3mik6snaw7buodbobenrsra 156 22 to to IN work_sfc3mik6snaw7buodbobenrsra 156 23 fewer few JJR work_sfc3mik6snaw7buodbobenrsra 156 24 attri- attri- JJ work_sfc3mik6snaw7buodbobenrsra 156 25 bute bute NN work_sfc3mik6snaw7buodbobenrsra 156 26 values value NNS work_sfc3mik6snaw7buodbobenrsra 156 27 per per IN work_sfc3mik6snaw7buodbobenrsra 156 28 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 156 29 , , , work_sfc3mik6snaw7buodbobenrsra 156 30 these these DT work_sfc3mik6snaw7buodbobenrsra 156 31 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 156 32 possess possess VBP work_sfc3mik6snaw7buodbobenrsra 156 33 higher high JJR work_sfc3mik6snaw7buodbobenrsra 156 34 discrim- discrim- NN work_sfc3mik6snaw7buodbobenrsra 156 35 inatory inatory NNP work_sfc3mik6snaw7buodbobenrsra 156 36 power power NN work_sfc3mik6snaw7buodbobenrsra 156 37 and and CC work_sfc3mik6snaw7buodbobenrsra 156 38 will will MD work_sfc3mik6snaw7buodbobenrsra 156 39 play play VB work_sfc3mik6snaw7buodbobenrsra 156 40 a a DT work_sfc3mik6snaw7buodbobenrsra 156 41 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 156 42 role role NN work_sfc3mik6snaw7buodbobenrsra 156 43 in in IN work_sfc3mik6snaw7buodbobenrsra 156 44 deciding decide VBG work_sfc3mik6snaw7buodbobenrsra 156 45 the the DT work_sfc3mik6snaw7buodbobenrsra 156 46 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 156 47 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 156 48 centers center NNS work_sfc3mik6snaw7buodbobenrsra 156 49 as as RB work_sfc3mik6snaw7buodbobenrsra 156 50 well well RB work_sfc3mik6snaw7buodbobenrsra 156 51 as as IN work_sfc3mik6snaw7buodbobenrsra 156 52 the the DT work_sfc3mik6snaw7buodbobenrsra 156 53 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 156 54 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 156 55 . . . work_sfc3mik6snaw7buodbobenrsra 157 1 The the DT work_sfc3mik6snaw7buodbobenrsra 157 2 set set NN work_sfc3mik6snaw7buodbobenrsra 157 3 of of IN work_sfc3mik6snaw7buodbobenrsra 157 4 these these DT work_sfc3mik6snaw7buodbobenrsra 157 5 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 157 6 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 157 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 157 8 called call VBN work_sfc3mik6snaw7buodbobenrsra 157 9 Prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 157 10 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 157 11 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 157 12 P p NN work_sfc3mik6snaw7buodbobenrsra 157 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 157 14 . . . work_sfc3mik6snaw7buodbobenrsra 158 1 2 2 LS work_sfc3mik6snaw7buodbobenrsra 158 2 . . . work_sfc3mik6snaw7buodbobenrsra 159 1 For for IN work_sfc3mik6snaw7buodbobenrsra 159 2 the the DT work_sfc3mik6snaw7buodbobenrsra 159 3 other other JJ work_sfc3mik6snaw7buodbobenrsra 159 4 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 159 5 in in IN work_sfc3mik6snaw7buodbobenrsra 159 6 the the DT work_sfc3mik6snaw7buodbobenrsra 159 7 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 159 8 whose whose WP$ work_sfc3mik6snaw7buodbobenrsra 159 9 number number NN work_sfc3mik6snaw7buodbobenrsra 159 10 of of IN work_sfc3mik6snaw7buodbobenrsra 159 11 attri- attri- JJ work_sfc3mik6snaw7buodbobenrsra 159 12 bute bute NN work_sfc3mik6snaw7buodbobenrsra 159 13 values value NNS work_sfc3mik6snaw7buodbobenrsra 159 14 are be VBP work_sfc3mik6snaw7buodbobenrsra 159 15 greater great JJR work_sfc3mik6snaw7buodbobenrsra 159 16 than than IN work_sfc3mik6snaw7buodbobenrsra 159 17 K K NNP work_sfc3mik6snaw7buodbobenrsra 159 18 , , , work_sfc3mik6snaw7buodbobenrsra 159 19 the the DT work_sfc3mik6snaw7buodbobenrsra 159 20 numerous numerous JJ work_sfc3mik6snaw7buodbobenrsra 159 21 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 159 22 values value NNS work_sfc3mik6snaw7buodbobenrsra 159 23 in in IN work_sfc3mik6snaw7buodbobenrsra 159 24 these these DT work_sfc3mik6snaw7buodbobenrsra 159 25 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 159 26 will will MD work_sfc3mik6snaw7buodbobenrsra 159 27 be be VB work_sfc3mik6snaw7buodbobenrsra 159 28 spread spread VBN work_sfc3mik6snaw7buodbobenrsra 159 29 out out RP work_sfc3mik6snaw7buodbobenrsra 159 30 per per IN work_sfc3mik6snaw7buodbobenrsra 159 31 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 159 32 . . . work_sfc3mik6snaw7buodbobenrsra 160 1 These these DT work_sfc3mik6snaw7buodbobenrsra 160 2 attri- attri- JJ work_sfc3mik6snaw7buodbobenrsra 160 3 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 160 4 add add VBP work_sfc3mik6snaw7buodbobenrsra 160 5 little little JJ work_sfc3mik6snaw7buodbobenrsra 160 6 to to TO work_sfc3mik6snaw7buodbobenrsra 160 7 determine determine VB work_sfc3mik6snaw7buodbobenrsra 160 8 proper proper JJ work_sfc3mik6snaw7buodbobenrsra 160 9 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 160 10 structure structure NN work_sfc3mik6snaw7buodbobenrsra 160 11 and and CC work_sfc3mik6snaw7buodbobenrsra 160 12 con- con- NN work_sfc3mik6snaw7buodbobenrsra 160 13 tribute tribute VBP work_sfc3mik6snaw7buodbobenrsra 160 14 less less RBR work_sfc3mik6snaw7buodbobenrsra 160 15 in in IN work_sfc3mik6snaw7buodbobenrsra 160 16 deciding decide VBG work_sfc3mik6snaw7buodbobenrsra 160 17 the the DT work_sfc3mik6snaw7buodbobenrsra 160 18 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 160 19 representative representative NN work_sfc3mik6snaw7buodbobenrsra 160 20 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 160 21 of of IN work_sfc3mik6snaw7buodbobenrsra 160 22 the the DT work_sfc3mik6snaw7buodbobenrsra 160 23 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 160 24 . . . work_sfc3mik6snaw7buodbobenrsra 161 1 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 161 2 1 1 CD work_sfc3mik6snaw7buodbobenrsra 161 3 shows show VBZ work_sfc3mik6snaw7buodbobenrsra 161 4 the the DT work_sfc3mik6snaw7buodbobenrsra 161 5 steps step NNS work_sfc3mik6snaw7buodbobenrsra 161 6 to to TO work_sfc3mik6snaw7buodbobenrsra 161 7 compute compute VB work_sfc3mik6snaw7buodbobenrsra 161 8 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 161 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 161 10 from from IN work_sfc3mik6snaw7buodbobenrsra 161 11 a a DT work_sfc3mik6snaw7buodbobenrsra 161 12 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 161 13 . . . work_sfc3mik6snaw7buodbobenrsra 162 1 The the DT work_sfc3mik6snaw7buodbobenrsra 162 2 number number NN work_sfc3mik6snaw7buodbobenrsra 162 3 of of IN work_sfc3mik6snaw7buodbobenrsra 162 4 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 162 5 in in IN work_sfc3mik6snaw7buodbobenrsra 162 6 the the DT work_sfc3mik6snaw7buodbobenrsra 162 7 set set NN work_sfc3mik6snaw7buodbobenrsra 162 8 P p NN work_sfc3mik6snaw7buodbobenrsra 162 9 is be VBZ work_sfc3mik6snaw7buodbobenrsra 162 10 defined define VBN work_sfc3mik6snaw7buodbobenrsra 162 11 as as IN work_sfc3mik6snaw7buodbobenrsra 162 12 p p NN work_sfc3mik6snaw7buodbobenrsra 162 13 = = SYM work_sfc3mik6snaw7buodbobenrsra 162 14 jPj jPj NNP work_sfc3mik6snaw7buodbobenrsra 162 15 . . . work_sfc3mik6snaw7buodbobenrsra 163 1 In in IN work_sfc3mik6snaw7buodbobenrsra 163 2 the the DT work_sfc3mik6snaw7buodbobenrsra 163 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 163 4 , , , work_sfc3mik6snaw7buodbobenrsra 163 5 p p NN work_sfc3mik6snaw7buodbobenrsra 163 6 = = SYM work_sfc3mik6snaw7buodbobenrsra 163 7 0 0 CD work_sfc3mik6snaw7buodbobenrsra 163 8 refers refer VBZ work_sfc3mik6snaw7buodbobenrsra 163 9 to to IN work_sfc3mik6snaw7buodbobenrsra 163 10 a a DT work_sfc3mik6snaw7buodbobenrsra 163 11 situation situation NN work_sfc3mik6snaw7buodbobenrsra 163 12 when when WRB work_sfc3mik6snaw7buodbobenrsra 163 13 there there EX work_sfc3mik6snaw7buodbobenrsra 163 14 are be VBP work_sfc3mik6snaw7buodbobenrsra 163 15 no no DT work_sfc3mik6snaw7buodbobenrsra 163 16 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 163 17 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 163 18 in in IN work_sfc3mik6snaw7buodbobenrsra 163 19 the the DT work_sfc3mik6snaw7buodbobenrsra 163 20 data datum NNS work_sfc3mik6snaw7buodbobenrsra 163 21 and and CC work_sfc3mik6snaw7buodbobenrsra 163 22 p p NN work_sfc3mik6snaw7buodbobenrsra 163 23 = = SYM work_sfc3mik6snaw7buodbobenrsra 163 24 m m NN work_sfc3mik6snaw7buodbobenrsra 163 25 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 163 26 that that IN work_sfc3mik6snaw7buodbobenrsra 163 27 all all DT work_sfc3mik6snaw7buodbobenrsra 163 28 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 163 29 are be VBP work_sfc3mik6snaw7buodbobenrsra 163 30 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 163 31 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 163 32 . . . work_sfc3mik6snaw7buodbobenrsra 164 1 In in IN work_sfc3mik6snaw7buodbobenrsra 164 2 both both DT work_sfc3mik6snaw7buodbobenrsra 164 3 of of IN work_sfc3mik6snaw7buodbobenrsra 164 4 these these DT work_sfc3mik6snaw7buodbobenrsra 164 5 scenarios scenario NNS work_sfc3mik6snaw7buodbobenrsra 164 6 , , , work_sfc3mik6snaw7buodbobenrsra 164 7 all all PDT work_sfc3mik6snaw7buodbobenrsra 164 8 the the DT work_sfc3mik6snaw7buodbobenrsra 164 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 164 10 in in IN work_sfc3mik6snaw7buodbobenrsra 164 11 the the DT work_sfc3mik6snaw7buodbobenrsra 164 12 data datum NNS work_sfc3mik6snaw7buodbobenrsra 164 13 are be VBP work_sfc3mik6snaw7buodbobenrsra 164 14 considered consider VBN work_sfc3mik6snaw7buodbobenrsra 164 15 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 164 16 or or CC work_sfc3mik6snaw7buodbobenrsra 164 17 else else RB work_sfc3mik6snaw7buodbobenrsra 164 18 a a DT work_sfc3mik6snaw7buodbobenrsra 164 19 re- re- RB work_sfc3mik6snaw7buodbobenrsra 164 20 duced duced JJ work_sfc3mik6snaw7buodbobenrsra 164 21 set set NN work_sfc3mik6snaw7buodbobenrsra 164 22 , , , work_sfc3mik6snaw7buodbobenrsra 164 23 P p NN work_sfc3mik6snaw7buodbobenrsra 164 24 , , , work_sfc3mik6snaw7buodbobenrsra 164 25 of of IN work_sfc3mik6snaw7buodbobenrsra 164 26 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 164 27 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 164 28 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 164 29 equals equal VBZ work_sfc3mik6snaw7buodbobenrsra 164 30 to to IN work_sfc3mik6snaw7buodbobenrsra 164 31 p p NN work_sfc3mik6snaw7buodbobenrsra 164 32 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 164 33 is be VBZ work_sfc3mik6snaw7buodbobenrsra 164 34 chosen choose VBN work_sfc3mik6snaw7buodbobenrsra 164 35 . . . work_sfc3mik6snaw7buodbobenrsra 165 1 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 165 2 1 1 CD work_sfc3mik6snaw7buodbobenrsra 165 3 . . . work_sfc3mik6snaw7buodbobenrsra 166 1 Computation Computation NNP work_sfc3mik6snaw7buodbobenrsra 166 2 of of IN work_sfc3mik6snaw7buodbobenrsra 166 3 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 166 4 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 166 5 Input input NN work_sfc3mik6snaw7buodbobenrsra 166 6 : : : work_sfc3mik6snaw7buodbobenrsra 166 7 N n NN work_sfc3mik6snaw7buodbobenrsra 166 8 = = SYM work_sfc3mik6snaw7buodbobenrsra 166 9 data data NN work_sfc3mik6snaw7buodbobenrsra 166 10 objects object NNS work_sfc3mik6snaw7buodbobenrsra 166 11 , , , work_sfc3mik6snaw7buodbobenrsra 166 12 M M NNP work_sfc3mik6snaw7buodbobenrsra 166 13 = = SYM work_sfc3mik6snaw7buodbobenrsra 166 14 Set Set NNP work_sfc3mik6snaw7buodbobenrsra 166 15 of of IN work_sfc3mik6snaw7buodbobenrsra 166 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 166 17 in in IN work_sfc3mik6snaw7buodbobenrsra 166 18 the the DT work_sfc3mik6snaw7buodbobenrsra 166 19 data datum NNS work_sfc3mik6snaw7buodbobenrsra 166 20 , , , work_sfc3mik6snaw7buodbobenrsra 166 21 m m NNP work_sfc3mik6snaw7buodbobenrsra 166 22 = = SYM work_sfc3mik6snaw7buodbobenrsra 166 23 jMj jMj NNS work_sfc3mik6snaw7buodbobenrsra 166 24 = = SYM work_sfc3mik6snaw7buodbobenrsra 166 25 Number number NN work_sfc3mik6snaw7buodbobenrsra 166 26 of of IN work_sfc3mik6snaw7buodbobenrsra 166 27 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 166 28 in in IN work_sfc3mik6snaw7buodbobenrsra 166 29 the the DT work_sfc3mik6snaw7buodbobenrsra 166 30 data datum NNS work_sfc3mik6snaw7buodbobenrsra 166 31 , , , work_sfc3mik6snaw7buodbobenrsra 166 32 p p NN work_sfc3mik6snaw7buodbobenrsra 166 33 = = SYM work_sfc3mik6snaw7buodbobenrsra 166 34 0 0 NFP work_sfc3mik6snaw7buodbobenrsra 166 35 Output output NN work_sfc3mik6snaw7buodbobenrsra 166 36 : : : work_sfc3mik6snaw7buodbobenrsra 166 37 P p NN work_sfc3mik6snaw7buodbobenrsra 166 38 = = SYM work_sfc3mik6snaw7buodbobenrsra 166 39 Set set NN work_sfc3mik6snaw7buodbobenrsra 166 40 of of IN work_sfc3mik6snaw7buodbobenrsra 166 41 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 166 42 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 166 43 P P NNP work_sfc3mik6snaw7buodbobenrsra 166 44 = = NNS work_sfc3mik6snaw7buodbobenrsra 166 45 / / SYM work_sfc3mik6snaw7buodbobenrsra 166 46 for for IN work_sfc3mik6snaw7buodbobenrsra 166 47 i i NN work_sfc3mik6snaw7buodbobenrsra 166 48 = = SYM work_sfc3mik6snaw7buodbobenrsra 166 49 1 1 CD work_sfc3mik6snaw7buodbobenrsra 166 50 ? ? . work_sfc3mik6snaw7buodbobenrsra 167 1 m m LS work_sfc3mik6snaw7buodbobenrsra 167 2 do do VBP work_sfc3mik6snaw7buodbobenrsra 167 3 if if IN work_sfc3mik6snaw7buodbobenrsra 167 4 Number Number NNP work_sfc3mik6snaw7buodbobenrsra 167 5 of of IN work_sfc3mik6snaw7buodbobenrsra 167 6 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 167 7 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 167 8 values value NNS work_sfc3mik6snaw7buodbobenrsra 167 9 in in IN work_sfc3mik6snaw7buodbobenrsra 167 10 Mi Mi NNP work_sfc3mik6snaw7buodbobenrsra 167 11 > > NN work_sfc3mik6snaw7buodbobenrsra 167 12 1 1 CD work_sfc3mik6snaw7buodbobenrsra 167 13 & & CC work_sfc3mik6snaw7buodbobenrsra 167 14 & & CC work_sfc3mik6snaw7buodbobenrsra 167 15 Mi Mi NNP work_sfc3mik6snaw7buodbobenrsra 167 16 6 6 CD work_sfc3mik6snaw7buodbobenrsra 167 17 K k NN work_sfc3mik6snaw7buodbobenrsra 167 18 then then RB work_sfc3mik6snaw7buodbobenrsra 167 19 Add add VB work_sfc3mik6snaw7buodbobenrsra 167 20 Mi Mi NNP work_sfc3mik6snaw7buodbobenrsra 167 21 to to IN work_sfc3mik6snaw7buodbobenrsra 167 22 P p NN work_sfc3mik6snaw7buodbobenrsra 167 23 increment increment NN work_sfc3mik6snaw7buodbobenrsra 167 24 p p NN work_sfc3mik6snaw7buodbobenrsra 167 25 end end NN work_sfc3mik6snaw7buodbobenrsra 167 26 if if IN work_sfc3mik6snaw7buodbobenrsra 167 27 end end NN work_sfc3mik6snaw7buodbobenrsra 167 28 for for IN work_sfc3mik6snaw7buodbobenrsra 167 29 if if IN work_sfc3mik6snaw7buodbobenrsra 167 30 p p NN work_sfc3mik6snaw7buodbobenrsra 167 31 = = SYM work_sfc3mik6snaw7buodbobenrsra 167 32 0 0 CD work_sfc3mik6snaw7buodbobenrsra 167 33 k k NN work_sfc3mik6snaw7buodbobenrsra 167 34 p p NN work_sfc3mik6snaw7buodbobenrsra 167 35 = = SYM work_sfc3mik6snaw7buodbobenrsra 167 36 m m NN work_sfc3mik6snaw7buodbobenrsra 167 37 then then RB work_sfc3mik6snaw7buodbobenrsra 167 38 use use VB work_sfc3mik6snaw7buodbobenrsra 167 39 all all DT work_sfc3mik6snaw7buodbobenrsra 167 40 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 167 41 and and CC work_sfc3mik6snaw7buodbobenrsra 167 42 call call VB work_sfc3mik6snaw7buodbobenrsra 167 43 computeInitialModes(Attributes computeInitialModes(Attributes NNPS work_sfc3mik6snaw7buodbobenrsra 167 44 M m NN work_sfc3mik6snaw7buodbobenrsra 167 45 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 167 46 else else RB work_sfc3mik6snaw7buodbobenrsra 167 47 use use VBP work_sfc3mik6snaw7buodbobenrsra 167 48 reduced reduce VBN work_sfc3mik6snaw7buodbobenrsra 167 49 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 167 50 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 167 51 and and CC work_sfc3mik6snaw7buodbobenrsra 167 52 call call VB work_sfc3mik6snaw7buodbobenrsra 167 53 computeInitialModes(Attributes computeInitialModes(Attributes NNPS work_sfc3mik6snaw7buodbobenrsra 167 54 P p NN work_sfc3mik6snaw7buodbobenrsra 167 55 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 167 56 end end VBP work_sfc3mik6snaw7buodbobenrsra 167 57 if if IN work_sfc3mik6snaw7buodbobenrsra 167 58 4.3 4.3 CD work_sfc3mik6snaw7buodbobenrsra 167 59 . . . work_sfc3mik6snaw7buodbobenrsra 168 1 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 168 2 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 168 3 As as IN work_sfc3mik6snaw7buodbobenrsra 168 4 discussed discuss VBN work_sfc3mik6snaw7buodbobenrsra 168 5 in in IN work_sfc3mik6snaw7buodbobenrsra 168 6 the the DT work_sfc3mik6snaw7buodbobenrsra 168 7 previous previous JJ work_sfc3mik6snaw7buodbobenrsra 168 8 section section NN work_sfc3mik6snaw7buodbobenrsra 168 9 , , , work_sfc3mik6snaw7buodbobenrsra 168 10 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 168 11 select select VBP work_sfc3mik6snaw7buodbobenrsra 168 12 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 168 13 attri- attri- NN work_sfc3mik6snaw7buodbobenrsra 168 14 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 168 15 as as IN work_sfc3mik6snaw7buodbobenrsra 168 16 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 168 17 expect expect VBP work_sfc3mik6snaw7buodbobenrsra 168 18 that that IN work_sfc3mik6snaw7buodbobenrsra 168 19 these these DT work_sfc3mik6snaw7buodbobenrsra 168 20 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 168 21 play play VBP work_sfc3mik6snaw7buodbobenrsra 168 22 important important JJ work_sfc3mik6snaw7buodbobenrsra 168 23 role role NN work_sfc3mik6snaw7buodbobenrsra 168 24 in in IN work_sfc3mik6snaw7buodbobenrsra 168 25 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 168 26 . . . work_sfc3mik6snaw7buodbobenrsra 169 1 The the DT work_sfc3mik6snaw7buodbobenrsra 169 2 following following JJ work_sfc3mik6snaw7buodbobenrsra 169 3 section section NN work_sfc3mik6snaw7buodbobenrsra 169 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 169 5 taken take VBN work_sfc3mik6snaw7buodbobenrsra 169 6 from from IN work_sfc3mik6snaw7buodbobenrsra 169 7 the the DT work_sfc3mik6snaw7buodbobenrsra 169 8 work work NN work_sfc3mik6snaw7buodbobenrsra 169 9 of of IN work_sfc3mik6snaw7buodbobenrsra 169 10 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 169 11 and and CC work_sfc3mik6snaw7buodbobenrsra 169 12 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 169 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 169 14 2007a 2007a CD work_sfc3mik6snaw7buodbobenrsra 169 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 169 16 that that WDT work_sfc3mik6snaw7buodbobenrsra 169 17 discusses discuss VBZ work_sfc3mik6snaw7buodbobenrsra 169 18 an an DT work_sfc3mik6snaw7buodbobenrsra 169 19 approach approach NN work_sfc3mik6snaw7buodbobenrsra 169 20 to to TO work_sfc3mik6snaw7buodbobenrsra 169 21 rank rank VB work_sfc3mik6snaw7buodbobenrsra 169 22 important important JJ work_sfc3mik6snaw7buodbobenrsra 169 23 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 169 24 in in IN work_sfc3mik6snaw7buodbobenrsra 169 25 a a DT work_sfc3mik6snaw7buodbobenrsra 169 26 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 169 27 . . . work_sfc3mik6snaw7buodbobenrsra 170 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 170 2 use use VBP work_sfc3mik6snaw7buodbobenrsra 170 3 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 170 4 method method NN work_sfc3mik6snaw7buodbobenrsra 170 5 to to TO work_sfc3mik6snaw7buodbobenrsra 170 6 find find VB work_sfc3mik6snaw7buodbobenrsra 170 7 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 170 8 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 170 9 from from IN work_sfc3mik6snaw7buodbobenrsra 170 10 the the DT work_sfc3mik6snaw7buodbobenrsra 170 11 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 170 12 . . . work_sfc3mik6snaw7buodbobenrsra 171 1 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 171 2 and and CC work_sfc3mik6snaw7buodbobenrsra 171 3 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 171 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 171 5 2007a 2007a CD work_sfc3mik6snaw7buodbobenrsra 171 6 , , , work_sfc3mik6snaw7buodbobenrsra 171 7 2007b 2007b CD work_sfc3mik6snaw7buodbobenrsra 171 8 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 171 9 propose propose VB work_sfc3mik6snaw7buodbobenrsra 171 10 an an DT work_sfc3mik6snaw7buodbobenrsra 171 11 unsupervised unsupervised JJ work_sfc3mik6snaw7buodbobenrsra 171 12 learning learning NN work_sfc3mik6snaw7buodbobenrsra 171 13 method method NN work_sfc3mik6snaw7buodbobenrsra 171 14 to to TO work_sfc3mik6snaw7buodbobenrsra 171 15 compute compute VB work_sfc3mik6snaw7buodbobenrsra 171 16 the the DT work_sfc3mik6snaw7buodbobenrsra 171 17 significance significance NN work_sfc3mik6snaw7buodbobenrsra 171 18 of of IN work_sfc3mik6snaw7buodbobenrsra 171 19 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 171 20 . . . work_sfc3mik6snaw7buodbobenrsra 172 1 On on IN work_sfc3mik6snaw7buodbobenrsra 172 2 the the DT work_sfc3mik6snaw7buodbobenrsra 172 3 basis basis NN work_sfc3mik6snaw7buodbobenrsra 172 4 of of IN work_sfc3mik6snaw7buodbobenrsra 172 5 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 172 6 significance significance NN work_sfc3mik6snaw7buodbobenrsra 172 7 , , , work_sfc3mik6snaw7buodbobenrsra 172 8 important important JJ work_sfc3mik6snaw7buodbobenrsra 172 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 172 10 can can MD work_sfc3mik6snaw7buodbobenrsra 172 11 be be VB work_sfc3mik6snaw7buodbobenrsra 172 12 se- se- RB work_sfc3mik6snaw7buodbobenrsra 172 13 lected lecte VBN work_sfc3mik6snaw7buodbobenrsra 172 14 . . . work_sfc3mik6snaw7buodbobenrsra 173 1 In in IN work_sfc3mik6snaw7buodbobenrsra 173 2 this this DT work_sfc3mik6snaw7buodbobenrsra 173 3 method method NN work_sfc3mik6snaw7buodbobenrsra 173 4 the the DT work_sfc3mik6snaw7buodbobenrsra 173 5 most most RBS work_sfc3mik6snaw7buodbobenrsra 173 6 important important JJ work_sfc3mik6snaw7buodbobenrsra 173 7 step step NN work_sfc3mik6snaw7buodbobenrsra 173 8 is be VBZ work_sfc3mik6snaw7buodbobenrsra 173 9 to to TO work_sfc3mik6snaw7buodbobenrsra 173 10 find find VB work_sfc3mik6snaw7buodbobenrsra 173 11 out out RP work_sfc3mik6snaw7buodbobenrsra 173 12 the the DT work_sfc3mik6snaw7buodbobenrsra 173 13 distance distance NN work_sfc3mik6snaw7buodbobenrsra 173 14 between between IN work_sfc3mik6snaw7buodbobenrsra 173 15 any any DT work_sfc3mik6snaw7buodbobenrsra 173 16 two two CD work_sfc3mik6snaw7buodbobenrsra 173 17 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 173 18 values value NNS work_sfc3mik6snaw7buodbobenrsra 173 19 of of IN work_sfc3mik6snaw7buodbobenrsra 173 20 an an DT work_sfc3mik6snaw7buodbobenrsra 173 21 attri- attri- JJ work_sfc3mik6snaw7buodbobenrsra 173 22 bute bute NN work_sfc3mik6snaw7buodbobenrsra 173 23 . . . work_sfc3mik6snaw7buodbobenrsra 174 1 The the DT work_sfc3mik6snaw7buodbobenrsra 174 2 distance distance NN work_sfc3mik6snaw7buodbobenrsra 174 3 between between IN work_sfc3mik6snaw7buodbobenrsra 174 4 two two CD work_sfc3mik6snaw7buodbobenrsra 174 5 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 174 6 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 174 7 values value NNS work_sfc3mik6snaw7buodbobenrsra 174 8 is be VBZ work_sfc3mik6snaw7buodbobenrsra 174 9 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 174 10 as as IN work_sfc3mik6snaw7buodbobenrsra 174 11 a a DT work_sfc3mik6snaw7buodbobenrsra 174 12 function function NN work_sfc3mik6snaw7buodbobenrsra 174 13 of of IN work_sfc3mik6snaw7buodbobenrsra 174 14 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 174 15 overall overall JJ work_sfc3mik6snaw7buodbobenrsra 174 16 distribution distribution NN work_sfc3mik6snaw7buodbobenrsra 174 17 and and CC work_sfc3mik6snaw7buodbobenrsra 174 18 co- co- JJ work_sfc3mik6snaw7buodbobenrsra 174 19 occurrence occurrence NN work_sfc3mik6snaw7buodbobenrsra 174 20 with with IN work_sfc3mik6snaw7buodbobenrsra 174 21 other other JJ work_sfc3mik6snaw7buodbobenrsra 174 22 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 174 23 . . . work_sfc3mik6snaw7buodbobenrsra 175 1 The the DT work_sfc3mik6snaw7buodbobenrsra 175 2 distance distance NN work_sfc3mik6snaw7buodbobenrsra 175 3 between between IN work_sfc3mik6snaw7buodbobenrsra 175 4 the the DT work_sfc3mik6snaw7buodbobenrsra 175 5 pair pair NN work_sfc3mik6snaw7buodbobenrsra 175 6 of of IN work_sfc3mik6snaw7buodbobenrsra 175 7 values value NNS work_sfc3mik6snaw7buodbobenrsra 175 8 x x NN work_sfc3mik6snaw7buodbobenrsra 175 9 and and CC work_sfc3mik6snaw7buodbobenrsra 175 10 y y NNP work_sfc3mik6snaw7buodbobenrsra 175 11 of of IN work_sfc3mik6snaw7buodbobenrsra 175 12 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 175 13 Mi Mi NNP work_sfc3mik6snaw7buodbobenrsra 175 14 with with IN work_sfc3mik6snaw7buodbobenrsra 175 15 respect respect NN work_sfc3mik6snaw7buodbobenrsra 175 16 to to IN work_sfc3mik6snaw7buodbobenrsra 175 17 the the DT work_sfc3mik6snaw7buodbobenrsra 175 18 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 175 19 Mj Mj NNP work_sfc3mik6snaw7buodbobenrsra 175 20 , , , work_sfc3mik6snaw7buodbobenrsra 175 21 for for IN work_sfc3mik6snaw7buodbobenrsra 175 22 a a DT work_sfc3mik6snaw7buodbobenrsra 175 23 particular particular JJ work_sfc3mik6snaw7buodbobenrsra 175 24 subset subset NN work_sfc3mik6snaw7buodbobenrsra 175 25 w w NN work_sfc3mik6snaw7buodbobenrsra 175 26 of of IN work_sfc3mik6snaw7buodbobenrsra 175 27 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 175 28 Mj Mj NNP work_sfc3mik6snaw7buodbobenrsra 175 29 values value NNS work_sfc3mik6snaw7buodbobenrsra 175 30 , , , work_sfc3mik6snaw7buodbobenrsra 175 31 is be VBZ work_sfc3mik6snaw7buodbobenrsra 175 32 defined define VBN work_sfc3mik6snaw7buodbobenrsra 175 33 as as IN work_sfc3mik6snaw7buodbobenrsra 175 34 follows follow VBZ work_sfc3mik6snaw7buodbobenrsra 175 35 : : : work_sfc3mik6snaw7buodbobenrsra 175 36 /wij /wij CD work_sfc3mik6snaw7buodbobenrsra 175 37 ðx ðx NNP work_sfc3mik6snaw7buodbobenrsra 175 38 ; ; : work_sfc3mik6snaw7buodbobenrsra 175 39 yÞ¼ yÞ¼ NNP work_sfc3mik6snaw7buodbobenrsra 175 40 pðwjxÞþ pðwjxþþ CD work_sfc3mik6snaw7buodbobenrsra 175 41 pð pð NNP work_sfc3mik6snaw7buodbobenrsra 175 42 � � NNP work_sfc3mik6snaw7buodbobenrsra 175 43 wjyÞ wjyÞ NNS work_sfc3mik6snaw7buodbobenrsra 175 44 � � NNP work_sfc3mik6snaw7buodbobenrsra 175 45 1 1 CD work_sfc3mik6snaw7buodbobenrsra 175 46 ð3Þ ð3þ CD work_sfc3mik6snaw7buodbobenrsra 175 47 where where WRB work_sfc3mik6snaw7buodbobenrsra 175 48 p(wjx p(wjx NNP work_sfc3mik6snaw7buodbobenrsra 175 49 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 175 50 denotes denote VBZ work_sfc3mik6snaw7buodbobenrsra 175 51 the the DT work_sfc3mik6snaw7buodbobenrsra 175 52 probability probability NN work_sfc3mik6snaw7buodbobenrsra 175 53 that that WDT work_sfc3mik6snaw7buodbobenrsra 175 54 elements element NNS work_sfc3mik6snaw7buodbobenrsra 175 55 of of IN work_sfc3mik6snaw7buodbobenrsra 175 56 the the DT work_sfc3mik6snaw7buodbobenrsra 175 57 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 175 58 with with IN work_sfc3mik6snaw7buodbobenrsra 175 59 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 175 60 Mi Mi NNP work_sfc3mik6snaw7buodbobenrsra 175 61 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 175 62 to to IN work_sfc3mik6snaw7buodbobenrsra 175 63 x x SYM work_sfc3mik6snaw7buodbobenrsra 175 64 have have VBP work_sfc3mik6snaw7buodbobenrsra 175 65 attribute attribute VBN work_sfc3mik6snaw7buodbobenrsra 175 66 Mj Mj NNP work_sfc3mik6snaw7buodbobenrsra 175 67 value value NN work_sfc3mik6snaw7buodbobenrsra 175 68 such such JJ work_sfc3mik6snaw7buodbobenrsra 175 69 that that IN work_sfc3mik6snaw7buodbobenrsra 175 70 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 175 71 is be VBZ work_sfc3mik6snaw7buodbobenrsra 175 72 contained contain VBN work_sfc3mik6snaw7buodbobenrsra 175 73 in in IN work_sfc3mik6snaw7buodbobenrsra 175 74 w w NNP work_sfc3mik6snaw7buodbobenrsra 175 75 and and CC work_sfc3mik6snaw7buodbobenrsra 175 76 , , , work_sfc3mik6snaw7buodbobenrsra 175 77 p( p( NNP work_sfc3mik6snaw7buodbobenrsra 175 78 � � NNP work_sfc3mik6snaw7buodbobenrsra 175 79 wjy wjy NN work_sfc3mik6snaw7buodbobenrsra 175 80 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 175 81 denotes denote VBZ work_sfc3mik6snaw7buodbobenrsra 175 82 the the DT work_sfc3mik6snaw7buodbobenrsra 175 83 probability probability NN work_sfc3mik6snaw7buodbobenrsra 175 84 that that WDT work_sfc3mik6snaw7buodbobenrsra 175 85 elements element NNS work_sfc3mik6snaw7buodbobenrsra 175 86 of of IN work_sfc3mik6snaw7buodbobenrsra 175 87 the the DT work_sfc3mik6snaw7buodbobenrsra 175 88 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 175 89 with with IN work_sfc3mik6snaw7buodbobenrsra 175 90 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 175 91 Mi Mi NNP work_sfc3mik6snaw7buodbobenrsra 175 92 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 175 93 to to IN work_sfc3mik6snaw7buodbobenrsra 175 94 y y NNP work_sfc3mik6snaw7buodbobenrsra 175 95 have have VBP work_sfc3mik6snaw7buodbobenrsra 175 96 attribute attribute VBN work_sfc3mik6snaw7buodbobenrsra 175 97 Mj Mj NNP work_sfc3mik6snaw7buodbobenrsra 175 98 value value NN work_sfc3mik6snaw7buodbobenrsra 175 99 such such JJ work_sfc3mik6snaw7buodbobenrsra 175 100 that that IN work_sfc3mik6snaw7buodbobenrsra 175 101 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 175 102 is be VBZ work_sfc3mik6snaw7buodbobenrsra 175 103 not not RB work_sfc3mik6snaw7buodbobenrsra 175 104 contained contain VBN work_sfc3mik6snaw7buodbobenrsra 175 105 in in IN work_sfc3mik6snaw7buodbobenrsra 175 106 w. w. NNP work_sfc3mik6snaw7buodbobenrsra 175 107 The the DT work_sfc3mik6snaw7buodbobenrsra 175 108 distance distance NN work_sfc3mik6snaw7buodbobenrsra 175 109 between between IN work_sfc3mik6snaw7buodbobenrsra 175 110 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 175 111 values value NNS work_sfc3mik6snaw7buodbobenrsra 175 112 x x NN work_sfc3mik6snaw7buodbobenrsra 175 113 and and CC work_sfc3mik6snaw7buodbobenrsra 175 114 y y NN work_sfc3mik6snaw7buodbobenrsra 175 115 for for IN work_sfc3mik6snaw7buodbobenrsra 175 116 Mi Mi NNP work_sfc3mik6snaw7buodbobenrsra 175 117 with with IN work_sfc3mik6snaw7buodbobenrsra 175 118 re- re- JJ work_sfc3mik6snaw7buodbobenrsra 175 119 spect spect NN work_sfc3mik6snaw7buodbobenrsra 175 120 to to TO work_sfc3mik6snaw7buodbobenrsra 175 121 attribute attribute VB work_sfc3mik6snaw7buodbobenrsra 175 122 Mj Mj NNP work_sfc3mik6snaw7buodbobenrsra 175 123 is be VBZ work_sfc3mik6snaw7buodbobenrsra 175 124 denoted denote VBN work_sfc3mik6snaw7buodbobenrsra 175 125 by by IN work_sfc3mik6snaw7buodbobenrsra 175 126 /j(x /j(x NNP work_sfc3mik6snaw7buodbobenrsra 175 127 , , , work_sfc3mik6snaw7buodbobenrsra 175 128 y y NNP work_sfc3mik6snaw7buodbobenrsra 175 129 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 175 130 and and CC work_sfc3mik6snaw7buodbobenrsra 175 131 is be VBZ work_sfc3mik6snaw7buodbobenrsra 175 132 given give VBN work_sfc3mik6snaw7buodbobenrsra 175 133 by by IN work_sfc3mik6snaw7buodbobenrsra 175 134 /jðx /jðx CD work_sfc3mik6snaw7buodbobenrsra 175 135 ; ; : work_sfc3mik6snaw7buodbobenrsra 175 136 yÞ¼ yÞ¼ NNP work_sfc3mik6snaw7buodbobenrsra 175 137 pðWjxÞþ pðwjxþþ ADD work_sfc3mik6snaw7buodbobenrsra 175 138 pð pð NNP work_sfc3mik6snaw7buodbobenrsra 175 139 � � NNP work_sfc3mik6snaw7buodbobenrsra 175 140 WjyÞ WjyÞ NNP work_sfc3mik6snaw7buodbobenrsra 175 141 � � NNP work_sfc3mik6snaw7buodbobenrsra 175 142 1 1 CD work_sfc3mik6snaw7buodbobenrsra 175 143 ð4Þ ð4Þ NNS work_sfc3mik6snaw7buodbobenrsra 175 144 where where WRB work_sfc3mik6snaw7buodbobenrsra 175 145 W w NN work_sfc3mik6snaw7buodbobenrsra 175 146 is be VBZ work_sfc3mik6snaw7buodbobenrsra 175 147 the the DT work_sfc3mik6snaw7buodbobenrsra 175 148 subset subset NN work_sfc3mik6snaw7buodbobenrsra 175 149 of of IN work_sfc3mik6snaw7buodbobenrsra 175 150 values value NNS work_sfc3mik6snaw7buodbobenrsra 175 151 of of IN work_sfc3mik6snaw7buodbobenrsra 175 152 Mj Mj NNP work_sfc3mik6snaw7buodbobenrsra 175 153 that that WDT work_sfc3mik6snaw7buodbobenrsra 175 154 maximizes maximize VBZ work_sfc3mik6snaw7buodbobenrsra 175 155 the the DT work_sfc3mik6snaw7buodbobenrsra 175 156 quantity quantity NN work_sfc3mik6snaw7buodbobenrsra 175 157 p(wjx p(wjx NN work_sfc3mik6snaw7buodbobenrsra 175 158 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 175 159 + + CC work_sfc3mik6snaw7buodbobenrsra 175 160 p( p( NNP work_sfc3mik6snaw7buodbobenrsra 175 161 � � NNP work_sfc3mik6snaw7buodbobenrsra 175 162 wjy wjy NN work_sfc3mik6snaw7buodbobenrsra 175 163 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 175 164 . . . work_sfc3mik6snaw7buodbobenrsra 176 1 The the DT work_sfc3mik6snaw7buodbobenrsra 176 2 distance distance NN work_sfc3mik6snaw7buodbobenrsra 176 3 between between IN work_sfc3mik6snaw7buodbobenrsra 176 4 x x NNP work_sfc3mik6snaw7buodbobenrsra 176 5 and and CC work_sfc3mik6snaw7buodbobenrsra 176 6 y y NNP work_sfc3mik6snaw7buodbobenrsra 176 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 176 8 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 176 9 with with IN work_sfc3mik6snaw7buodbobenrsra 176 10 respect respect NN work_sfc3mik6snaw7buodbobenrsra 176 11 to to IN work_sfc3mik6snaw7buodbobenrsra 176 12 every every DT work_sfc3mik6snaw7buodbobenrsra 176 13 other other JJ work_sfc3mik6snaw7buodbobenrsra 176 14 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 176 15 . . . work_sfc3mik6snaw7buodbobenrsra 177 1 The the DT work_sfc3mik6snaw7buodbobenrsra 177 2 average average JJ work_sfc3mik6snaw7buodbobenrsra 177 3 value value NN work_sfc3mik6snaw7buodbobenrsra 177 4 of of IN work_sfc3mik6snaw7buodbobenrsra 177 5 distances distance NNS work_sfc3mik6snaw7buodbobenrsra 177 6 will will MD work_sfc3mik6snaw7buodbobenrsra 177 7 be be VB work_sfc3mik6snaw7buodbobenrsra 177 8 the the DT work_sfc3mik6snaw7buodbobenrsra 177 9 distance distance NN work_sfc3mik6snaw7buodbobenrsra 177 10 /j(x /j(x . work_sfc3mik6snaw7buodbobenrsra 177 11 , , , work_sfc3mik6snaw7buodbobenrsra 177 12 y y NNP work_sfc3mik6snaw7buodbobenrsra 177 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 177 14 between between IN work_sfc3mik6snaw7buodbobenrsra 177 15 x x NNP work_sfc3mik6snaw7buodbobenrsra 177 16 and and CC work_sfc3mik6snaw7buodbobenrsra 177 17 y y NNP work_sfc3mik6snaw7buodbobenrsra 177 18 in in IN work_sfc3mik6snaw7buodbobenrsra 177 19 the the DT work_sfc3mik6snaw7buodbobenrsra 177 20 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 177 21 . . . work_sfc3mik6snaw7buodbobenrsra 178 1 The the DT work_sfc3mik6snaw7buodbobenrsra 178 2 average average JJ work_sfc3mik6snaw7buodbobenrsra 178 3 value value NN work_sfc3mik6snaw7buodbobenrsra 178 4 of of IN work_sfc3mik6snaw7buodbobenrsra 178 5 all all PDT work_sfc3mik6snaw7buodbobenrsra 178 6 the the DT work_sfc3mik6snaw7buodbobenrsra 178 7 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 178 8 values value NNS work_sfc3mik6snaw7buodbobenrsra 178 9 pair pair NN work_sfc3mik6snaw7buodbobenrsra 178 10 distances distance NNS work_sfc3mik6snaw7buodbobenrsra 178 11 is be VBZ work_sfc3mik6snaw7buodbobenrsra 178 12 taken take VBN work_sfc3mik6snaw7buodbobenrsra 178 13 as as IN work_sfc3mik6snaw7buodbobenrsra 178 14 the the DT work_sfc3mik6snaw7buodbobenrsra 178 15 signif- signif- JJ work_sfc3mik6snaw7buodbobenrsra 178 16 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 178 17 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 178 18 , , , work_sfc3mik6snaw7buodbobenrsra 178 19 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 178 20 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 178 21 / / SYM work_sfc3mik6snaw7buodbobenrsra 178 22 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 178 23 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 178 24 with with IN work_sfc3mik6snaw7buodbobenrsra 178 25 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 178 26 40 40 CD work_sfc3mik6snaw7buodbobenrsra 178 27 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 178 28 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 178 29 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 178 30 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 178 31 7447 7447 CD work_sfc3mik6snaw7buodbobenrsra 178 32 Author author NN work_sfc3mik6snaw7buodbobenrsra 178 33 's 's POS work_sfc3mik6snaw7buodbobenrsra 178 34 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 178 35 copy copy NN work_sfc3mik6snaw7buodbobenrsra 178 36 icance icance NN work_sfc3mik6snaw7buodbobenrsra 178 37 of of IN work_sfc3mik6snaw7buodbobenrsra 178 38 the the DT work_sfc3mik6snaw7buodbobenrsra 178 39 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 178 40 . . . work_sfc3mik6snaw7buodbobenrsra 179 1 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 179 2 2 2 CD work_sfc3mik6snaw7buodbobenrsra 179 3 shows show VBZ work_sfc3mik6snaw7buodbobenrsra 179 4 the the DT work_sfc3mik6snaw7buodbobenrsra 179 5 steps step NNS work_sfc3mik6snaw7buodbobenrsra 179 6 to to TO work_sfc3mik6snaw7buodbobenrsra 179 7 compute compute VB work_sfc3mik6snaw7buodbobenrsra 179 8 the the DT work_sfc3mik6snaw7buodbobenrsra 179 9 significance significance NN work_sfc3mik6snaw7buodbobenrsra 179 10 of of IN work_sfc3mik6snaw7buodbobenrsra 179 11 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 179 12 in in IN work_sfc3mik6snaw7buodbobenrsra 179 13 the the DT work_sfc3mik6snaw7buodbobenrsra 179 14 data datum NNS work_sfc3mik6snaw7buodbobenrsra 179 15 . . . work_sfc3mik6snaw7buodbobenrsra 180 1 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 180 2 2 2 CD work_sfc3mik6snaw7buodbobenrsra 180 3 . . . work_sfc3mik6snaw7buodbobenrsra 181 1 Computation computation NN work_sfc3mik6snaw7buodbobenrsra 181 2 of of IN work_sfc3mik6snaw7buodbobenrsra 181 3 significance significance NN work_sfc3mik6snaw7buodbobenrsra 181 4 of of IN work_sfc3mik6snaw7buodbobenrsra 181 5 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 181 6 Input input NN work_sfc3mik6snaw7buodbobenrsra 181 7 : : : work_sfc3mik6snaw7buodbobenrsra 181 8 D D NNP work_sfc3mik6snaw7buodbobenrsra 181 9 = = SYM work_sfc3mik6snaw7buodbobenrsra 181 10 Categorical Categorical NNP work_sfc3mik6snaw7buodbobenrsra 181 11 Dataset Dataset NNP work_sfc3mik6snaw7buodbobenrsra 181 12 , , , work_sfc3mik6snaw7buodbobenrsra 181 13 N n NN work_sfc3mik6snaw7buodbobenrsra 181 14 = = SYM work_sfc3mik6snaw7buodbobenrsra 181 15 data data NN work_sfc3mik6snaw7buodbobenrsra 181 16 objects object NNS work_sfc3mik6snaw7buodbobenrsra 181 17 , , , work_sfc3mik6snaw7buodbobenrsra 181 18 M M NNP work_sfc3mik6snaw7buodbobenrsra 181 19 = = SYM work_sfc3mik6snaw7buodbobenrsra 181 20 Set Set NNP work_sfc3mik6snaw7buodbobenrsra 181 21 of of IN work_sfc3mik6snaw7buodbobenrsra 181 22 Attributes Attributes NNPS work_sfc3mik6snaw7buodbobenrsra 181 23 in in IN work_sfc3mik6snaw7buodbobenrsra 181 24 the the DT work_sfc3mik6snaw7buodbobenrsra 181 25 data datum NNS work_sfc3mik6snaw7buodbobenrsra 181 26 , , , work_sfc3mik6snaw7buodbobenrsra 181 27 m m NNP work_sfc3mik6snaw7buodbobenrsra 181 28 = = SYM work_sfc3mik6snaw7buodbobenrsra 181 29 jMj jMj NNS work_sfc3mik6snaw7buodbobenrsra 181 30 = = SYM work_sfc3mik6snaw7buodbobenrsra 181 31 Number number NN work_sfc3mik6snaw7buodbobenrsra 181 32 of of IN work_sfc3mik6snaw7buodbobenrsra 181 33 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 181 34 in in IN work_sfc3mik6snaw7buodbobenrsra 181 35 the the DT work_sfc3mik6snaw7buodbobenrsra 181 36 data datum NNS work_sfc3mik6snaw7buodbobenrsra 181 37 Output Output NNP work_sfc3mik6snaw7buodbobenrsra 181 38 : : : work_sfc3mik6snaw7buodbobenrsra 181 39 S S NNP work_sfc3mik6snaw7buodbobenrsra 181 40 = = SYM work_sfc3mik6snaw7buodbobenrsra 181 41 Set set NN work_sfc3mik6snaw7buodbobenrsra 181 42 of of IN work_sfc3mik6snaw7buodbobenrsra 181 43 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 181 44 sorted sort VBN work_sfc3mik6snaw7buodbobenrsra 181 45 in in IN work_sfc3mik6snaw7buodbobenrsra 181 46 order order NN work_sfc3mik6snaw7buodbobenrsra 181 47 of of IN work_sfc3mik6snaw7buodbobenrsra 181 48 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 181 49 significance significance NN work_sfc3mik6snaw7buodbobenrsra 181 50 for for IN work_sfc3mik6snaw7buodbobenrsra 181 51 every every DT work_sfc3mik6snaw7buodbobenrsra 181 52 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 181 53 Mi Mi NNP work_sfc3mik6snaw7buodbobenrsra 181 54 do do VB work_sfc3mik6snaw7buodbobenrsra 181 55 for for IN work_sfc3mik6snaw7buodbobenrsra 181 56 every every DT work_sfc3mik6snaw7buodbobenrsra 181 57 pair pair NN work_sfc3mik6snaw7buodbobenrsra 181 58 of of IN work_sfc3mik6snaw7buodbobenrsra 181 59 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 181 60 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 181 61 values value NNS work_sfc3mik6snaw7buodbobenrsra 181 62 ðx ðx VBP work_sfc3mik6snaw7buodbobenrsra 181 63 ; ; : work_sfc3mik6snaw7buodbobenrsra 181 64 yÞ yÞ NNP work_sfc3mik6snaw7buodbobenrsra 181 65 do do VBP work_sfc3mik6snaw7buodbobenrsra 181 66 Sum Sum NNP work_sfc3mik6snaw7buodbobenrsra 181 67 = = SYM work_sfc3mik6snaw7buodbobenrsra 181 68 0 0 CD work_sfc3mik6snaw7buodbobenrsra 181 69 for for IN work_sfc3mik6snaw7buodbobenrsra 181 70 every every DT work_sfc3mik6snaw7buodbobenrsra 181 71 other other JJ work_sfc3mik6snaw7buodbobenrsra 181 72 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 181 73 Mj Mj NNP work_sfc3mik6snaw7buodbobenrsra 181 74 do do VB work_sfc3mik6snaw7buodbobenrsra 181 75 /jðx /jðx CD work_sfc3mik6snaw7buodbobenrsra 181 76 ; ; : work_sfc3mik6snaw7buodbobenrsra 181 77 yÞ¼ yÞ¼ NNP work_sfc3mik6snaw7buodbobenrsra 181 78 maxðpðwjxÞþ maxðpðwjxÞþ NFP work_sfc3mik6snaw7buodbobenrsra 181 79 pyi pyi IN work_sfc3mik6snaw7buodbobenrsra 181 80 ðwjyÞ ðwjyþ PRP work_sfc3mik6snaw7buodbobenrsra 181 81 � � NNP work_sfc3mik6snaw7buodbobenrsra 181 82 1 1 CD work_sfc3mik6snaw7buodbobenrsra 181 83 where where WRB work_sfc3mik6snaw7buodbobenrsra 181 84 w w NNP work_sfc3mik6snaw7buodbobenrsra 181 85 is be VBZ work_sfc3mik6snaw7buodbobenrsra 181 86 subset subset NN work_sfc3mik6snaw7buodbobenrsra 181 87 of of IN work_sfc3mik6snaw7buodbobenrsra 181 88 jth jth NNP work_sfc3mik6snaw7buodbobenrsra 181 89 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 181 90 values value NNS work_sfc3mik6snaw7buodbobenrsra 181 91 Sum Sum NNP work_sfc3mik6snaw7buodbobenrsra 181 92 = = SYM work_sfc3mik6snaw7buodbobenrsra 181 93 Sum Sum NNP work_sfc3mik6snaw7buodbobenrsra 181 94 + + SYM work_sfc3mik6snaw7buodbobenrsra 181 95 /j(x /j(x NNP work_sfc3mik6snaw7buodbobenrsra 181 96 , , , work_sfc3mik6snaw7buodbobenrsra 181 97 y y NNP work_sfc3mik6snaw7buodbobenrsra 181 98 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 181 99 end end NN work_sfc3mik6snaw7buodbobenrsra 181 100 for for IN work_sfc3mik6snaw7buodbobenrsra 181 101 Distance Distance NNP work_sfc3mik6snaw7buodbobenrsra 181 102 /(x /(x NNP work_sfc3mik6snaw7buodbobenrsra 181 103 , , , work_sfc3mik6snaw7buodbobenrsra 181 104 y y NNP work_sfc3mik6snaw7buodbobenrsra 181 105 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 181 106 between between IN work_sfc3mik6snaw7buodbobenrsra 181 107 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 181 108 values value NNS work_sfc3mik6snaw7buodbobenrsra 181 109 ðx ðx VBP work_sfc3mik6snaw7buodbobenrsra 181 110 ; ; : work_sfc3mik6snaw7buodbobenrsra 181 111 yÞ¼ yÞ¼ : work_sfc3mik6snaw7buodbobenrsra 181 112 Sumðm sumðm JJ work_sfc3mik6snaw7buodbobenrsra 181 113 � � NNP work_sfc3mik6snaw7buodbobenrsra 181 114 1Þ 1þ NN work_sfc3mik6snaw7buodbobenrsra 181 115 end end NN work_sfc3mik6snaw7buodbobenrsra 181 116 for for IN work_sfc3mik6snaw7buodbobenrsra 181 117 The the DT work_sfc3mik6snaw7buodbobenrsra 181 118 average average JJ work_sfc3mik6snaw7buodbobenrsra 181 119 value value NN work_sfc3mik6snaw7buodbobenrsra 181 120 of of IN work_sfc3mik6snaw7buodbobenrsra 181 121 all all PDT work_sfc3mik6snaw7buodbobenrsra 181 122 the the DT work_sfc3mik6snaw7buodbobenrsra 181 123 pair pair NN work_sfc3mik6snaw7buodbobenrsra 181 124 distances distance NNS work_sfc3mik6snaw7buodbobenrsra 181 125 is be VBZ work_sfc3mik6snaw7buodbobenrsra 181 126 taken take VBN work_sfc3mik6snaw7buodbobenrsra 181 127 as as IN work_sfc3mik6snaw7buodbobenrsra 181 128 the the DT work_sfc3mik6snaw7buodbobenrsra 181 129 significance significance NN work_sfc3mik6snaw7buodbobenrsra 181 130 of of IN work_sfc3mik6snaw7buodbobenrsra 181 131 the the DT work_sfc3mik6snaw7buodbobenrsra 181 132 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 181 133 . . . work_sfc3mik6snaw7buodbobenrsra 182 1 end end VB work_sfc3mik6snaw7buodbobenrsra 182 2 for for IN work_sfc3mik6snaw7buodbobenrsra 182 3 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 182 4 provide provide VBP work_sfc3mik6snaw7buodbobenrsra 182 5 an an DT work_sfc3mik6snaw7buodbobenrsra 182 6 example example NN work_sfc3mik6snaw7buodbobenrsra 182 7 below below RB work_sfc3mik6snaw7buodbobenrsra 182 8 to to TO work_sfc3mik6snaw7buodbobenrsra 182 9 illustrate illustrate VB work_sfc3mik6snaw7buodbobenrsra 182 10 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 182 11 2 2 CD work_sfc3mik6snaw7buodbobenrsra 182 12 . . . work_sfc3mik6snaw7buodbobenrsra 183 1 Con- Con- NNP work_sfc3mik6snaw7buodbobenrsra 183 2 sider sider NN work_sfc3mik6snaw7buodbobenrsra 183 3 a a DT work_sfc3mik6snaw7buodbobenrsra 183 4 pure pure JJ work_sfc3mik6snaw7buodbobenrsra 183 5 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 183 6 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 183 7 with with IN work_sfc3mik6snaw7buodbobenrsra 183 8 three three CD work_sfc3mik6snaw7buodbobenrsra 183 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 183 10 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 183 11 , , , work_sfc3mik6snaw7buodbobenrsra 183 12 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 183 13 and and CC work_sfc3mik6snaw7buodbobenrsra 183 14 M3 M3 NNP work_sfc3mik6snaw7buodbobenrsra 183 15 as as IN work_sfc3mik6snaw7buodbobenrsra 183 16 shown show VBN work_sfc3mik6snaw7buodbobenrsra 183 17 in in IN work_sfc3mik6snaw7buodbobenrsra 183 18 Table table NN work_sfc3mik6snaw7buodbobenrsra 183 19 1 1 CD work_sfc3mik6snaw7buodbobenrsra 183 20 . . . work_sfc3mik6snaw7buodbobenrsra 184 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 184 2 compute compute VBP work_sfc3mik6snaw7buodbobenrsra 184 3 the the DT work_sfc3mik6snaw7buodbobenrsra 184 4 significance significance NN work_sfc3mik6snaw7buodbobenrsra 184 5 of of IN work_sfc3mik6snaw7buodbobenrsra 184 6 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 184 7 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 184 8 by by IN work_sfc3mik6snaw7buodbobenrsra 184 9 calculating calculate VBG work_sfc3mik6snaw7buodbobenrsra 184 10 the the DT work_sfc3mik6snaw7buodbobenrsra 184 11 distance distance NN work_sfc3mik6snaw7buodbobenrsra 184 12 of of IN work_sfc3mik6snaw7buodbobenrsra 184 13 each each DT work_sfc3mik6snaw7buodbobenrsra 184 14 pair pair NN work_sfc3mik6snaw7buodbobenrsra 184 15 of of IN work_sfc3mik6snaw7buodbobenrsra 184 16 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 184 17 value value NN work_sfc3mik6snaw7buodbobenrsra 184 18 with with IN work_sfc3mik6snaw7buodbobenrsra 184 19 respect respect NN work_sfc3mik6snaw7buodbobenrsra 184 20 to to IN work_sfc3mik6snaw7buodbobenrsra 184 21 every every DT work_sfc3mik6snaw7buodbobenrsra 184 22 other other JJ work_sfc3mik6snaw7buodbobenrsra 184 23 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 184 24 . . . work_sfc3mik6snaw7buodbobenrsra 185 1 In in IN work_sfc3mik6snaw7buodbobenrsra 185 2 this this DT work_sfc3mik6snaw7buodbobenrsra 185 3 case case NN work_sfc3mik6snaw7buodbobenrsra 185 4 there there EX work_sfc3mik6snaw7buodbobenrsra 185 5 is be VBZ work_sfc3mik6snaw7buodbobenrsra 185 6 only only RB work_sfc3mik6snaw7buodbobenrsra 185 7 one one CD work_sfc3mik6snaw7buodbobenrsra 185 8 pair pair NN work_sfc3mik6snaw7buodbobenrsra 185 9 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 185 10 L l NN work_sfc3mik6snaw7buodbobenrsra 185 11 , , , work_sfc3mik6snaw7buodbobenrsra 185 12 T T NNP work_sfc3mik6snaw7buodbobenrsra 185 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 185 14 , , , work_sfc3mik6snaw7buodbobenrsra 185 15 therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 185 16 ; ; : work_sfc3mik6snaw7buodbobenrsra 185 17 The the DT work_sfc3mik6snaw7buodbobenrsra 185 18 distance distance NN work_sfc3mik6snaw7buodbobenrsra 185 19 between between IN work_sfc3mik6snaw7buodbobenrsra 185 20 L l NN work_sfc3mik6snaw7buodbobenrsra 185 21 and and CC work_sfc3mik6snaw7buodbobenrsra 185 22 T T NNP work_sfc3mik6snaw7buodbobenrsra 185 23 with with IN work_sfc3mik6snaw7buodbobenrsra 185 24 respect respect NN work_sfc3mik6snaw7buodbobenrsra 185 25 to to IN work_sfc3mik6snaw7buodbobenrsra 185 26 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 185 27 is be VBZ work_sfc3mik6snaw7buodbobenrsra 185 28 : : : work_sfc3mik6snaw7buodbobenrsra 185 29 maxðpðWjLÞþpð maxðpðWjLÞþpð NNP work_sfc3mik6snaw7buodbobenrsra 185 30 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 31 WjTÞ WjTÞ NNP work_sfc3mik6snaw7buodbobenrsra 185 32 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 33 1Þ¼pðCjLÞþpð 1þ¼pðcjlþþpð CD work_sfc3mik6snaw7buodbobenrsra 185 34 � � JJ work_sfc3mik6snaw7buodbobenrsra 185 35 CjTÞ cjtþ NN work_sfc3mik6snaw7buodbobenrsra 185 36 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 37 1¼1þ 1¼1þ CD work_sfc3mik6snaw7buodbobenrsra 185 38 2 2 CD work_sfc3mik6snaw7buodbobenrsra 185 39 3 3 CD work_sfc3mik6snaw7buodbobenrsra 185 40 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 41 1¼ 1¼ CD work_sfc3mik6snaw7buodbobenrsra 185 42 2 2 CD work_sfc3mik6snaw7buodbobenrsra 185 43 3 3 CD work_sfc3mik6snaw7buodbobenrsra 185 44 where where WRB work_sfc3mik6snaw7buodbobenrsra 185 45 W w NN work_sfc3mik6snaw7buodbobenrsra 185 46 is be VBZ work_sfc3mik6snaw7buodbobenrsra 185 47 the the DT work_sfc3mik6snaw7buodbobenrsra 185 48 subset subset NN work_sfc3mik6snaw7buodbobenrsra 185 49 of of IN work_sfc3mik6snaw7buodbobenrsra 185 50 values value NNS work_sfc3mik6snaw7buodbobenrsra 185 51 of of IN work_sfc3mik6snaw7buodbobenrsra 185 52 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 185 53 Similarly Similarly NNP work_sfc3mik6snaw7buodbobenrsra 185 54 , , , work_sfc3mik6snaw7buodbobenrsra 185 55 the the DT work_sfc3mik6snaw7buodbobenrsra 185 56 distance distance NN work_sfc3mik6snaw7buodbobenrsra 185 57 between between IN work_sfc3mik6snaw7buodbobenrsra 185 58 L L NNP work_sfc3mik6snaw7buodbobenrsra 185 59 and and CC work_sfc3mik6snaw7buodbobenrsra 185 60 T T NNP work_sfc3mik6snaw7buodbobenrsra 185 61 with with IN work_sfc3mik6snaw7buodbobenrsra 185 62 respect respect NN work_sfc3mik6snaw7buodbobenrsra 185 63 to to IN work_sfc3mik6snaw7buodbobenrsra 185 64 M3 M3 NNP work_sfc3mik6snaw7buodbobenrsra 185 65 is be VBZ work_sfc3mik6snaw7buodbobenrsra 185 66 : : : work_sfc3mik6snaw7buodbobenrsra 185 67 maxðpðWjLÞþpð maxðpðWjLÞþpð NNP work_sfc3mik6snaw7buodbobenrsra 185 68 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 69 WjTÞ WjTÞ NNP work_sfc3mik6snaw7buodbobenrsra 185 70 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 71 1Þ¼pðEjLÞþpð 1þ¼pðejlþþpð CD work_sfc3mik6snaw7buodbobenrsra 185 72 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 73 EjTÞ EjTÞ NNP work_sfc3mik6snaw7buodbobenrsra 185 74 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 75 1¼1þ 1¼1þ CD work_sfc3mik6snaw7buodbobenrsra 185 76 1 1 CD work_sfc3mik6snaw7buodbobenrsra 185 77 2 2 CD work_sfc3mik6snaw7buodbobenrsra 185 78 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 79 1¼ 1¼ CD work_sfc3mik6snaw7buodbobenrsra 185 80 1 1 CD work_sfc3mik6snaw7buodbobenrsra 185 81 2 2 CD work_sfc3mik6snaw7buodbobenrsra 185 82 The the DT work_sfc3mik6snaw7buodbobenrsra 185 83 average average JJ work_sfc3mik6snaw7buodbobenrsra 185 84 distance distance NN work_sfc3mik6snaw7buodbobenrsra 185 85 between between IN work_sfc3mik6snaw7buodbobenrsra 185 86 L L NNP work_sfc3mik6snaw7buodbobenrsra 185 87 and and CC work_sfc3mik6snaw7buodbobenrsra 185 88 T T NNP work_sfc3mik6snaw7buodbobenrsra 185 89 is be VBZ work_sfc3mik6snaw7buodbobenrsra 185 90 : : : work_sfc3mik6snaw7buodbobenrsra 185 91 /ðL /ðL NFP work_sfc3mik6snaw7buodbobenrsra 185 92 ; ; : work_sfc3mik6snaw7buodbobenrsra 185 93 TÞ¼ tþ¼ ADD work_sfc3mik6snaw7buodbobenrsra 185 94 1 1 CD work_sfc3mik6snaw7buodbobenrsra 185 95 2 2 CD work_sfc3mik6snaw7buodbobenrsra 185 96 2 2 CD work_sfc3mik6snaw7buodbobenrsra 185 97 3 3 CD work_sfc3mik6snaw7buodbobenrsra 185 98 þ þ NN work_sfc3mik6snaw7buodbobenrsra 185 99 1 1 CD work_sfc3mik6snaw7buodbobenrsra 185 100 2 2 CD work_sfc3mik6snaw7buodbobenrsra 185 101 � � NNP work_sfc3mik6snaw7buodbobenrsra 185 102 � � . work_sfc3mik6snaw7buodbobenrsra 185 103 ¼ ¼ JJ work_sfc3mik6snaw7buodbobenrsra 185 104 0:58 0:58 CD work_sfc3mik6snaw7buodbobenrsra 185 105 As as IN work_sfc3mik6snaw7buodbobenrsra 185 106 there there EX work_sfc3mik6snaw7buodbobenrsra 185 107 is be VBZ work_sfc3mik6snaw7buodbobenrsra 185 108 only only RB work_sfc3mik6snaw7buodbobenrsra 185 109 one one CD work_sfc3mik6snaw7buodbobenrsra 185 110 pair pair NN work_sfc3mik6snaw7buodbobenrsra 185 111 of of IN work_sfc3mik6snaw7buodbobenrsra 185 112 values value NNS work_sfc3mik6snaw7buodbobenrsra 185 113 in in IN work_sfc3mik6snaw7buodbobenrsra 185 114 the the DT work_sfc3mik6snaw7buodbobenrsra 185 115 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 185 116 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 185 117 , , , work_sfc3mik6snaw7buodbobenrsra 185 118 the the DT work_sfc3mik6snaw7buodbobenrsra 185 119 signif- signif- JJ work_sfc3mik6snaw7buodbobenrsra 185 120 icance icance NN work_sfc3mik6snaw7buodbobenrsra 185 121 of of IN work_sfc3mik6snaw7buodbobenrsra 185 122 attribute attribute NNP work_sfc3mik6snaw7buodbobenrsra 185 123 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 185 124 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 185 125 i.e. i.e. FW work_sfc3mik6snaw7buodbobenrsra 186 1 the the DT work_sfc3mik6snaw7buodbobenrsra 186 2 average average NN work_sfc3mik6snaw7buodbobenrsra 186 3 of of IN work_sfc3mik6snaw7buodbobenrsra 186 4 distances distance NNS work_sfc3mik6snaw7buodbobenrsra 186 5 of of IN work_sfc3mik6snaw7buodbobenrsra 186 6 all all DT work_sfc3mik6snaw7buodbobenrsra 186 7 pairs pair NNS work_sfc3mik6snaw7buodbobenrsra 186 8 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 186 9 = = SYM work_sfc3mik6snaw7buodbobenrsra 186 10 0.58 0.58 CD work_sfc3mik6snaw7buodbobenrsra 186 11 . . . work_sfc3mik6snaw7buodbobenrsra 187 1 This this DT work_sfc3mik6snaw7buodbobenrsra 187 2 method method NN work_sfc3mik6snaw7buodbobenrsra 187 3 to to TO work_sfc3mik6snaw7buodbobenrsra 187 4 compute compute VB work_sfc3mik6snaw7buodbobenrsra 187 5 significance significance NN work_sfc3mik6snaw7buodbobenrsra 187 6 of of IN work_sfc3mik6snaw7buodbobenrsra 187 7 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 187 8 has have VBZ work_sfc3mik6snaw7buodbobenrsra 187 9 been be VBN work_sfc3mik6snaw7buodbobenrsra 187 10 used use VBN work_sfc3mik6snaw7buodbobenrsra 187 11 in in IN work_sfc3mik6snaw7buodbobenrsra 187 12 various various JJ work_sfc3mik6snaw7buodbobenrsra 187 13 K K NNP work_sfc3mik6snaw7buodbobenrsra 187 14 - - HYPH work_sfc3mik6snaw7buodbobenrsra 187 15 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 187 16 type type NN work_sfc3mik6snaw7buodbobenrsra 187 17 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 187 18 algorithms algorithm NNS work_sfc3mik6snaw7buodbobenrsra 187 19 for for IN work_sfc3mik6snaw7buodbobenrsra 187 20 mixed mixed JJ work_sfc3mik6snaw7buodbobenrsra 187 21 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 187 22 and and CC work_sfc3mik6snaw7buodbobenrsra 187 23 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 187 24 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 187 25 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 187 26 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 187 27 & & CC work_sfc3mik6snaw7buodbobenrsra 187 28 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 187 29 , , , work_sfc3mik6snaw7buodbobenrsra 187 30 2007a 2007a CD work_sfc3mik6snaw7buodbobenrsra 187 31 , , , work_sfc3mik6snaw7buodbobenrsra 187 32 2007b 2007b CD work_sfc3mik6snaw7buodbobenrsra 187 33 , , , work_sfc3mik6snaw7buodbobenrsra 187 34 2011 2011 CD work_sfc3mik6snaw7buodbobenrsra 187 35 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 187 36 . . . work_sfc3mik6snaw7buodbobenrsra 188 1 Gen- Gen- NNP work_sfc3mik6snaw7buodbobenrsra 188 2 erally erally RB work_sfc3mik6snaw7buodbobenrsra 188 3 the the DT work_sfc3mik6snaw7buodbobenrsra 188 4 cost cost NN work_sfc3mik6snaw7buodbobenrsra 188 5 function function NN work_sfc3mik6snaw7buodbobenrsra 188 6 of of IN work_sfc3mik6snaw7buodbobenrsra 188 7 K K NNP work_sfc3mik6snaw7buodbobenrsra 188 8 - - HYPH work_sfc3mik6snaw7buodbobenrsra 188 9 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 188 10 type type NN work_sfc3mik6snaw7buodbobenrsra 188 11 algorithm algorithm NNS work_sfc3mik6snaw7buodbobenrsra 188 12 give give VBP work_sfc3mik6snaw7buodbobenrsra 188 13 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 188 14 importance importance NN work_sfc3mik6snaw7buodbobenrsra 188 15 to to IN work_sfc3mik6snaw7buodbobenrsra 188 16 all all PDT work_sfc3mik6snaw7buodbobenrsra 188 17 the the DT work_sfc3mik6snaw7buodbobenrsra 188 18 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 188 19 . . . work_sfc3mik6snaw7buodbobenrsra 189 1 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 189 2 and and CC work_sfc3mik6snaw7buodbobenrsra 189 3 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 189 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 189 5 2007a 2007a CD work_sfc3mik6snaw7buodbobenrsra 189 6 , , , work_sfc3mik6snaw7buodbobenrsra 189 7 2007b 2007b CD work_sfc3mik6snaw7buodbobenrsra 189 8 , , , work_sfc3mik6snaw7buodbobenrsra 189 9 2011 2011 CD work_sfc3mik6snaw7buodbobenrsra 189 10 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 189 11 show show VBP work_sfc3mik6snaw7buodbobenrsra 189 12 that that IN work_sfc3mik6snaw7buodbobenrsra 189 13 with with IN work_sfc3mik6snaw7buodbobenrsra 189 14 incorporating incorporate VBG work_sfc3mik6snaw7buodbobenrsra 189 15 these these DT work_sfc3mik6snaw7buodbobenrsra 189 16 significance significance NN work_sfc3mik6snaw7buodbobenrsra 189 17 of of IN work_sfc3mik6snaw7buodbobenrsra 189 18 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 189 19 in in IN work_sfc3mik6snaw7buodbobenrsra 189 20 the the DT work_sfc3mik6snaw7buodbobenrsra 189 21 cost cost NN work_sfc3mik6snaw7buodbobenrsra 189 22 function function NN work_sfc3mik6snaw7buodbobenrsra 189 23 , , , work_sfc3mik6snaw7buodbobenrsra 189 24 better well JJR work_sfc3mik6snaw7buodbobenrsra 189 25 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 189 26 results result NNS work_sfc3mik6snaw7buodbobenrsra 189 27 can can MD work_sfc3mik6snaw7buodbobenrsra 189 28 be be VB work_sfc3mik6snaw7buodbobenrsra 189 29 achieved achieve VBN work_sfc3mik6snaw7buodbobenrsra 189 30 . . . work_sfc3mik6snaw7buodbobenrsra 190 1 Ji Ji NNP work_sfc3mik6snaw7buodbobenrsra 190 2 , , , work_sfc3mik6snaw7buodbobenrsra 190 3 Pang Pang NNP work_sfc3mik6snaw7buodbobenrsra 190 4 , , , work_sfc3mik6snaw7buodbobenrsra 190 5 Zhou Zhou NNP work_sfc3mik6snaw7buodbobenrsra 190 6 , , , work_sfc3mik6snaw7buodbobenrsra 190 7 Han Han NNP work_sfc3mik6snaw7buodbobenrsra 190 8 , , , work_sfc3mik6snaw7buodbobenrsra 190 9 and and CC work_sfc3mik6snaw7buodbobenrsra 190 10 Wang Wang NNP work_sfc3mik6snaw7buodbobenrsra 190 11 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 190 12 2012 2012 CD work_sfc3mik6snaw7buodbobenrsra 190 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 190 14 show show VBP work_sfc3mik6snaw7buodbobenrsra 190 15 that that IN work_sfc3mik6snaw7buodbobenrsra 190 16 this this DT work_sfc3mik6snaw7buodbobenrsra 190 17 approach approach NN work_sfc3mik6snaw7buodbobenrsra 190 18 is be VBZ work_sfc3mik6snaw7buodbobenrsra 190 19 also also RB work_sfc3mik6snaw7buodbobenrsra 190 20 useful useful JJ work_sfc3mik6snaw7buodbobenrsra 190 21 for for IN work_sfc3mik6snaw7buodbobenrsra 190 22 fuzzy fuzzy JJ work_sfc3mik6snaw7buodbobenrsra 190 23 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 190 24 of of IN work_sfc3mik6snaw7buodbobenrsra 190 25 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 190 26 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 190 27 . . . work_sfc3mik6snaw7buodbobenrsra 191 1 In in IN work_sfc3mik6snaw7buodbobenrsra 191 2 this this DT work_sfc3mik6snaw7buodbobenrsra 191 3 paper paper NN work_sfc3mik6snaw7buodbobenrsra 191 4 , , , work_sfc3mik6snaw7buodbobenrsra 191 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 191 6 will will MD work_sfc3mik6snaw7buodbobenrsra 191 7 use use VB work_sfc3mik6snaw7buodbobenrsra 191 8 this this DT work_sfc3mik6snaw7buodbobenrsra 191 9 approach approach NN work_sfc3mik6snaw7buodbobenrsra 191 10 to to TO work_sfc3mik6snaw7buodbobenrsra 191 11 select select VB work_sfc3mik6snaw7buodbobenrsra 191 12 the the DT work_sfc3mik6snaw7buodbobenrsra 191 13 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 191 14 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 191 15 from from IN work_sfc3mik6snaw7buodbobenrsra 191 16 the the DT work_sfc3mik6snaw7buodbobenrsra 191 17 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 191 18 . . . work_sfc3mik6snaw7buodbobenrsra 192 1 4.4 4.4 CD work_sfc3mik6snaw7buodbobenrsra 192 2 . . . work_sfc3mik6snaw7buodbobenrsra 193 1 Computation computation NN work_sfc3mik6snaw7buodbobenrsra 193 2 of of IN work_sfc3mik6snaw7buodbobenrsra 193 3 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 193 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 193 5 centers center NNS work_sfc3mik6snaw7buodbobenrsra 193 6 In in IN work_sfc3mik6snaw7buodbobenrsra 193 7 the the DT work_sfc3mik6snaw7buodbobenrsra 193 8 preceding precede VBG work_sfc3mik6snaw7buodbobenrsra 193 9 sections section NNS work_sfc3mik6snaw7buodbobenrsra 193 10 , , , work_sfc3mik6snaw7buodbobenrsra 193 11 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 193 12 discussed discuss VBD work_sfc3mik6snaw7buodbobenrsra 193 13 three three CD work_sfc3mik6snaw7buodbobenrsra 193 14 methods method NNS work_sfc3mik6snaw7buodbobenrsra 193 15 of of IN work_sfc3mik6snaw7buodbobenrsra 193 16 choos- choos- JJ work_sfc3mik6snaw7buodbobenrsra 193 17 ing ing NN work_sfc3mik6snaw7buodbobenrsra 193 18 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 193 19 that that WDT work_sfc3mik6snaw7buodbobenrsra 193 20 can can MD work_sfc3mik6snaw7buodbobenrsra 193 21 be be VB work_sfc3mik6snaw7buodbobenrsra 193 22 used use VBN work_sfc3mik6snaw7buodbobenrsra 193 23 for for IN work_sfc3mik6snaw7buodbobenrsra 193 24 computation computation NN work_sfc3mik6snaw7buodbobenrsra 193 25 of of IN work_sfc3mik6snaw7buodbobenrsra 193 26 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 193 27 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 193 28 centers center NNS work_sfc3mik6snaw7buodbobenrsra 193 29 . . . work_sfc3mik6snaw7buodbobenrsra 194 1 The the DT work_sfc3mik6snaw7buodbobenrsra 194 2 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 194 3 approach approach NN work_sfc3mik6snaw7buodbobenrsra 194 4 chooses choose VBZ work_sfc3mik6snaw7buodbobenrsra 194 5 all all PDT work_sfc3mik6snaw7buodbobenrsra 194 6 the the DT work_sfc3mik6snaw7buodbobenrsra 194 7 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 194 8 whereas whereas IN work_sfc3mik6snaw7buodbobenrsra 194 9 the the DT work_sfc3mik6snaw7buodbobenrsra 194 10 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 194 11 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 194 12 approach approach NN work_sfc3mik6snaw7buodbobenrsra 194 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 194 14 see see VB work_sfc3mik6snaw7buodbobenrsra 194 15 Section Section NNP work_sfc3mik6snaw7buodbobenrsra 194 16 4.2 4.2 CD work_sfc3mik6snaw7buodbobenrsra 194 17 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 194 18 has have VBZ work_sfc3mik6snaw7buodbobenrsra 194 19 the the DT work_sfc3mik6snaw7buodbobenrsra 194 20 ability ability NN work_sfc3mik6snaw7buodbobenrsra 194 21 to to TO work_sfc3mik6snaw7buodbobenrsra 194 22 choose choose VB work_sfc3mik6snaw7buodbobenrsra 194 23 fewer few JJR work_sfc3mik6snaw7buodbobenrsra 194 24 number number NN work_sfc3mik6snaw7buodbobenrsra 194 25 of of IN work_sfc3mik6snaw7buodbobenrsra 194 26 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 194 27 depending depend VBG work_sfc3mik6snaw7buodbobenrsra 194 28 upon upon IN work_sfc3mik6snaw7buodbobenrsra 194 29 the the DT work_sfc3mik6snaw7buodbobenrsra 194 30 distribu- distribu- JJ work_sfc3mik6snaw7buodbobenrsra 194 31 tion tion NN work_sfc3mik6snaw7buodbobenrsra 194 32 of of IN work_sfc3mik6snaw7buodbobenrsra 194 33 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 194 34 values value NNS work_sfc3mik6snaw7buodbobenrsra 194 35 in in IN work_sfc3mik6snaw7buodbobenrsra 194 36 different different JJ work_sfc3mik6snaw7buodbobenrsra 194 37 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 194 38 in in IN work_sfc3mik6snaw7buodbobenrsra 194 39 the the DT work_sfc3mik6snaw7buodbobenrsra 194 40 data datum NNS work_sfc3mik6snaw7buodbobenrsra 194 41 . . . work_sfc3mik6snaw7buodbobenrsra 195 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 195 2 will will MD work_sfc3mik6snaw7buodbobenrsra 195 3 discuss discuss VB work_sfc3mik6snaw7buodbobenrsra 195 4 the the DT work_sfc3mik6snaw7buodbobenrsra 195 5 potential potential JJ work_sfc3mik6snaw7buodbobenrsra 195 6 problem problem NN work_sfc3mik6snaw7buodbobenrsra 195 7 of of IN work_sfc3mik6snaw7buodbobenrsra 195 8 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 195 9 all all PDT work_sfc3mik6snaw7buodbobenrsra 195 10 the the DT work_sfc3mik6snaw7buodbobenrsra 195 11 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 195 12 in in IN work_sfc3mik6snaw7buodbobenrsra 195 13 Sec- Sec- NNP work_sfc3mik6snaw7buodbobenrsra 195 14 tion tion NN work_sfc3mik6snaw7buodbobenrsra 195 15 5.3 5.3 CD work_sfc3mik6snaw7buodbobenrsra 195 16 . . . work_sfc3mik6snaw7buodbobenrsra 196 1 The the DT work_sfc3mik6snaw7buodbobenrsra 196 2 method method NN work_sfc3mik6snaw7buodbobenrsra 196 3 to to TO work_sfc3mik6snaw7buodbobenrsra 196 4 compute compute VB work_sfc3mik6snaw7buodbobenrsra 196 5 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 196 6 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 196 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 196 8 see see VB work_sfc3mik6snaw7buodbobenrsra 196 9 Sec- Sec- NNP work_sfc3mik6snaw7buodbobenrsra 196 10 tion tion NN work_sfc3mik6snaw7buodbobenrsra 196 11 4.3 4.3 CD work_sfc3mik6snaw7buodbobenrsra 196 12 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 196 13 provides provide VBZ work_sfc3mik6snaw7buodbobenrsra 196 14 a a DT work_sfc3mik6snaw7buodbobenrsra 196 15 ranking ranking NN work_sfc3mik6snaw7buodbobenrsra 196 16 of of IN work_sfc3mik6snaw7buodbobenrsra 196 17 all all PDT work_sfc3mik6snaw7buodbobenrsra 196 18 the the DT work_sfc3mik6snaw7buodbobenrsra 196 19 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 196 20 in in IN work_sfc3mik6snaw7buodbobenrsra 196 21 order order NN work_sfc3mik6snaw7buodbobenrsra 196 22 of of IN work_sfc3mik6snaw7buodbobenrsra 196 23 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 196 24 significance significance NN work_sfc3mik6snaw7buodbobenrsra 196 25 in in IN work_sfc3mik6snaw7buodbobenrsra 196 26 the the DT work_sfc3mik6snaw7buodbobenrsra 196 27 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 196 28 . . . work_sfc3mik6snaw7buodbobenrsra 197 1 However however RB work_sfc3mik6snaw7buodbobenrsra 197 2 , , , work_sfc3mik6snaw7buodbobenrsra 197 3 there there EX work_sfc3mik6snaw7buodbobenrsra 197 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 197 5 no no DT work_sfc3mik6snaw7buodbobenrsra 197 6 straight straight RB work_sfc3mik6snaw7buodbobenrsra 197 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 197 8 forward forward NN work_sfc3mik6snaw7buodbobenrsra 197 9 way way NN work_sfc3mik6snaw7buodbobenrsra 197 10 to to TO work_sfc3mik6snaw7buodbobenrsra 197 11 choose choose VB work_sfc3mik6snaw7buodbobenrsra 197 12 the the DT work_sfc3mik6snaw7buodbobenrsra 197 13 most most RBS work_sfc3mik6snaw7buodbobenrsra 197 14 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 197 15 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 197 16 in in IN work_sfc3mik6snaw7buodbobenrsra 197 17 the the DT work_sfc3mik6snaw7buodbobenrsra 197 18 data datum NNS work_sfc3mik6snaw7buodbobenrsra 197 19 except except IN work_sfc3mik6snaw7buodbobenrsra 197 20 to to TO work_sfc3mik6snaw7buodbobenrsra 197 21 use use VB work_sfc3mik6snaw7buodbobenrsra 197 22 a a DT work_sfc3mik6snaw7buodbobenrsra 197 23 arbitrary arbitrary JJ work_sfc3mik6snaw7buodbobenrsra 197 24 cut cut VBN work_sfc3mik6snaw7buodbobenrsra 197 25 - - HYPH work_sfc3mik6snaw7buodbobenrsra 197 26 off off RP work_sfc3mik6snaw7buodbobenrsra 197 27 value value NN work_sfc3mik6snaw7buodbobenrsra 197 28 . . . work_sfc3mik6snaw7buodbobenrsra 198 1 For for IN work_sfc3mik6snaw7buodbobenrsra 198 2 the the DT work_sfc3mik6snaw7buodbobenrsra 198 3 experimentation experimentation NN work_sfc3mik6snaw7buodbobenrsra 198 4 , , , work_sfc3mik6snaw7buodbobenrsra 198 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 198 6 choose choose VBP work_sfc3mik6snaw7buodbobenrsra 198 7 the the DT work_sfc3mik6snaw7buodbobenrsra 198 8 number number NN work_sfc3mik6snaw7buodbobenrsra 198 9 of of IN work_sfc3mik6snaw7buodbobenrsra 198 10 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 198 11 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 198 12 to to TO work_sfc3mik6snaw7buodbobenrsra 198 13 be be VB work_sfc3mik6snaw7buodbobenrsra 198 14 the the DT work_sfc3mik6snaw7buodbobenrsra 198 15 same same JJ work_sfc3mik6snaw7buodbobenrsra 198 16 as as IN work_sfc3mik6snaw7buodbobenrsra 198 17 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 198 18 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 198 19 and and CC work_sfc3mik6snaw7buodbobenrsra 198 20 discard discard NN work_sfc3mik6snaw7buodbobenrsra 198 21 rest rest NN work_sfc3mik6snaw7buodbobenrsra 198 22 of of IN work_sfc3mik6snaw7buodbobenrsra 198 23 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 198 24 , , , work_sfc3mik6snaw7buodbobenrsra 198 25 if if IN work_sfc3mik6snaw7buodbobenrsra 198 26 all all PDT work_sfc3mik6snaw7buodbobenrsra 198 27 the the DT work_sfc3mik6snaw7buodbobenrsra 198 28 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 198 29 in in IN work_sfc3mik6snaw7buodbobenrsra 198 30 the the DT work_sfc3mik6snaw7buodbobenrsra 198 31 data- data- JJ work_sfc3mik6snaw7buodbobenrsra 198 32 set set NN work_sfc3mik6snaw7buodbobenrsra 198 33 are be VBP work_sfc3mik6snaw7buodbobenrsra 198 34 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 198 35 then then RB work_sfc3mik6snaw7buodbobenrsra 198 36 all all DT work_sfc3mik6snaw7buodbobenrsra 198 37 of of IN work_sfc3mik6snaw7buodbobenrsra 198 38 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 198 39 are be VBP work_sfc3mik6snaw7buodbobenrsra 198 40 considered consider VBN work_sfc3mik6snaw7buodbobenrsra 198 41 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 198 42 . . . work_sfc3mik6snaw7buodbobenrsra 199 1 The the DT work_sfc3mik6snaw7buodbobenrsra 199 2 main main JJ work_sfc3mik6snaw7buodbobenrsra 199 3 idea idea NN work_sfc3mik6snaw7buodbobenrsra 199 4 of of IN work_sfc3mik6snaw7buodbobenrsra 199 5 the the DT work_sfc3mik6snaw7buodbobenrsra 199 6 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 199 7 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 199 8 is be VBZ work_sfc3mik6snaw7buodbobenrsra 199 9 to to TO work_sfc3mik6snaw7buodbobenrsra 199 10 partition partition VB work_sfc3mik6snaw7buodbobenrsra 199 11 the the DT work_sfc3mik6snaw7buodbobenrsra 199 12 data datum NNS work_sfc3mik6snaw7buodbobenrsra 199 13 into into IN work_sfc3mik6snaw7buodbobenrsra 199 14 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 199 15 that that WDT work_sfc3mik6snaw7buodbobenrsra 199 16 corresponds correspond VBZ work_sfc3mik6snaw7buodbobenrsra 199 17 to to IN work_sfc3mik6snaw7buodbobenrsra 199 18 the the DT work_sfc3mik6snaw7buodbobenrsra 199 19 number number NN work_sfc3mik6snaw7buodbobenrsra 199 20 of of IN work_sfc3mik6snaw7buodbobenrsra 199 21 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 199 22 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 199 23 values value NNS work_sfc3mik6snaw7buodbobenrsra 199 24 for for IN work_sfc3mik6snaw7buodbobenrsra 199 25 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 199 26 / / SYM work_sfc3mik6snaw7buodbobenrsra 199 27 Prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 199 28 / / SYM work_sfc3mik6snaw7buodbobenrsra 199 29 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 199 30 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 199 31 , , , work_sfc3mik6snaw7buodbobenrsra 199 32 and and CC work_sfc3mik6snaw7buodbobenrsra 199 33 generate generate VB work_sfc3mik6snaw7buodbobenrsra 199 34 a a DT work_sfc3mik6snaw7buodbobenrsra 199 35 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 199 36 label label NN work_sfc3mik6snaw7buodbobenrsra 199 37 for for IN work_sfc3mik6snaw7buodbobenrsra 199 38 every every DT work_sfc3mik6snaw7buodbobenrsra 199 39 data datum NNS work_sfc3mik6snaw7buodbobenrsra 199 40 object object NN work_sfc3mik6snaw7buodbobenrsra 199 41 present present JJ work_sfc3mik6snaw7buodbobenrsra 199 42 in in IN work_sfc3mik6snaw7buodbobenrsra 199 43 the the DT work_sfc3mik6snaw7buodbobenrsra 199 44 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 199 45 . . . work_sfc3mik6snaw7buodbobenrsra 200 1 This this DT work_sfc3mik6snaw7buodbobenrsra 200 2 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 200 3 ter ter NN work_sfc3mik6snaw7buodbobenrsra 200 4 labeling labeling NN work_sfc3mik6snaw7buodbobenrsra 200 5 is be VBZ work_sfc3mik6snaw7buodbobenrsra 200 6 essentially essentially RB work_sfc3mik6snaw7buodbobenrsra 200 7 a a DT work_sfc3mik6snaw7buodbobenrsra 200 8 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 200 9 view view NN work_sfc3mik6snaw7buodbobenrsra 200 10 of of IN work_sfc3mik6snaw7buodbobenrsra 200 11 the the DT work_sfc3mik6snaw7buodbobenrsra 200 12 original original JJ work_sfc3mik6snaw7buodbobenrsra 200 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 200 14 in in IN work_sfc3mik6snaw7buodbobenrsra 200 15 the the DT work_sfc3mik6snaw7buodbobenrsra 200 16 original original JJ work_sfc3mik6snaw7buodbobenrsra 200 17 space space NN work_sfc3mik6snaw7buodbobenrsra 200 18 . . . work_sfc3mik6snaw7buodbobenrsra 201 1 Repeating repeat VBG work_sfc3mik6snaw7buodbobenrsra 201 2 this this DT work_sfc3mik6snaw7buodbobenrsra 201 3 process process NN work_sfc3mik6snaw7buodbobenrsra 201 4 for for IN work_sfc3mik6snaw7buodbobenrsra 201 5 all all PDT work_sfc3mik6snaw7buodbobenrsra 201 6 the the DT work_sfc3mik6snaw7buodbobenrsra 201 7 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 201 8 / / SYM work_sfc3mik6snaw7buodbobenrsra 201 9 Promi- Promi- NNP work_sfc3mik6snaw7buodbobenrsra 201 10 nent nent NN work_sfc3mik6snaw7buodbobenrsra 201 11 / / SYM work_sfc3mik6snaw7buodbobenrsra 201 12 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 201 13 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 201 14 yield yield VBP work_sfc3mik6snaw7buodbobenrsra 201 15 a a DT work_sfc3mik6snaw7buodbobenrsra 201 16 number number NN work_sfc3mik6snaw7buodbobenrsra 201 17 of of IN work_sfc3mik6snaw7buodbobenrsra 201 18 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 201 19 labels label NNS work_sfc3mik6snaw7buodbobenrsra 201 20 that that WDT work_sfc3mik6snaw7buodbobenrsra 201 21 rep- rep- DT work_sfc3mik6snaw7buodbobenrsra 201 22 resent resent VBP work_sfc3mik6snaw7buodbobenrsra 201 23 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 201 24 partition partition NN work_sfc3mik6snaw7buodbobenrsra 201 25 views view NNS work_sfc3mik6snaw7buodbobenrsra 201 26 of of IN work_sfc3mik6snaw7buodbobenrsra 201 27 every every DT work_sfc3mik6snaw7buodbobenrsra 201 28 data data NN work_sfc3mik6snaw7buodbobenrsra 201 29 object object NN work_sfc3mik6snaw7buodbobenrsra 201 30 . . . work_sfc3mik6snaw7buodbobenrsra 202 1 The the DT work_sfc3mik6snaw7buodbobenrsra 202 2 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 202 3 labels label NNS work_sfc3mik6snaw7buodbobenrsra 202 4 that that WDT work_sfc3mik6snaw7buodbobenrsra 202 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 202 6 assigned assign VBN work_sfc3mik6snaw7buodbobenrsra 202 7 to to IN work_sfc3mik6snaw7buodbobenrsra 202 8 a a DT work_sfc3mik6snaw7buodbobenrsra 202 9 data data NN work_sfc3mik6snaw7buodbobenrsra 202 10 object object NN work_sfc3mik6snaw7buodbobenrsra 202 11 over over IN work_sfc3mik6snaw7buodbobenrsra 202 12 these these DT work_sfc3mik6snaw7buodbobenrsra 202 13 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 202 14 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 202 15 terings tering NNS work_sfc3mik6snaw7buodbobenrsra 202 16 is be VBZ work_sfc3mik6snaw7buodbobenrsra 202 17 termed term VBN work_sfc3mik6snaw7buodbobenrsra 202 18 as as IN work_sfc3mik6snaw7buodbobenrsra 202 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 202 20 string string NN work_sfc3mik6snaw7buodbobenrsra 202 21 and and CC work_sfc3mik6snaw7buodbobenrsra 202 22 the the DT work_sfc3mik6snaw7buodbobenrsra 202 23 number number NN work_sfc3mik6snaw7buodbobenrsra 202 24 of of IN work_sfc3mik6snaw7buodbobenrsra 202 25 total total JJ work_sfc3mik6snaw7buodbobenrsra 202 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 202 27 strings string NNS work_sfc3mik6snaw7buodbobenrsra 202 28 is be VBZ work_sfc3mik6snaw7buodbobenrsra 202 29 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 202 30 to to IN work_sfc3mik6snaw7buodbobenrsra 202 31 the the DT work_sfc3mik6snaw7buodbobenrsra 202 32 number number NN work_sfc3mik6snaw7buodbobenrsra 202 33 of of IN work_sfc3mik6snaw7buodbobenrsra 202 34 data datum NNS work_sfc3mik6snaw7buodbobenrsra 202 35 objects object NNS work_sfc3mik6snaw7buodbobenrsra 202 36 present present JJ work_sfc3mik6snaw7buodbobenrsra 202 37 in in IN work_sfc3mik6snaw7buodbobenrsra 202 38 the the DT work_sfc3mik6snaw7buodbobenrsra 202 39 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 202 40 . . . work_sfc3mik6snaw7buodbobenrsra 203 1 As as IN work_sfc3mik6snaw7buodbobenrsra 203 2 noted note VBN work_sfc3mik6snaw7buodbobenrsra 203 3 in in IN work_sfc3mik6snaw7buodbobenrsra 203 4 Section section NN work_sfc3mik6snaw7buodbobenrsra 203 5 4 4 CD work_sfc3mik6snaw7buodbobenrsra 203 6 , , , work_sfc3mik6snaw7buodbobenrsra 203 7 some some DT work_sfc3mik6snaw7buodbobenrsra 203 8 data data NN work_sfc3mik6snaw7buodbobenrsra 203 9 objects object NNS work_sfc3mik6snaw7buodbobenrsra 203 10 will will MD work_sfc3mik6snaw7buodbobenrsra 203 11 not not RB work_sfc3mik6snaw7buodbobenrsra 203 12 be be VB work_sfc3mik6snaw7buodbobenrsra 203 13 affected affect VBN work_sfc3mik6snaw7buodbobenrsra 203 14 by by IN work_sfc3mik6snaw7buodbobenrsra 203 15 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 203 16 different different JJ work_sfc3mik6snaw7buodbobenrsra 203 17 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 203 18 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 203 19 centers center NNS work_sfc3mik6snaw7buodbobenrsra 203 20 and and CC work_sfc3mik6snaw7buodbobenrsra 203 21 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 203 22 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 203 23 strings string NNS work_sfc3mik6snaw7buodbobenrsra 203 24 will will MD work_sfc3mik6snaw7buodbobenrsra 203 25 remain remain VB work_sfc3mik6snaw7buodbobenrsra 203 26 same same JJ work_sfc3mik6snaw7buodbobenrsra 203 27 . . . work_sfc3mik6snaw7buodbobenrsra 204 1 The the DT work_sfc3mik6snaw7buodbobenrsra 204 2 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 204 3 number number NN work_sfc3mik6snaw7buodbobenrsra 204 4 of of IN work_sfc3mik6snaw7buodbobenrsra 204 5 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 204 6 strings string NNS work_sfc3mik6snaw7buodbobenrsra 204 7 represents represent VBZ work_sfc3mik6snaw7buodbobenrsra 204 8 the the DT work_sfc3mik6snaw7buodbobenrsra 204 9 number number NN work_sfc3mik6snaw7buodbobenrsra 204 10 of of IN work_sfc3mik6snaw7buodbobenrsra 204 11 distinguishable distinguishable JJ work_sfc3mik6snaw7buodbobenrsra 204 12 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 204 13 in in IN work_sfc3mik6snaw7buodbobenrsra 204 14 the the DT work_sfc3mik6snaw7buodbobenrsra 204 15 data datum NNS work_sfc3mik6snaw7buodbobenrsra 204 16 . . . work_sfc3mik6snaw7buodbobenrsra 205 1 The the DT work_sfc3mik6snaw7buodbobenrsra 205 2 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 205 3 assumes assume VBZ work_sfc3mik6snaw7buodbobenrsra 205 4 that that IN work_sfc3mik6snaw7buodbobenrsra 205 5 the the DT work_sfc3mik6snaw7buodbobenrsra 205 6 knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 205 7 of of IN work_sfc3mik6snaw7buodbobenrsra 205 8 the the DT work_sfc3mik6snaw7buodbobenrsra 205 9 natural natural JJ work_sfc3mik6snaw7buodbobenrsra 205 10 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 205 11 in in IN work_sfc3mik6snaw7buodbobenrsra 205 12 the the DT work_sfc3mik6snaw7buodbobenrsra 205 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 205 14 i.e. i.e. FW work_sfc3mik6snaw7buodbobenrsra 206 1 K K NNP work_sfc3mik6snaw7buodbobenrsra 206 2 is be VBZ work_sfc3mik6snaw7buodbobenrsra 206 3 available available JJ work_sfc3mik6snaw7buodbobenrsra 206 4 and and CC work_sfc3mik6snaw7buodbobenrsra 206 5 if if IN work_sfc3mik6snaw7buodbobenrsra 206 6 the the DT work_sfc3mik6snaw7buodbobenrsra 206 7 number number NN work_sfc3mik6snaw7buodbobenrsra 206 8 of of IN work_sfc3mik6snaw7buodbobenrsra 206 9 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 206 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 206 11 strings string NNS work_sfc3mik6snaw7buodbobenrsra 206 12 are be VBP work_sfc3mik6snaw7buodbobenrsra 206 13 more more JJR work_sfc3mik6snaw7buodbobenrsra 206 14 than than IN work_sfc3mik6snaw7buodbobenrsra 206 15 K K NNP work_sfc3mik6snaw7buodbobenrsra 206 16 then then RB work_sfc3mik6snaw7buodbobenrsra 206 17 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 206 18 merges merge VBZ work_sfc3mik6snaw7buodbobenrsra 206 19 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 206 20 into into IN work_sfc3mik6snaw7buodbobenrsra 206 21 K K NNP work_sfc3mik6snaw7buodbobenrsra 206 22 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 206 23 of of IN work_sfc3mik6snaw7buodbobenrsra 206 24 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 206 25 strings string NNS work_sfc3mik6snaw7buodbobenrsra 206 26 , , , work_sfc3mik6snaw7buodbobenrsra 206 27 such such JJ work_sfc3mik6snaw7buodbobenrsra 206 28 that that IN work_sfc3mik6snaw7buodbobenrsra 206 29 the the DT work_sfc3mik6snaw7buodbobenrsra 206 30 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 206 31 strings string NNS work_sfc3mik6snaw7buodbobenrsra 206 32 within within IN work_sfc3mik6snaw7buodbobenrsra 206 33 a a DT work_sfc3mik6snaw7buodbobenrsra 206 34 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 206 35 are be VBP work_sfc3mik6snaw7buodbobenrsra 206 36 more more RBR work_sfc3mik6snaw7buodbobenrsra 206 37 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 206 38 than than IN work_sfc3mik6snaw7buodbobenrsra 206 39 others other NNS work_sfc3mik6snaw7buodbobenrsra 206 40 . . . work_sfc3mik6snaw7buodbobenrsra 207 1 Lastly lastly RB work_sfc3mik6snaw7buodbobenrsra 207 2 , , , work_sfc3mik6snaw7buodbobenrsra 207 3 the the DT work_sfc3mik6snaw7buodbobenrsra 207 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 207 5 strings string NNS work_sfc3mik6snaw7buodbobenrsra 207 6 within within IN work_sfc3mik6snaw7buodbobenrsra 207 7 each each DT work_sfc3mik6snaw7buodbobenrsra 207 8 K K NNP work_sfc3mik6snaw7buodbobenrsra 207 9 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 207 10 are be VBP work_sfc3mik6snaw7buodbobenrsra 207 11 re- re- RB work_sfc3mik6snaw7buodbobenrsra 207 12 placed place VBN work_sfc3mik6snaw7buodbobenrsra 207 13 by by IN work_sfc3mik6snaw7buodbobenrsra 207 14 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 207 15 corresponding corresponding JJ work_sfc3mik6snaw7buodbobenrsra 207 16 data datum NNS work_sfc3mik6snaw7buodbobenrsra 207 17 objects object NNS work_sfc3mik6snaw7buodbobenrsra 207 18 and and CC work_sfc3mik6snaw7buodbobenrsra 207 19 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 207 20 of of IN work_sfc3mik6snaw7buodbobenrsra 207 21 every every DT work_sfc3mik6snaw7buodbobenrsra 207 22 K k NN work_sfc3mik6snaw7buodbobenrsra 207 23 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 207 24 is be VBZ work_sfc3mik6snaw7buodbobenrsra 207 25 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 207 26 that that WDT work_sfc3mik6snaw7buodbobenrsra 207 27 serves serve VBZ work_sfc3mik6snaw7buodbobenrsra 207 28 as as IN work_sfc3mik6snaw7buodbobenrsra 207 29 the the DT work_sfc3mik6snaw7buodbobenrsra 207 30 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 207 31 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 207 32 centers center NNS work_sfc3mik6snaw7buodbobenrsra 207 33 for for IN work_sfc3mik6snaw7buodbobenrsra 207 34 the the DT work_sfc3mik6snaw7buodbobenrsra 207 35 K K NNP work_sfc3mik6snaw7buodbobenrsra 207 36 - - HYPH work_sfc3mik6snaw7buodbobenrsra 207 37 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 207 38 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 207 39 . . . work_sfc3mik6snaw7buodbobenrsra 208 1 In in IN work_sfc3mik6snaw7buodbobenrsra 208 2 summary summary NN work_sfc3mik6snaw7buodbobenrsra 208 3 , , , work_sfc3mik6snaw7buodbobenrsra 208 4 the the DT work_sfc3mik6snaw7buodbobenrsra 208 5 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 208 6 method method NN work_sfc3mik6snaw7buodbobenrsra 208 7 finds find VBZ work_sfc3mik6snaw7buodbobenrsra 208 8 the the DT work_sfc3mik6snaw7buodbobenrsra 208 9 dense dense JJ work_sfc3mik6snaw7buodbobenrsra 208 10 localized localize VBN work_sfc3mik6snaw7buodbobenrsra 208 11 regions region NNS work_sfc3mik6snaw7buodbobenrsra 208 12 in in IN work_sfc3mik6snaw7buodbobenrsra 208 13 the the DT work_sfc3mik6snaw7buodbobenrsra 208 14 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 208 15 in in IN work_sfc3mik6snaw7buodbobenrsra 208 16 the the DT work_sfc3mik6snaw7buodbobenrsra 208 17 form form NN work_sfc3mik6snaw7buodbobenrsra 208 18 of of IN work_sfc3mik6snaw7buodbobenrsra 208 19 distin- distin- JJ work_sfc3mik6snaw7buodbobenrsra 208 20 guishable guishable JJ work_sfc3mik6snaw7buodbobenrsra 208 21 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 208 22 . . . work_sfc3mik6snaw7buodbobenrsra 209 1 If if IN work_sfc3mik6snaw7buodbobenrsra 209 2 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 209 3 count count NN work_sfc3mik6snaw7buodbobenrsra 209 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 209 5 greater great JJR work_sfc3mik6snaw7buodbobenrsra 209 6 than than IN work_sfc3mik6snaw7buodbobenrsra 209 7 K K NNP work_sfc3mik6snaw7buodbobenrsra 209 8 then then RB work_sfc3mik6snaw7buodbobenrsra 209 9 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 209 10 merges merge VBZ work_sfc3mik6snaw7buodbobenrsra 209 11 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 209 12 to to IN work_sfc3mik6snaw7buodbobenrsra 209 13 K K NNP work_sfc3mik6snaw7buodbobenrsra 209 14 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 209 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 209 16 and and CC work_sfc3mik6snaw7buodbobenrsra 209 17 has have VBZ work_sfc3mik6snaw7buodbobenrsra 209 18 the the DT work_sfc3mik6snaw7buodbobenrsra 209 19 ability ability NN work_sfc3mik6snaw7buodbobenrsra 209 20 to to TO work_sfc3mik6snaw7buodbobenrsra 209 21 ignore ignore VB work_sfc3mik6snaw7buodbobenrsra 209 22 the the DT work_sfc3mik6snaw7buodbobenrsra 209 23 infrequent infrequent NN work_sfc3mik6snaw7buodbobenrsra 209 24 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 209 25 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 209 26 and and CC work_sfc3mik6snaw7buodbobenrsra 209 27 finds find VBZ work_sfc3mik6snaw7buodbobenrsra 209 28 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 209 29 group group NN work_sfc3mik6snaw7buodbobenrsra 209 30 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 209 31 to to TO work_sfc3mik6snaw7buodbobenrsra 209 32 be be VB work_sfc3mik6snaw7buodbobenrsra 209 33 used use VBN work_sfc3mik6snaw7buodbobenrsra 209 34 as as IN work_sfc3mik6snaw7buodbobenrsra 209 35 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 209 36 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 209 37 centers center NNS work_sfc3mik6snaw7buodbobenrsra 209 38 . . . work_sfc3mik6snaw7buodbobenrsra 210 1 This this DT work_sfc3mik6snaw7buodbobenrsra 210 2 process process NN work_sfc3mik6snaw7buodbobenrsra 210 3 helps help VBZ work_sfc3mik6snaw7buodbobenrsra 210 4 in in IN work_sfc3mik6snaw7buodbobenrsra 210 5 avoiding avoid VBG work_sfc3mik6snaw7buodbobenrsra 210 6 the the DT work_sfc3mik6snaw7buodbobenrsra 210 7 outliers outlier NNS work_sfc3mik6snaw7buodbobenrsra 210 8 contributing contribute VBG work_sfc3mik6snaw7buodbobenrsra 210 9 to to IN work_sfc3mik6snaw7buodbobenrsra 210 10 the the DT work_sfc3mik6snaw7buodbobenrsra 210 11 computation computation NN work_sfc3mik6snaw7buodbobenrsra 210 12 of of IN work_sfc3mik6snaw7buodbobenrsra 210 13 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 210 14 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 210 15 centers center NNS work_sfc3mik6snaw7buodbobenrsra 210 16 . . . work_sfc3mik6snaw7buodbobenrsra 211 1 Table table NN work_sfc3mik6snaw7buodbobenrsra 211 2 1 1 CD work_sfc3mik6snaw7buodbobenrsra 211 3 Categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 211 4 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 211 5 . . . work_sfc3mik6snaw7buodbobenrsra 212 1 Attributes Attributes NNP work_sfc3mik6snaw7buodbobenrsra 212 2 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 212 3 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 212 4 M3 M3 NNP work_sfc3mik6snaw7buodbobenrsra 212 5 L L NNP work_sfc3mik6snaw7buodbobenrsra 212 6 C C NNP work_sfc3mik6snaw7buodbobenrsra 212 7 E E NNP work_sfc3mik6snaw7buodbobenrsra 212 8 L l NN work_sfc3mik6snaw7buodbobenrsra 212 9 C c NN work_sfc3mik6snaw7buodbobenrsra 212 10 F f NN work_sfc3mik6snaw7buodbobenrsra 212 11 T t NN work_sfc3mik6snaw7buodbobenrsra 212 12 C c NN work_sfc3mik6snaw7buodbobenrsra 212 13 F f NN work_sfc3mik6snaw7buodbobenrsra 212 14 T t NN work_sfc3mik6snaw7buodbobenrsra 212 15 K k NN work_sfc3mik6snaw7buodbobenrsra 212 16 F f NN work_sfc3mik6snaw7buodbobenrsra 212 17 T t NN work_sfc3mik6snaw7buodbobenrsra 212 18 D D NNP work_sfc3mik6snaw7buodbobenrsra 212 19 F f NN work_sfc3mik6snaw7buodbobenrsra 212 20 Table table NN work_sfc3mik6snaw7buodbobenrsra 212 21 2 2 CD work_sfc3mik6snaw7buodbobenrsra 212 22 Cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 212 23 strings string NNS work_sfc3mik6snaw7buodbobenrsra 212 24 of of IN work_sfc3mik6snaw7buodbobenrsra 212 25 different different JJ work_sfc3mik6snaw7buodbobenrsra 212 26 data datum NNS work_sfc3mik6snaw7buodbobenrsra 212 27 objects object NNS work_sfc3mik6snaw7buodbobenrsra 212 28 . . . work_sfc3mik6snaw7buodbobenrsra 213 1 Data datum NNS work_sfc3mik6snaw7buodbobenrsra 213 2 point point NN work_sfc3mik6snaw7buodbobenrsra 213 3 Cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 213 4 string string NN work_sfc3mik6snaw7buodbobenrsra 213 5 D1 d1 NN work_sfc3mik6snaw7buodbobenrsra 213 6 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 8 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 10 3 3 CD work_sfc3mik6snaw7buodbobenrsra 213 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 12 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 13 D2 D2 NNP work_sfc3mik6snaw7buodbobenrsra 213 14 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 15 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 16 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 17 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 18 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 19 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 20 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 21 D3 D3 NNP work_sfc3mik6snaw7buodbobenrsra 213 22 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 23 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 24 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 25 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 26 3 3 CD work_sfc3mik6snaw7buodbobenrsra 213 27 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 28 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 29 D4 d4 NN work_sfc3mik6snaw7buodbobenrsra 213 30 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 31 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 32 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 33 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 34 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 35 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 36 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 37 D5 D5 NNP work_sfc3mik6snaw7buodbobenrsra 213 38 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 39 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 40 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 41 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 42 4 4 CD work_sfc3mik6snaw7buodbobenrsra 213 43 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 44 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 45 D6 d6 CC work_sfc3mik6snaw7buodbobenrsra 213 46 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 47 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 48 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 49 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 50 4 4 CD work_sfc3mik6snaw7buodbobenrsra 213 51 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 52 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 53 D7 d7 NN work_sfc3mik6snaw7buodbobenrsra 213 54 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 55 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 56 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 57 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 58 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 59 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 60 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 61 D8 D8 NNP work_sfc3mik6snaw7buodbobenrsra 213 62 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 63 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 64 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 65 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 66 3 3 CD work_sfc3mik6snaw7buodbobenrsra 213 67 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 68 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 69 D9 D9 NNP work_sfc3mik6snaw7buodbobenrsra 213 70 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 71 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 72 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 73 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 74 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 75 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 76 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 77 D10 d10 NN work_sfc3mik6snaw7buodbobenrsra 213 78 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 79 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 80 2 2 CD work_sfc3mik6snaw7buodbobenrsra 213 81 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 82 3 3 CD work_sfc3mik6snaw7buodbobenrsra 213 83 - - HYPH work_sfc3mik6snaw7buodbobenrsra 213 84 1 1 CD work_sfc3mik6snaw7buodbobenrsra 213 85 7448 7448 CD work_sfc3mik6snaw7buodbobenrsra 213 86 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 213 87 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 213 88 , , , work_sfc3mik6snaw7buodbobenrsra 213 89 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 213 90 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 213 91 / / SYM work_sfc3mik6snaw7buodbobenrsra 213 92 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 213 93 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 213 94 with with IN work_sfc3mik6snaw7buodbobenrsra 213 95 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 213 96 40 40 CD work_sfc3mik6snaw7buodbobenrsra 213 97 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 213 98 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 213 99 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 213 100 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 213 101 Author author NN work_sfc3mik6snaw7buodbobenrsra 213 102 's 's POS work_sfc3mik6snaw7buodbobenrsra 213 103 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 213 104 copy copy NN work_sfc3mik6snaw7buodbobenrsra 213 105 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 213 106 3 3 CD work_sfc3mik6snaw7buodbobenrsra 213 107 . . . work_sfc3mik6snaw7buodbobenrsra 213 108 computeInitialModes(Attributes computeInitialModes(Attributes NNPS work_sfc3mik6snaw7buodbobenrsra 213 109 A a NN work_sfc3mik6snaw7buodbobenrsra 213 110 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 213 111 Input- Input- NNP work_sfc3mik6snaw7buodbobenrsra 213 112 Dataset Dataset NNP work_sfc3mik6snaw7buodbobenrsra 213 113 N N NNP work_sfc3mik6snaw7buodbobenrsra 213 114 , , , work_sfc3mik6snaw7buodbobenrsra 213 115 n n CC work_sfc3mik6snaw7buodbobenrsra 213 116 = = SYM work_sfc3mik6snaw7buodbobenrsra 213 117 jNj jNj NNS work_sfc3mik6snaw7buodbobenrsra 213 118 = = SYM work_sfc3mik6snaw7buodbobenrsra 213 119 the the DT work_sfc3mik6snaw7buodbobenrsra 213 120 number number NN work_sfc3mik6snaw7buodbobenrsra 213 121 of of IN work_sfc3mik6snaw7buodbobenrsra 213 122 data datum NNS work_sfc3mik6snaw7buodbobenrsra 213 123 objects object NNS work_sfc3mik6snaw7buodbobenrsra 213 124 , , , work_sfc3mik6snaw7buodbobenrsra 213 125 and and CC work_sfc3mik6snaw7buodbobenrsra 213 126 A a DT work_sfc3mik6snaw7buodbobenrsra 213 127 is be VBZ work_sfc3mik6snaw7buodbobenrsra 213 128 the the DT work_sfc3mik6snaw7buodbobenrsra 213 129 set set NN work_sfc3mik6snaw7buodbobenrsra 213 130 of of IN work_sfc3mik6snaw7buodbobenrsra 213 131 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 213 132 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 213 133 with with IN work_sfc3mik6snaw7buodbobenrsra 213 134 a a DT work_sfc3mik6snaw7buodbobenrsra 213 135 = = SYM work_sfc3mik6snaw7buodbobenrsra 213 136 jAj jaj NN work_sfc3mik6snaw7buodbobenrsra 213 137 = = SYM work_sfc3mik6snaw7buodbobenrsra 213 138 number number NN work_sfc3mik6snaw7buodbobenrsra 213 139 of of IN work_sfc3mik6snaw7buodbobenrsra 213 140 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 213 141 . . . work_sfc3mik6snaw7buodbobenrsra 214 1 If if IN work_sfc3mik6snaw7buodbobenrsra 214 2 all all PDT work_sfc3mik6snaw7buodbobenrsra 214 3 the the DT work_sfc3mik6snaw7buodbobenrsra 214 4 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 214 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 214 6 considered consider VBN work_sfc3mik6snaw7buodbobenrsra 214 7 , , , work_sfc3mik6snaw7buodbobenrsra 214 8 then then RB work_sfc3mik6snaw7buodbobenrsra 214 9 A a NN work_sfc3mik6snaw7buodbobenrsra 214 10 = = SYM work_sfc3mik6snaw7buodbobenrsra 214 11 M m NN work_sfc3mik6snaw7buodbobenrsra 214 12 and and CC work_sfc3mik6snaw7buodbobenrsra 214 13 a a DT work_sfc3mik6snaw7buodbobenrsra 214 14 = = SYM work_sfc3mik6snaw7buodbobenrsra 214 15 m m NN work_sfc3mik6snaw7buodbobenrsra 214 16 , , , work_sfc3mik6snaw7buodbobenrsra 214 17 If if IN work_sfc3mik6snaw7buodbobenrsra 214 18 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 214 19 / / SYM work_sfc3mik6snaw7buodbobenrsra 214 20 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 214 21 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 214 22 are be VBP work_sfc3mik6snaw7buodbobenrsra 214 23 considered consider VBN work_sfc3mik6snaw7buodbobenrsra 214 24 , , , work_sfc3mik6snaw7buodbobenrsra 214 25 a a DT work_sfc3mik6snaw7buodbobenrsra 214 26 6 6 CD work_sfc3mik6snaw7buodbobenrsra 214 27 m m NN work_sfc3mik6snaw7buodbobenrsra 214 28 i.e. i.e. FW work_sfc3mik6snaw7buodbobenrsra 215 1 a a LS work_sfc3mik6snaw7buodbobenrsra 215 2 = = SYM work_sfc3mik6snaw7buodbobenrsra 215 3 p. p. NNP work_sfc3mik6snaw7buodbobenrsra 215 4 jaij jaij NNP work_sfc3mik6snaw7buodbobenrsra 215 5 is be VBZ work_sfc3mik6snaw7buodbobenrsra 215 6 the the DT work_sfc3mik6snaw7buodbobenrsra 215 7 cardinality cardinality NN work_sfc3mik6snaw7buodbobenrsra 215 8 of of IN work_sfc3mik6snaw7buodbobenrsra 215 9 the the DT work_sfc3mik6snaw7buodbobenrsra 215 10 ai ai NNP work_sfc3mik6snaw7buodbobenrsra 215 11 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 215 12 and and CC work_sfc3mik6snaw7buodbobenrsra 215 13 K K NNP work_sfc3mik6snaw7buodbobenrsra 215 14 is be VBZ work_sfc3mik6snaw7buodbobenrsra 215 15 a a DT work_sfc3mik6snaw7buodbobenrsra 215 16 user user NN work_sfc3mik6snaw7buodbobenrsra 215 17 defined define VBN work_sfc3mik6snaw7buodbobenrsra 215 18 number number NN work_sfc3mik6snaw7buodbobenrsra 215 19 that that WDT work_sfc3mik6snaw7buodbobenrsra 215 20 represent represent VBP work_sfc3mik6snaw7buodbobenrsra 215 21 the the DT work_sfc3mik6snaw7buodbobenrsra 215 22 number number NN work_sfc3mik6snaw7buodbobenrsra 215 23 of of IN work_sfc3mik6snaw7buodbobenrsra 215 24 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 215 25 in in IN work_sfc3mik6snaw7buodbobenrsra 215 26 the the DT work_sfc3mik6snaw7buodbobenrsra 215 27 data datum NNS work_sfc3mik6snaw7buodbobenrsra 215 28 . . . work_sfc3mik6snaw7buodbobenrsra 216 1 Output- Output- NNP work_sfc3mik6snaw7buodbobenrsra 216 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 216 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 216 4 centers center NNS work_sfc3mik6snaw7buodbobenrsra 216 5 Generation Generation NNP work_sfc3mik6snaw7buodbobenrsra 216 6 of of IN work_sfc3mik6snaw7buodbobenrsra 216 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 216 8 strings string NNS work_sfc3mik6snaw7buodbobenrsra 216 9 for for IN work_sfc3mik6snaw7buodbobenrsra 216 10 i i NN work_sfc3mik6snaw7buodbobenrsra 216 11 = = SYM work_sfc3mik6snaw7buodbobenrsra 216 12 1 1 CD work_sfc3mik6snaw7buodbobenrsra 216 13 . . . work_sfc3mik6snaw7buodbobenrsra 216 14 . . . work_sfc3mik6snaw7buodbobenrsra 217 1 .a .a NFP work_sfc3mik6snaw7buodbobenrsra 217 2 do do VB work_sfc3mik6snaw7buodbobenrsra 217 3 1 1 CD work_sfc3mik6snaw7buodbobenrsra 217 4 . . . work_sfc3mik6snaw7buodbobenrsra 218 1 Divide divide VB work_sfc3mik6snaw7buodbobenrsra 218 2 the the DT work_sfc3mik6snaw7buodbobenrsra 218 3 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 218 4 into into IN work_sfc3mik6snaw7buodbobenrsra 218 5 jaij jaij NNP work_sfc3mik6snaw7buodbobenrsra 218 6 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 218 7 on on IN work_sfc3mik6snaw7buodbobenrsra 218 8 the the DT work_sfc3mik6snaw7buodbobenrsra 218 9 basis basis NN work_sfc3mik6snaw7buodbobenrsra 218 10 of of IN work_sfc3mik6snaw7buodbobenrsra 218 11 these these DT work_sfc3mik6snaw7buodbobenrsra 218 12 jaij jaij NNP work_sfc3mik6snaw7buodbobenrsra 218 13 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 218 14 values value NNS work_sfc3mik6snaw7buodbobenrsra 218 15 such such JJ work_sfc3mik6snaw7buodbobenrsra 218 16 that that IN work_sfc3mik6snaw7buodbobenrsra 218 17 data data NN work_sfc3mik6snaw7buodbobenrsra 218 18 objects object NNS work_sfc3mik6snaw7buodbobenrsra 218 19 with with IN work_sfc3mik6snaw7buodbobenrsra 218 20 different different JJ work_sfc3mik6snaw7buodbobenrsra 218 21 val- val- NNP work_sfc3mik6snaw7buodbobenrsra 218 22 ues ues NNP work_sfc3mik6snaw7buodbobenrsra 218 23 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 218 24 of of IN work_sfc3mik6snaw7buodbobenrsra 218 25 this this DT work_sfc3mik6snaw7buodbobenrsra 218 26 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 218 27 ai ai VB work_sfc3mik6snaw7buodbobenrsra 218 28 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 218 29 fall fall VB work_sfc3mik6snaw7buodbobenrsra 218 30 into into IN work_sfc3mik6snaw7buodbobenrsra 218 31 different different JJ work_sfc3mik6snaw7buodbobenrsra 218 32 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 218 33 . . . work_sfc3mik6snaw7buodbobenrsra 219 1 Com- Com- NNP work_sfc3mik6snaw7buodbobenrsra 219 2 pute pute NN work_sfc3mik6snaw7buodbobenrsra 219 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 219 4 centers center NNS work_sfc3mik6snaw7buodbobenrsra 219 5 of of IN work_sfc3mik6snaw7buodbobenrsra 219 6 these these DT work_sfc3mik6snaw7buodbobenrsra 219 7 jaij jaij NNP work_sfc3mik6snaw7buodbobenrsra 219 8 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 219 9 . . . work_sfc3mik6snaw7buodbobenrsra 220 1 2 2 LS work_sfc3mik6snaw7buodbobenrsra 220 2 . . . work_sfc3mik6snaw7buodbobenrsra 221 1 Partition partition NN work_sfc3mik6snaw7buodbobenrsra 221 2 the the DT work_sfc3mik6snaw7buodbobenrsra 221 3 data datum NNS work_sfc3mik6snaw7buodbobenrsra 221 4 by by IN work_sfc3mik6snaw7buodbobenrsra 221 5 performing perform VBG work_sfc3mik6snaw7buodbobenrsra 221 6 K K NNP work_sfc3mik6snaw7buodbobenrsra 221 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 221 8 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 221 9 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 221 10 that that WDT work_sfc3mik6snaw7buodbobenrsra 221 11 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 221 12 the the DT work_sfc3mik6snaw7buodbobenrsra 221 13 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 221 14 centers center NNS work_sfc3mik6snaw7buodbobenrsra 221 15 computed compute VBD work_sfc3mik6snaw7buodbobenrsra 221 16 in in RP work_sfc3mik6snaw7buodbobenrsra 221 17 above above JJ work_sfc3mik6snaw7buodbobenrsra 221 18 step step NN work_sfc3mik6snaw7buodbobenrsra 221 19 as as IN work_sfc3mik6snaw7buodbobenrsra 221 20 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 221 21 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 221 22 centers center NNS work_sfc3mik6snaw7buodbobenrsra 221 23 . . . work_sfc3mik6snaw7buodbobenrsra 222 1 3 3 LS work_sfc3mik6snaw7buodbobenrsra 222 2 . . . work_sfc3mik6snaw7buodbobenrsra 223 1 Assign Assign NNP work_sfc3mik6snaw7buodbobenrsra 223 2 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 223 3 label label NN work_sfc3mik6snaw7buodbobenrsra 223 4 to to IN work_sfc3mik6snaw7buodbobenrsra 223 5 every every DT work_sfc3mik6snaw7buodbobenrsra 223 6 data data NN work_sfc3mik6snaw7buodbobenrsra 223 7 object object NN work_sfc3mik6snaw7buodbobenrsra 223 8 . . . work_sfc3mik6snaw7buodbobenrsra 224 1 Sti Sti NNP work_sfc3mik6snaw7buodbobenrsra 224 2 defines define VBZ work_sfc3mik6snaw7buodbobenrsra 224 3 the the DT work_sfc3mik6snaw7buodbobenrsra 224 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 224 5 label label NN work_sfc3mik6snaw7buodbobenrsra 224 6 of of IN work_sfc3mik6snaw7buodbobenrsra 224 7 tth tth NNP work_sfc3mik6snaw7buodbobenrsra 224 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 224 9 object object NN work_sfc3mik6snaw7buodbobenrsra 224 10 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 224 11 by by IN work_sfc3mik6snaw7buodbobenrsra 224 12 using use VBG work_sfc3mik6snaw7buodbobenrsra 224 13 ai ai NNP work_sfc3mik6snaw7buodbobenrsra 224 14 attri- attri- NNP work_sfc3mik6snaw7buodbobenrsra 224 15 bute bute NN work_sfc3mik6snaw7buodbobenrsra 224 16 , , , work_sfc3mik6snaw7buodbobenrsra 224 17 where where WRB work_sfc3mik6snaw7buodbobenrsra 224 18 t t NNP work_sfc3mik6snaw7buodbobenrsra 224 19 = = SYM work_sfc3mik6snaw7buodbobenrsra 224 20 1,2 1,2 CD work_sfc3mik6snaw7buodbobenrsra 224 21 . . . work_sfc3mik6snaw7buodbobenrsra 224 22 . . . work_sfc3mik6snaw7buodbobenrsra 225 1 .n .n NFP work_sfc3mik6snaw7buodbobenrsra 225 2 . . . work_sfc3mik6snaw7buodbobenrsra 226 1 end end NN work_sfc3mik6snaw7buodbobenrsra 226 2 for for IN work_sfc3mik6snaw7buodbobenrsra 226 3 The the DT work_sfc3mik6snaw7buodbobenrsra 226 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 226 5 labels label NNS work_sfc3mik6snaw7buodbobenrsra 226 6 assigned assign VBN work_sfc3mik6snaw7buodbobenrsra 226 7 to to IN work_sfc3mik6snaw7buodbobenrsra 226 8 a a DT work_sfc3mik6snaw7buodbobenrsra 226 9 data data NN work_sfc3mik6snaw7buodbobenrsra 226 10 object object NN work_sfc3mik6snaw7buodbobenrsra 226 11 is be VBZ work_sfc3mik6snaw7buodbobenrsra 226 12 considered consider VBN work_sfc3mik6snaw7buodbobenrsra 226 13 as as IN work_sfc3mik6snaw7buodbobenrsra 226 14 a a DT work_sfc3mik6snaw7buodbobenrsra 226 15 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 226 16 string string NN work_sfc3mik6snaw7buodbobenrsra 226 17 , , , work_sfc3mik6snaw7buodbobenrsra 226 18 resulting result VBG work_sfc3mik6snaw7buodbobenrsra 226 19 in in IN work_sfc3mik6snaw7buodbobenrsra 226 20 the the DT work_sfc3mik6snaw7buodbobenrsra 226 21 generation generation NN work_sfc3mik6snaw7buodbobenrsra 226 22 of of IN work_sfc3mik6snaw7buodbobenrsra 226 23 n n JJ work_sfc3mik6snaw7buodbobenrsra 226 24 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 226 25 strings string NNS work_sfc3mik6snaw7buodbobenrsra 226 26 . . . work_sfc3mik6snaw7buodbobenrsra 227 1 4 4 LS work_sfc3mik6snaw7buodbobenrsra 227 2 . . . work_sfc3mik6snaw7buodbobenrsra 228 1 Find find VB work_sfc3mik6snaw7buodbobenrsra 228 2 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 228 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 228 4 strings string NNS work_sfc3mik6snaw7buodbobenrsra 228 5 from from IN work_sfc3mik6snaw7buodbobenrsra 228 6 n n JJ work_sfc3mik6snaw7buodbobenrsra 228 7 strings string NNS work_sfc3mik6snaw7buodbobenrsra 228 8 , , , work_sfc3mik6snaw7buodbobenrsra 228 9 count count VB work_sfc3mik6snaw7buodbobenrsra 228 10 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 228 11 fre- fre- JJ work_sfc3mik6snaw7buodbobenrsra 228 12 quency quency NN work_sfc3mik6snaw7buodbobenrsra 228 13 , , , work_sfc3mik6snaw7buodbobenrsra 228 14 and and CC work_sfc3mik6snaw7buodbobenrsra 228 15 sort sort VB work_sfc3mik6snaw7buodbobenrsra 228 16 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 228 17 in in IN work_sfc3mik6snaw7buodbobenrsra 228 18 descending descend VBG work_sfc3mik6snaw7buodbobenrsra 228 19 order order NN work_sfc3mik6snaw7buodbobenrsra 228 20 . . . work_sfc3mik6snaw7buodbobenrsra 229 1 Their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 229 2 count count NN work_sfc3mik6snaw7buodbobenrsra 229 3 , , , work_sfc3mik6snaw7buodbobenrsra 229 4 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 229 5 , , , work_sfc3mik6snaw7buodbobenrsra 229 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 229 7 the the DT work_sfc3mik6snaw7buodbobenrsra 229 8 number number NN work_sfc3mik6snaw7buodbobenrsra 229 9 of of IN work_sfc3mik6snaw7buodbobenrsra 229 10 distinguishable distinguishable JJ work_sfc3mik6snaw7buodbobenrsra 229 11 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 229 12 . . . work_sfc3mik6snaw7buodbobenrsra 230 1 5 5 LS work_sfc3mik6snaw7buodbobenrsra 230 2 . . . work_sfc3mik6snaw7buodbobenrsra 230 3 if if IN work_sfc3mik6snaw7buodbobenrsra 230 4 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 230 5 = = SYM work_sfc3mik6snaw7buodbobenrsra 230 6 K K NNP work_sfc3mik6snaw7buodbobenrsra 230 7 Get get VB work_sfc3mik6snaw7buodbobenrsra 230 8 the the DT work_sfc3mik6snaw7buodbobenrsra 230 9 data data NN work_sfc3mik6snaw7buodbobenrsra 230 10 objects object NNS work_sfc3mik6snaw7buodbobenrsra 230 11 corresponding correspond VBG work_sfc3mik6snaw7buodbobenrsra 230 12 to to IN work_sfc3mik6snaw7buodbobenrsra 230 13 these these DT work_sfc3mik6snaw7buodbobenrsra 230 14 K K NNP work_sfc3mik6snaw7buodbobenrsra 230 15 clus- clus- NNP work_sfc3mik6snaw7buodbobenrsra 230 16 ter ter NN work_sfc3mik6snaw7buodbobenrsra 230 17 strings string NNS work_sfc3mik6snaw7buodbobenrsra 230 18 , , , work_sfc3mik6snaw7buodbobenrsra 230 19 and and CC work_sfc3mik6snaw7buodbobenrsra 230 20 compute compute JJ work_sfc3mik6snaw7buodbobenrsra 230 21 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 230 22 centers center NNS work_sfc3mik6snaw7buodbobenrsra 230 23 of of IN work_sfc3mik6snaw7buodbobenrsra 230 24 these these DT work_sfc3mik6snaw7buodbobenrsra 230 25 K K NNP work_sfc3mik6snaw7buodbobenrsra 230 26 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 230 27 . . . work_sfc3mik6snaw7buodbobenrsra 231 1 These these DT work_sfc3mik6snaw7buodbobenrsra 231 2 will will MD work_sfc3mik6snaw7buodbobenrsra 231 3 be be VB work_sfc3mik6snaw7buodbobenrsra 231 4 the the DT work_sfc3mik6snaw7buodbobenrsra 231 5 required require VBN work_sfc3mik6snaw7buodbobenrsra 231 6 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 231 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 231 8 centers center NNS work_sfc3mik6snaw7buodbobenrsra 231 9 . . . work_sfc3mik6snaw7buodbobenrsra 232 1 6 6 LS work_sfc3mik6snaw7buodbobenrsra 232 2 . . . work_sfc3mik6snaw7buodbobenrsra 232 3 if if IN work_sfc3mik6snaw7buodbobenrsra 232 4 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 232 5 > > XX work_sfc3mik6snaw7buodbobenrsra 232 6 K K NNP work_sfc3mik6snaw7buodbobenrsra 232 7 Merge Merge NNP work_sfc3mik6snaw7buodbobenrsra 232 8 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 232 9 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 232 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 232 11 string string NN work_sfc3mik6snaw7buodbobenrsra 232 12 of of IN work_sfc3mik6snaw7buodbobenrsra 232 13 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 232 14 strings string NNS work_sfc3mik6snaw7buodbobenrsra 232 15 into into IN work_sfc3mik6snaw7buodbobenrsra 232 16 K K NNP work_sfc3mik6snaw7buodbobenrsra 232 17 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 232 18 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 232 19 more more JJR work_sfc3mik6snaw7buodbobenrsra 232 20 details detail NNS work_sfc3mik6snaw7buodbobenrsra 232 21 in in IN work_sfc3mik6snaw7buodbobenrsra 232 22 Section Section NNP work_sfc3mik6snaw7buodbobenrsra 232 23 4.4.1 4.4.1 CD work_sfc3mik6snaw7buodbobenrsra 232 24 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 232 25 and and CC work_sfc3mik6snaw7buodbobenrsra 232 26 compute compute VB work_sfc3mik6snaw7buodbobenrsra 232 27 the the DT work_sfc3mik6snaw7buodbobenrsra 232 28 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 232 29 centers center NNS work_sfc3mik6snaw7buodbobenrsra 232 30 . . . work_sfc3mik6snaw7buodbobenrsra 233 1 These these DT work_sfc3mik6snaw7buodbobenrsra 233 2 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 233 3 centers center NNS work_sfc3mik6snaw7buodbobenrsra 233 4 will will MD work_sfc3mik6snaw7buodbobenrsra 233 5 be be VB work_sfc3mik6snaw7buodbobenrsra 233 6 the the DT work_sfc3mik6snaw7buodbobenrsra 233 7 required required JJ work_sfc3mik6snaw7buodbobenrsra 233 8 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 233 9 centers center NNS work_sfc3mik6snaw7buodbobenrsra 233 10 . . . work_sfc3mik6snaw7buodbobenrsra 234 1 7 7 LS work_sfc3mik6snaw7buodbobenrsra 234 2 . . . work_sfc3mik6snaw7buodbobenrsra 234 3 if if IN work_sfc3mik6snaw7buodbobenrsra 234 4 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 234 5 < < XX work_sfc3mik6snaw7buodbobenrsra 234 6 K K NNP work_sfc3mik6snaw7buodbobenrsra 234 7 Reduce reduce VB work_sfc3mik6snaw7buodbobenrsra 234 8 the the DT work_sfc3mik6snaw7buodbobenrsra 234 9 value value NN work_sfc3mik6snaw7buodbobenrsra 234 10 of of IN work_sfc3mik6snaw7buodbobenrsra 234 11 K k NN work_sfc3mik6snaw7buodbobenrsra 234 12 and and CC work_sfc3mik6snaw7buodbobenrsra 234 13 repeat repeat VB work_sfc3mik6snaw7buodbobenrsra 234 14 the the DT work_sfc3mik6snaw7buodbobenrsra 234 15 complete complete JJ work_sfc3mik6snaw7buodbobenrsra 234 16 process process NN work_sfc3mik6snaw7buodbobenrsra 234 17 . . . work_sfc3mik6snaw7buodbobenrsra 235 1 The the DT work_sfc3mik6snaw7buodbobenrsra 235 2 steps step NNS work_sfc3mik6snaw7buodbobenrsra 235 3 to to TO work_sfc3mik6snaw7buodbobenrsra 235 4 find find VB work_sfc3mik6snaw7buodbobenrsra 235 5 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 235 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 235 7 centers center NNS work_sfc3mik6snaw7buodbobenrsra 235 8 by by IN work_sfc3mik6snaw7buodbobenrsra 235 9 using use VBG work_sfc3mik6snaw7buodbobenrsra 235 10 the the DT work_sfc3mik6snaw7buodbobenrsra 235 11 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 235 12 approach approach NN work_sfc3mik6snaw7buodbobenrsra 235 13 are be VBP work_sfc3mik6snaw7buodbobenrsra 235 14 presented present VBN work_sfc3mik6snaw7buodbobenrsra 235 15 in in IN work_sfc3mik6snaw7buodbobenrsra 235 16 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 235 17 3 3 CD work_sfc3mik6snaw7buodbobenrsra 235 18 . . . work_sfc3mik6snaw7buodbobenrsra 236 1 The the DT work_sfc3mik6snaw7buodbobenrsra 236 2 computational computational JJ work_sfc3mik6snaw7buodbobenrsra 236 3 effi- effi- NN work_sfc3mik6snaw7buodbobenrsra 236 4 ciency ciency NN work_sfc3mik6snaw7buodbobenrsra 236 5 of of IN work_sfc3mik6snaw7buodbobenrsra 236 6 step step NN work_sfc3mik6snaw7buodbobenrsra 236 7 4 4 CD work_sfc3mik6snaw7buodbobenrsra 236 8 of of IN work_sfc3mik6snaw7buodbobenrsra 236 9 the the DT work_sfc3mik6snaw7buodbobenrsra 236 10 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 236 11 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 236 12 can can MD work_sfc3mik6snaw7buodbobenrsra 236 13 be be VB work_sfc3mik6snaw7buodbobenrsra 236 14 improved improve VBN work_sfc3mik6snaw7buodbobenrsra 236 15 by by IN work_sfc3mik6snaw7buodbobenrsra 236 16 using use VBG work_sfc3mik6snaw7buodbobenrsra 236 17 other other JJ work_sfc3mik6snaw7buodbobenrsra 236 18 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 236 19 such such JJ work_sfc3mik6snaw7buodbobenrsra 236 20 as as IN work_sfc3mik6snaw7buodbobenrsra 236 21 on on IN work_sfc3mik6snaw7buodbobenrsra 236 22 - - HYPH work_sfc3mik6snaw7buodbobenrsra 236 23 line line NN work_sfc3mik6snaw7buodbobenrsra 236 24 suffix suffix NN work_sfc3mik6snaw7buodbobenrsra 236 25 trees tree NNS work_sfc3mik6snaw7buodbobenrsra 236 26 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 236 27 Ukkonen Ukkonen NNP work_sfc3mik6snaw7buodbobenrsra 236 28 , , , work_sfc3mik6snaw7buodbobenrsra 236 29 1995 1995 CD work_sfc3mik6snaw7buodbobenrsra 236 30 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 236 31 that that WDT work_sfc3mik6snaw7buodbobenrsra 236 32 can can MD work_sfc3mik6snaw7buodbobenrsra 236 33 perform perform VB work_sfc3mik6snaw7buodbobenrsra 236 34 string string NN work_sfc3mik6snaw7buodbobenrsra 236 35 comparisons comparison NNS work_sfc3mik6snaw7buodbobenrsra 236 36 in in IN work_sfc3mik6snaw7buodbobenrsra 236 37 time time NN work_sfc3mik6snaw7buodbobenrsra 236 38 linear linear JJ work_sfc3mik6snaw7buodbobenrsra 236 39 in in IN work_sfc3mik6snaw7buodbobenrsra 236 40 the the DT work_sfc3mik6snaw7buodbobenrsra 236 41 length length NN work_sfc3mik6snaw7buodbobenrsra 236 42 of of IN work_sfc3mik6snaw7buodbobenrsra 236 43 the the DT work_sfc3mik6snaw7buodbobenrsra 236 44 string string NN work_sfc3mik6snaw7buodbobenrsra 236 45 . . . work_sfc3mik6snaw7buodbobenrsra 237 1 To to TO work_sfc3mik6snaw7buodbobenrsra 237 2 illustrate illustrate VB work_sfc3mik6snaw7buodbobenrsra 237 3 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 237 4 3 3 CD work_sfc3mik6snaw7buodbobenrsra 237 5 , , , work_sfc3mik6snaw7buodbobenrsra 237 6 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 237 7 present present VBP work_sfc3mik6snaw7buodbobenrsra 237 8 a a DT work_sfc3mik6snaw7buodbobenrsra 237 9 descriptive descriptive JJ work_sfc3mik6snaw7buodbobenrsra 237 10 example example NN work_sfc3mik6snaw7buodbobenrsra 237 11 . . . work_sfc3mik6snaw7buodbobenrsra 238 1 Suppose suppose VB work_sfc3mik6snaw7buodbobenrsra 238 2 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 238 3 have have VBP work_sfc3mik6snaw7buodbobenrsra 238 4 10 10 CD work_sfc3mik6snaw7buodbobenrsra 238 5 data datum NNS work_sfc3mik6snaw7buodbobenrsra 238 6 objects object NNS work_sfc3mik6snaw7buodbobenrsra 238 7 D1 d1 NN work_sfc3mik6snaw7buodbobenrsra 238 8 , , , work_sfc3mik6snaw7buodbobenrsra 238 9 D2 D2 NNP work_sfc3mik6snaw7buodbobenrsra 238 10 , , , work_sfc3mik6snaw7buodbobenrsra 238 11 . . . work_sfc3mik6snaw7buodbobenrsra 239 1 . . . work_sfc3mik6snaw7buodbobenrsra 240 1 . . . work_sfc3mik6snaw7buodbobenrsra 241 1 , , , work_sfc3mik6snaw7buodbobenrsra 241 2 D10 D10 NNP work_sfc3mik6snaw7buodbobenrsra 241 3 , , , work_sfc3mik6snaw7buodbobenrsra 241 4 defined define VBN work_sfc3mik6snaw7buodbobenrsra 241 5 by by IN work_sfc3mik6snaw7buodbobenrsra 241 6 4 4 CD work_sfc3mik6snaw7buodbobenrsra 241 7 cate- cate- NN work_sfc3mik6snaw7buodbobenrsra 241 8 gorical gorical JJ work_sfc3mik6snaw7buodbobenrsra 241 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 241 10 with with IN work_sfc3mik6snaw7buodbobenrsra 241 11 K K NNP work_sfc3mik6snaw7buodbobenrsra 241 12 = = SYM work_sfc3mik6snaw7buodbobenrsra 241 13 2 2 CD work_sfc3mik6snaw7buodbobenrsra 241 14 . . . work_sfc3mik6snaw7buodbobenrsra 242 1 Let let VB work_sfc3mik6snaw7buodbobenrsra 242 2 the the DT work_sfc3mik6snaw7buodbobenrsra 242 3 cardinality cardinality NN work_sfc3mik6snaw7buodbobenrsra 242 4 of of IN work_sfc3mik6snaw7buodbobenrsra 242 5 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 242 6 , , , work_sfc3mik6snaw7buodbobenrsra 242 7 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 242 8 , , , work_sfc3mik6snaw7buodbobenrsra 242 9 M3 M3 NNP work_sfc3mik6snaw7buodbobenrsra 242 10 and and CC work_sfc3mik6snaw7buodbobenrsra 242 11 M4 M4 NNP work_sfc3mik6snaw7buodbobenrsra 242 12 are be VBP work_sfc3mik6snaw7buodbobenrsra 242 13 2 2 CD work_sfc3mik6snaw7buodbobenrsra 242 14 , , , work_sfc3mik6snaw7buodbobenrsra 242 15 2 2 CD work_sfc3mik6snaw7buodbobenrsra 242 16 , , , work_sfc3mik6snaw7buodbobenrsra 242 17 4 4 CD work_sfc3mik6snaw7buodbobenrsra 242 18 , , , work_sfc3mik6snaw7buodbobenrsra 242 19 2 2 CD work_sfc3mik6snaw7buodbobenrsra 242 20 . . . work_sfc3mik6snaw7buodbobenrsra 243 1 For for IN work_sfc3mik6snaw7buodbobenrsra 243 2 the the DT work_sfc3mik6snaw7buodbobenrsra 243 3 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 243 4 approach approach NN work_sfc3mik6snaw7buodbobenrsra 243 5 , , , work_sfc3mik6snaw7buodbobenrsra 243 6 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 243 7 consider consider VBP work_sfc3mik6snaw7buodbobenrsra 243 8 all all PDT work_sfc3mik6snaw7buodbobenrsra 243 9 the the DT work_sfc3mik6snaw7buodbobenrsra 243 10 attri- attri- JJ work_sfc3mik6snaw7buodbobenrsra 243 11 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 243 12 and and CC work_sfc3mik6snaw7buodbobenrsra 243 13 first first RB work_sfc3mik6snaw7buodbobenrsra 243 14 divide divide VB work_sfc3mik6snaw7buodbobenrsra 243 15 the the DT work_sfc3mik6snaw7buodbobenrsra 243 16 data data NN work_sfc3mik6snaw7buodbobenrsra 243 17 objects object NNS work_sfc3mik6snaw7buodbobenrsra 243 18 on on IN work_sfc3mik6snaw7buodbobenrsra 243 19 the the DT work_sfc3mik6snaw7buodbobenrsra 243 20 basis basis NN work_sfc3mik6snaw7buodbobenrsra 243 21 of of IN work_sfc3mik6snaw7buodbobenrsra 243 22 attribute attribute NNP work_sfc3mik6snaw7buodbobenrsra 243 23 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 243 24 and and CC work_sfc3mik6snaw7buodbobenrsra 243 25 calculate calculate VB work_sfc3mik6snaw7buodbobenrsra 243 26 2 2 CD work_sfc3mik6snaw7buodbobenrsra 243 27 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 243 28 centers center NNS work_sfc3mik6snaw7buodbobenrsra 243 29 because because IN work_sfc3mik6snaw7buodbobenrsra 243 30 cardinality cardinality NN work_sfc3mik6snaw7buodbobenrsra 243 31 of of IN work_sfc3mik6snaw7buodbobenrsra 243 32 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 243 33 is be VBZ work_sfc3mik6snaw7buodbobenrsra 243 34 2 2 CD work_sfc3mik6snaw7buodbobenrsra 243 35 . . . work_sfc3mik6snaw7buodbobenrsra 244 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 244 2 run run VBP work_sfc3mik6snaw7buodbobenrsra 244 3 K K NNP work_sfc3mik6snaw7buodbobenrsra 244 4 - - HYPH work_sfc3mik6snaw7buodbobenrsra 244 5 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 244 6 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 244 7 by by IN work_sfc3mik6snaw7buodbobenrsra 244 8 using use VBG work_sfc3mik6snaw7buodbobenrsra 244 9 these these DT work_sfc3mik6snaw7buodbobenrsra 244 10 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 244 11 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 244 12 centers center NNS work_sfc3mik6snaw7buodbobenrsra 244 13 . . . work_sfc3mik6snaw7buodbobenrsra 245 1 Every every DT work_sfc3mik6snaw7buodbobenrsra 245 2 data data NN work_sfc3mik6snaw7buodbobenrsra 245 3 object object NN work_sfc3mik6snaw7buodbobenrsra 245 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 245 5 assigned assign VBN work_sfc3mik6snaw7buodbobenrsra 245 6 a a DT work_sfc3mik6snaw7buodbobenrsra 245 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 245 8 label label NN work_sfc3mik6snaw7buodbobenrsra 245 9 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 245 10 either either CC work_sfc3mik6snaw7buodbobenrsra 245 11 1 1 CD work_sfc3mik6snaw7buodbobenrsra 245 12 or or CC work_sfc3mik6snaw7buodbobenrsra 245 13 2 2 CD work_sfc3mik6snaw7buodbobenrsra 245 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 245 15 and and CC work_sfc3mik6snaw7buodbobenrsra 245 16 the the DT work_sfc3mik6snaw7buodbobenrsra 245 17 same same JJ work_sfc3mik6snaw7buodbobenrsra 245 18 process process NN work_sfc3mik6snaw7buodbobenrsra 245 19 is be VBZ work_sfc3mik6snaw7buodbobenrsra 245 20 repeated repeat VBN work_sfc3mik6snaw7buodbobenrsra 245 21 to to IN work_sfc3mik6snaw7buodbobenrsra 245 22 all all DT work_sfc3mik6snaw7buodbobenrsra 245 23 other other JJ work_sfc3mik6snaw7buodbobenrsra 245 24 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 245 25 . . . work_sfc3mik6snaw7buodbobenrsra 246 1 As as IN work_sfc3mik6snaw7buodbobenrsra 246 2 there there EX work_sfc3mik6snaw7buodbobenrsra 246 3 are be VBP work_sfc3mik6snaw7buodbobenrsra 246 4 4 4 CD work_sfc3mik6snaw7buodbobenrsra 246 5 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 246 6 , , , work_sfc3mik6snaw7buodbobenrsra 246 7 each each DT work_sfc3mik6snaw7buodbobenrsra 246 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 246 9 object object NN work_sfc3mik6snaw7buodbobenrsra 246 10 will will MD work_sfc3mik6snaw7buodbobenrsra 246 11 have have VB work_sfc3mik6snaw7buodbobenrsra 246 12 a a DT work_sfc3mik6snaw7buodbobenrsra 246 13 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 246 14 string string NN work_sfc3mik6snaw7buodbobenrsra 246 15 that that WDT work_sfc3mik6snaw7buodbobenrsra 246 16 consists consist VBZ work_sfc3mik6snaw7buodbobenrsra 246 17 of of IN work_sfc3mik6snaw7buodbobenrsra 246 18 4 4 CD work_sfc3mik6snaw7buodbobenrsra 246 19 labels label NNS work_sfc3mik6snaw7buodbobenrsra 246 20 . . . work_sfc3mik6snaw7buodbobenrsra 247 1 For for IN work_sfc3mik6snaw7buodbobenrsra 247 2 example example NN work_sfc3mik6snaw7buodbobenrsra 247 3 data datum NNS work_sfc3mik6snaw7buodbobenrsra 247 4 object object NN work_sfc3mik6snaw7buodbobenrsra 247 5 D1 d1 NN work_sfc3mik6snaw7buodbobenrsra 247 6 has have VBZ work_sfc3mik6snaw7buodbobenrsra 247 7 1 1 CD work_sfc3mik6snaw7buodbobenrsra 247 8 - - HYPH work_sfc3mik6snaw7buodbobenrsra 247 9 2 2 CD work_sfc3mik6snaw7buodbobenrsra 247 10 - - HYPH work_sfc3mik6snaw7buodbobenrsra 247 11 2 2 CD work_sfc3mik6snaw7buodbobenrsra 247 12 - - HYPH work_sfc3mik6snaw7buodbobenrsra 247 13 1 1 CD work_sfc3mik6snaw7buodbobenrsra 247 14 as as IN work_sfc3mik6snaw7buodbobenrsra 247 15 the the DT work_sfc3mik6snaw7buodbobenrsra 247 16 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 247 17 string string NN work_sfc3mik6snaw7buodbobenrsra 247 18 . . . work_sfc3mik6snaw7buodbobenrsra 248 1 This this DT work_sfc3mik6snaw7buodbobenrsra 248 2 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 248 3 that that IN work_sfc3mik6snaw7buodbobenrsra 248 4 in in IN work_sfc3mik6snaw7buodbobenrsra 248 5 the the DT work_sfc3mik6snaw7buodbobenrsra 248 6 first first JJ work_sfc3mik6snaw7buodbobenrsra 248 7 run run NN work_sfc3mik6snaw7buodbobenrsra 248 8 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 248 9 using use VBG work_sfc3mik6snaw7buodbobenrsra 248 10 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 248 11 to to TO work_sfc3mik6snaw7buodbobenrsra 248 12 create create VB work_sfc3mik6snaw7buodbobenrsra 248 13 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 248 14 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 248 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 248 16 the the DT work_sfc3mik6snaw7buodbobenrsra 248 17 data data NN work_sfc3mik6snaw7buodbobenrsra 248 18 object object NN work_sfc3mik6snaw7buodbobenrsra 248 19 D1 d1 NN work_sfc3mik6snaw7buodbobenrsra 248 20 is be VBZ work_sfc3mik6snaw7buodbobenrsra 248 21 placed place VBN work_sfc3mik6snaw7buodbobenrsra 248 22 in in IN work_sfc3mik6snaw7buodbobenrsra 248 23 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 248 24 1 1 CD work_sfc3mik6snaw7buodbobenrsra 248 25 , , , work_sfc3mik6snaw7buodbobenrsra 248 26 in in IN work_sfc3mik6snaw7buodbobenrsra 248 27 the the DT work_sfc3mik6snaw7buodbobenrsra 248 28 second second JJ work_sfc3mik6snaw7buodbobenrsra 248 29 run run NN work_sfc3mik6snaw7buodbobenrsra 248 30 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 248 31 using use VBG work_sfc3mik6snaw7buodbobenrsra 248 32 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 248 33 to to TO work_sfc3mik6snaw7buodbobenrsra 248 34 create create VB work_sfc3mik6snaw7buodbobenrsra 248 35 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 248 36 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 248 37 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 248 38 the the DT work_sfc3mik6snaw7buodbobenrsra 248 39 data data NN work_sfc3mik6snaw7buodbobenrsra 248 40 object object NN work_sfc3mik6snaw7buodbobenrsra 248 41 D1 d1 NN work_sfc3mik6snaw7buodbobenrsra 248 42 is be VBZ work_sfc3mik6snaw7buodbobenrsra 248 43 placed place VBN work_sfc3mik6snaw7buodbobenrsra 248 44 in in IN work_sfc3mik6snaw7buodbobenrsra 248 45 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 248 46 2 2 CD work_sfc3mik6snaw7buodbobenrsra 248 47 and and CC work_sfc3mik6snaw7buodbobenrsra 248 48 so so RB work_sfc3mik6snaw7buodbobenrsra 248 49 on on RB work_sfc3mik6snaw7buodbobenrsra 248 50 . . . work_sfc3mik6snaw7buodbobenrsra 249 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 249 2 will will MD work_sfc3mik6snaw7buodbobenrsra 249 3 get get VB work_sfc3mik6snaw7buodbobenrsra 249 4 10 10 CD work_sfc3mik6snaw7buodbobenrsra 249 5 different different JJ work_sfc3mik6snaw7buodbobenrsra 249 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 249 7 strings string NNS work_sfc3mik6snaw7buodbobenrsra 249 8 corresponding correspond VBG work_sfc3mik6snaw7buodbobenrsra 249 9 to to IN work_sfc3mik6snaw7buodbobenrsra 249 10 every every DT work_sfc3mik6snaw7buodbobenrsra 249 11 data data NN work_sfc3mik6snaw7buodbobenrsra 249 12 object object NN work_sfc3mik6snaw7buodbobenrsra 249 13 . . . work_sfc3mik6snaw7buodbobenrsra 250 1 Suppose suppose VB work_sfc3mik6snaw7buodbobenrsra 250 2 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 250 3 get get VBP work_sfc3mik6snaw7buodbobenrsra 250 4 the the DT work_sfc3mik6snaw7buodbobenrsra 250 5 following follow VBG work_sfc3mik6snaw7buodbobenrsra 250 6 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 250 7 strings string NNS work_sfc3mik6snaw7buodbobenrsra 250 8 for for IN work_sfc3mik6snaw7buodbobenrsra 250 9 different different JJ work_sfc3mik6snaw7buodbobenrsra 250 10 data datum NNS work_sfc3mik6snaw7buodbobenrsra 250 11 objects object NNS work_sfc3mik6snaw7buodbobenrsra 250 12 as as IN work_sfc3mik6snaw7buodbobenrsra 250 13 shown show VBN work_sfc3mik6snaw7buodbobenrsra 250 14 in in IN work_sfc3mik6snaw7buodbobenrsra 250 15 Table Table NNP work_sfc3mik6snaw7buodbobenrsra 250 16 2 2 CD work_sfc3mik6snaw7buodbobenrsra 250 17 . . . work_sfc3mik6snaw7buodbobenrsra 251 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 251 2 calculate calculate VBP work_sfc3mik6snaw7buodbobenrsra 251 3 the the DT work_sfc3mik6snaw7buodbobenrsra 251 4 frequency frequency NN work_sfc3mik6snaw7buodbobenrsra 251 5 of of IN work_sfc3mik6snaw7buodbobenrsra 251 6 all all PDT work_sfc3mik6snaw7buodbobenrsra 251 7 the the DT work_sfc3mik6snaw7buodbobenrsra 251 8 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 251 9 strings string NNS work_sfc3mik6snaw7buodbobenrsra 251 10 as as IN work_sfc3mik6snaw7buodbobenrsra 251 11 shown show VBN work_sfc3mik6snaw7buodbobenrsra 251 12 in in IN work_sfc3mik6snaw7buodbobenrsra 251 13 Table table NN work_sfc3mik6snaw7buodbobenrsra 251 14 3 3 CD work_sfc3mik6snaw7buodbobenrsra 251 15 . . . work_sfc3mik6snaw7buodbobenrsra 252 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 252 2 take take VBP work_sfc3mik6snaw7buodbobenrsra 252 3 100.5 100.5 CD work_sfc3mik6snaw7buodbobenrsra 252 4 � � NNP work_sfc3mik6snaw7buodbobenrsra 252 5 3 3 CD work_sfc3mik6snaw7buodbobenrsra 252 6 most most RBS work_sfc3mik6snaw7buodbobenrsra 252 7 frequent frequent JJ work_sfc3mik6snaw7buodbobenrsra 252 8 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 252 9 strings string NNS work_sfc3mik6snaw7buodbobenrsra 252 10 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 252 11 details detail NNS work_sfc3mik6snaw7buodbobenrsra 252 12 in in IN work_sfc3mik6snaw7buodbobenrsra 252 13 Sec- Sec- NNP work_sfc3mik6snaw7buodbobenrsra 252 14 tion tion NN work_sfc3mik6snaw7buodbobenrsra 252 15 4.4.1 4.4.1 CD work_sfc3mik6snaw7buodbobenrsra 252 16 on on IN work_sfc3mik6snaw7buodbobenrsra 252 17 this this DT work_sfc3mik6snaw7buodbobenrsra 252 18 step step NN work_sfc3mik6snaw7buodbobenrsra 252 19 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 252 20 and and CC work_sfc3mik6snaw7buodbobenrsra 252 21 cluster cluster VBD work_sfc3mik6snaw7buodbobenrsra 252 22 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 252 23 by by IN work_sfc3mik6snaw7buodbobenrsra 252 24 using use VBG work_sfc3mik6snaw7buodbobenrsra 252 25 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 252 26 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 252 27 tering tere VBG work_sfc3mik6snaw7buodbobenrsra 252 28 with with IN work_sfc3mik6snaw7buodbobenrsra 252 29 K K NNP work_sfc3mik6snaw7buodbobenrsra 252 30 = = SYM work_sfc3mik6snaw7buodbobenrsra 252 31 2 2 CD work_sfc3mik6snaw7buodbobenrsra 252 32 . . . work_sfc3mik6snaw7buodbobenrsra 253 1 The the DT work_sfc3mik6snaw7buodbobenrsra 253 2 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 253 3 strings string NNS work_sfc3mik6snaw7buodbobenrsra 253 4 2 2 CD work_sfc3mik6snaw7buodbobenrsra 253 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 253 6 2 2 CD work_sfc3mik6snaw7buodbobenrsra 253 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 253 8 1 1 CD work_sfc3mik6snaw7buodbobenrsra 253 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 253 10 1 1 CD work_sfc3mik6snaw7buodbobenrsra 253 11 and and CC work_sfc3mik6snaw7buodbobenrsra 253 12 2 2 CD work_sfc3mik6snaw7buodbobenrsra 253 13 - - HYPH work_sfc3mik6snaw7buodbobenrsra 253 14 2 2 CD work_sfc3mik6snaw7buodbobenrsra 253 15 - - HYPH work_sfc3mik6snaw7buodbobenrsra 253 16 2 2 CD work_sfc3mik6snaw7buodbobenrsra 253 17 - - HYPH work_sfc3mik6snaw7buodbobenrsra 253 18 1 1 CD work_sfc3mik6snaw7buodbobenrsra 253 19 are be VBP work_sfc3mik6snaw7buodbobenrsra 253 20 merged merge VBN work_sfc3mik6snaw7buodbobenrsra 253 21 in in IN work_sfc3mik6snaw7buodbobenrsra 253 22 one one CD work_sfc3mik6snaw7buodbobenrsra 253 23 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 253 24 . . . work_sfc3mik6snaw7buodbobenrsra 254 1 This this DT work_sfc3mik6snaw7buodbobenrsra 254 2 leads lead VBZ work_sfc3mik6snaw7buodbobenrsra 254 3 to to IN work_sfc3mik6snaw7buodbobenrsra 254 4 two two CD work_sfc3mik6snaw7buodbobenrsra 254 5 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 254 6 containing contain VBG work_sfc3mik6snaw7buodbobenrsra 254 7 the the DT work_sfc3mik6snaw7buodbobenrsra 254 8 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 254 9 strings string VBZ work_sfc3mik6snaw7buodbobenrsra 254 10 1 1 CD work_sfc3mik6snaw7buodbobenrsra 254 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 12 1 1 CD work_sfc3mik6snaw7buodbobenrsra 254 13 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 14 3 3 CD work_sfc3mik6snaw7buodbobenrsra 254 15 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 16 2 2 CD work_sfc3mik6snaw7buodbobenrsra 254 17 and and CC work_sfc3mik6snaw7buodbobenrsra 254 18 2 2 CD work_sfc3mik6snaw7buodbobenrsra 254 19 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 20 2 2 CD work_sfc3mik6snaw7buodbobenrsra 254 21 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 22 1 1 CD work_sfc3mik6snaw7buodbobenrsra 254 23 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 24 1 1 CD work_sfc3mik6snaw7buodbobenrsra 254 25 , , , work_sfc3mik6snaw7buodbobenrsra 254 26 2 2 CD work_sfc3mik6snaw7buodbobenrsra 254 27 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 28 2 2 CD work_sfc3mik6snaw7buodbobenrsra 254 29 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 30 2 2 CD work_sfc3mik6snaw7buodbobenrsra 254 31 - - HYPH work_sfc3mik6snaw7buodbobenrsra 254 32 1 1 CD work_sfc3mik6snaw7buodbobenrsra 254 33 with with IN work_sfc3mik6snaw7buodbobenrsra 254 34 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 254 35 correspond- correspond- JJ work_sfc3mik6snaw7buodbobenrsra 254 36 ing ing NNP work_sfc3mik6snaw7buodbobenrsra 254 37 data data NN work_sfc3mik6snaw7buodbobenrsra 254 38 objects object NNS work_sfc3mik6snaw7buodbobenrsra 254 39 , , , work_sfc3mik6snaw7buodbobenrsra 254 40 i.e. i.e. FW work_sfc3mik6snaw7buodbobenrsra 255 1 Cluster1 Cluster1 NNP work_sfc3mik6snaw7buodbobenrsra 255 2 = = NFP work_sfc3mik6snaw7buodbobenrsra 255 3 { { -LRB- work_sfc3mik6snaw7buodbobenrsra 255 4 D1 d1 NN work_sfc3mik6snaw7buodbobenrsra 255 5 , , , work_sfc3mik6snaw7buodbobenrsra 255 6 D3 D3 NNP work_sfc3mik6snaw7buodbobenrsra 255 7 , , , work_sfc3mik6snaw7buodbobenrsra 255 8 D8 D8 NNP work_sfc3mik6snaw7buodbobenrsra 255 9 } } -RRB- work_sfc3mik6snaw7buodbobenrsra 255 10 Cluster2 Cluster2 NNP work_sfc3mik6snaw7buodbobenrsra 255 11 = = NFP work_sfc3mik6snaw7buodbobenrsra 255 12 { { -LRB- work_sfc3mik6snaw7buodbobenrsra 255 13 D2 d2 NN work_sfc3mik6snaw7buodbobenrsra 255 14 , , , work_sfc3mik6snaw7buodbobenrsra 255 15 D4 D4 NNP work_sfc3mik6snaw7buodbobenrsra 255 16 , , , work_sfc3mik6snaw7buodbobenrsra 255 17 D7 D7 NNP work_sfc3mik6snaw7buodbobenrsra 255 18 , , , work_sfc3mik6snaw7buodbobenrsra 255 19 D9 D9 NNP work_sfc3mik6snaw7buodbobenrsra 255 20 } } -RRB- work_sfc3mik6snaw7buodbobenrsra 255 21 The the DT work_sfc3mik6snaw7buodbobenrsra 255 22 data data NN work_sfc3mik6snaw7buodbobenrsra 255 23 objects object NNS work_sfc3mik6snaw7buodbobenrsra 255 24 belonging belong VBG work_sfc3mik6snaw7buodbobenrsra 255 25 to to IN work_sfc3mik6snaw7buodbobenrsra 255 26 these these DT work_sfc3mik6snaw7buodbobenrsra 255 27 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 255 28 are be VBP work_sfc3mik6snaw7buodbobenrsra 255 29 to to TO work_sfc3mik6snaw7buodbobenrsra 255 30 be be VB work_sfc3mik6snaw7buodbobenrsra 255 31 used use VBN work_sfc3mik6snaw7buodbobenrsra 255 32 to to TO work_sfc3mik6snaw7buodbobenrsra 255 33 com- com- VB work_sfc3mik6snaw7buodbobenrsra 255 34 pute pute VB work_sfc3mik6snaw7buodbobenrsra 255 35 the the DT work_sfc3mik6snaw7buodbobenrsra 255 36 required require VBN work_sfc3mik6snaw7buodbobenrsra 255 37 2 2 CD work_sfc3mik6snaw7buodbobenrsra 255 38 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 255 39 centers center NNS work_sfc3mik6snaw7buodbobenrsra 255 40 as as IN work_sfc3mik6snaw7buodbobenrsra 255 41 K K NNP work_sfc3mik6snaw7buodbobenrsra 255 42 = = SYM work_sfc3mik6snaw7buodbobenrsra 255 43 2 2 CD work_sfc3mik6snaw7buodbobenrsra 255 44 . . . work_sfc3mik6snaw7buodbobenrsra 256 1 The the DT work_sfc3mik6snaw7buodbobenrsra 256 2 other other JJ work_sfc3mik6snaw7buodbobenrsra 256 3 infrequent infrequent JJ work_sfc3mik6snaw7buodbobenrsra 256 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 256 5 strings string NNS work_sfc3mik6snaw7buodbobenrsra 256 6 and and CC work_sfc3mik6snaw7buodbobenrsra 256 7 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 256 8 corresponding corresponding JJ work_sfc3mik6snaw7buodbobenrsra 256 9 data datum NNS work_sfc3mik6snaw7buodbobenrsra 256 10 objects object NNS work_sfc3mik6snaw7buodbobenrsra 256 11 are be VBP work_sfc3mik6snaw7buodbobenrsra 256 12 assumed assume VBN work_sfc3mik6snaw7buodbobenrsra 256 13 to to TO work_sfc3mik6snaw7buodbobenrsra 256 14 be be VB work_sfc3mik6snaw7buodbobenrsra 256 15 outliers outlier NNS work_sfc3mik6snaw7buodbobenrsra 256 16 that that WDT work_sfc3mik6snaw7buodbobenrsra 256 17 do do VBP work_sfc3mik6snaw7buodbobenrsra 256 18 not not RB work_sfc3mik6snaw7buodbobenrsra 256 19 contribute contribute VB work_sfc3mik6snaw7buodbobenrsra 256 20 in in IN work_sfc3mik6snaw7buodbobenrsra 256 21 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 256 22 the the DT work_sfc3mik6snaw7buodbobenrsra 256 23 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 256 24 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 256 25 centers center NNS work_sfc3mik6snaw7buodbobenrsra 256 26 . . . work_sfc3mik6snaw7buodbobenrsra 257 1 The the DT work_sfc3mik6snaw7buodbobenrsra 257 2 centers center NNS work_sfc3mik6snaw7buodbobenrsra 257 3 of of IN work_sfc3mik6snaw7buodbobenrsra 257 4 these these DT work_sfc3mik6snaw7buodbobenrsra 257 5 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 257 6 serve serve VBP work_sfc3mik6snaw7buodbobenrsra 257 7 as as IN work_sfc3mik6snaw7buodbobenrsra 257 8 the the DT work_sfc3mik6snaw7buodbobenrsra 257 9 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 257 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 257 11 centers center NNS work_sfc3mik6snaw7buodbobenrsra 257 12 for for IN work_sfc3mik6snaw7buodbobenrsra 257 13 the the DT work_sfc3mik6snaw7buodbobenrsra 257 14 K K NNP work_sfc3mik6snaw7buodbobenrsra 257 15 - - HYPH work_sfc3mik6snaw7buodbobenrsra 257 16 Modes Modes NNP work_sfc3mik6snaw7buodbobenrsra 257 17 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 257 18 . . . work_sfc3mik6snaw7buodbobenrsra 258 1 For for IN work_sfc3mik6snaw7buodbobenrsra 258 2 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 258 3 features feature NNS work_sfc3mik6snaw7buodbobenrsra 258 4 approach approach NN work_sfc3mik6snaw7buodbobenrsra 258 5 , , , work_sfc3mik6snaw7buodbobenrsra 258 6 the the DT work_sfc3mik6snaw7buodbobenrsra 258 7 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 258 8 with with IN work_sfc3mik6snaw7buodbobenrsra 258 9 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 258 10 values value NNS work_sfc3mik6snaw7buodbobenrsra 258 11 less less JJR work_sfc3mik6snaw7buodbobenrsra 258 12 than than IN work_sfc3mik6snaw7buodbobenrsra 258 13 or or CC work_sfc3mik6snaw7buodbobenrsra 258 14 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 258 15 to to IN work_sfc3mik6snaw7buodbobenrsra 258 16 the the DT work_sfc3mik6snaw7buodbobenrsra 258 17 number number NN work_sfc3mik6snaw7buodbobenrsra 258 18 of of IN work_sfc3mik6snaw7buodbobenrsra 258 19 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 258 20 are be VBP work_sfc3mik6snaw7buodbobenrsra 258 21 selected select VBN work_sfc3mik6snaw7buodbobenrsra 258 22 . . . work_sfc3mik6snaw7buodbobenrsra 259 1 In in IN work_sfc3mik6snaw7buodbobenrsra 259 2 the the DT work_sfc3mik6snaw7buodbobenrsra 259 3 example example NN work_sfc3mik6snaw7buodbobenrsra 259 4 shown show VBN work_sfc3mik6snaw7buodbobenrsra 259 5 , , , work_sfc3mik6snaw7buodbobenrsra 259 6 attri- attri- NNP work_sfc3mik6snaw7buodbobenrsra 259 7 butes butes NNP work_sfc3mik6snaw7buodbobenrsra 259 8 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 259 9 , , , work_sfc3mik6snaw7buodbobenrsra 259 10 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 259 11 and and CC work_sfc3mik6snaw7buodbobenrsra 259 12 M4 M4 NNP work_sfc3mik6snaw7buodbobenrsra 259 13 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 259 14 are be VBP work_sfc3mik6snaw7buodbobenrsra 259 15 selected select VBN work_sfc3mik6snaw7buodbobenrsra 259 16 and and CC work_sfc3mik6snaw7buodbobenrsra 259 17 the the DT work_sfc3mik6snaw7buodbobenrsra 259 18 same same JJ work_sfc3mik6snaw7buodbobenrsra 259 19 proce- proce- JJ work_sfc3mik6snaw7buodbobenrsra 259 20 dure dure NN work_sfc3mik6snaw7buodbobenrsra 259 21 is be VBZ work_sfc3mik6snaw7buodbobenrsra 259 22 followed follow VBN work_sfc3mik6snaw7buodbobenrsra 259 23 with with IN work_sfc3mik6snaw7buodbobenrsra 259 24 these these DT work_sfc3mik6snaw7buodbobenrsra 259 25 three three CD work_sfc3mik6snaw7buodbobenrsra 259 26 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 259 27 to to TO work_sfc3mik6snaw7buodbobenrsra 259 28 compute compute VB work_sfc3mik6snaw7buodbobenrsra 259 29 the the DT work_sfc3mik6snaw7buodbobenrsra 259 30 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 259 31 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 259 32 center center NN work_sfc3mik6snaw7buodbobenrsra 259 33 . . . work_sfc3mik6snaw7buodbobenrsra 260 1 In in IN work_sfc3mik6snaw7buodbobenrsra 260 2 the the DT work_sfc3mik6snaw7buodbobenrsra 260 3 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 260 4 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 260 5 approach approach NN work_sfc3mik6snaw7buodbobenrsra 260 6 , , , work_sfc3mik6snaw7buodbobenrsra 260 7 firstly firstly RB work_sfc3mik6snaw7buodbobenrsra 260 8 the the DT work_sfc3mik6snaw7buodbobenrsra 260 9 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 260 10 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 260 11 are be VBP work_sfc3mik6snaw7buodbobenrsra 260 12 calculated calculate VBN work_sfc3mik6snaw7buodbobenrsra 260 13 , , , work_sfc3mik6snaw7buodbobenrsra 260 14 then then RB work_sfc3mik6snaw7buodbobenrsra 260 15 they -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 260 16 are be VBP work_sfc3mik6snaw7buodbobenrsra 260 17 used use VBN work_sfc3mik6snaw7buodbobenrsra 260 18 to to TO work_sfc3mik6snaw7buodbobenrsra 260 19 cal- cal- VB work_sfc3mik6snaw7buodbobenrsra 260 20 culate culate VB work_sfc3mik6snaw7buodbobenrsra 260 21 the the DT work_sfc3mik6snaw7buodbobenrsra 260 22 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 260 23 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 260 24 centers center NNS work_sfc3mik6snaw7buodbobenrsra 260 25 . . . work_sfc3mik6snaw7buodbobenrsra 261 1 For for IN work_sfc3mik6snaw7buodbobenrsra 261 2 example example NN work_sfc3mik6snaw7buodbobenrsra 261 3 if if IN work_sfc3mik6snaw7buodbobenrsra 261 4 M1 M1 NNP work_sfc3mik6snaw7buodbobenrsra 261 5 , , , work_sfc3mik6snaw7buodbobenrsra 261 6 M2 M2 NNP work_sfc3mik6snaw7buodbobenrsra 261 7 and and CC work_sfc3mik6snaw7buodbobenrsra 261 8 M3 M3 NNP work_sfc3mik6snaw7buodbobenrsra 261 9 are be VBP work_sfc3mik6snaw7buodbobenrsra 261 10 the the DT work_sfc3mik6snaw7buodbobenrsra 261 11 most most RBS work_sfc3mik6snaw7buodbobenrsra 261 12 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 261 13 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 261 14 , , , work_sfc3mik6snaw7buodbobenrsra 261 15 then then RB work_sfc3mik6snaw7buodbobenrsra 261 16 they -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 261 17 are be VBP work_sfc3mik6snaw7buodbobenrsra 261 18 used use VBN work_sfc3mik6snaw7buodbobenrsra 261 19 to to TO work_sfc3mik6snaw7buodbobenrsra 261 20 calculate calculate VB work_sfc3mik6snaw7buodbobenrsra 261 21 the the DT work_sfc3mik6snaw7buodbobenrsra 261 22 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 261 23 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 261 24 centers center NNS work_sfc3mik6snaw7buodbobenrsra 261 25 following follow VBG work_sfc3mik6snaw7buodbobenrsra 261 26 the the DT work_sfc3mik6snaw7buodbobenrsra 261 27 above above JJ work_sfc3mik6snaw7buodbobenrsra 261 28 procedure procedure NN work_sfc3mik6snaw7buodbobenrsra 261 29 . . . work_sfc3mik6snaw7buodbobenrsra 262 1 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 262 2 3 3 CD work_sfc3mik6snaw7buodbobenrsra 262 3 may may MD work_sfc3mik6snaw7buodbobenrsra 262 4 give give VB work_sfc3mik6snaw7buodbobenrsra 262 5 rise rise NN work_sfc3mik6snaw7buodbobenrsra 262 6 to to IN work_sfc3mik6snaw7buodbobenrsra 262 7 an an DT work_sfc3mik6snaw7buodbobenrsra 262 8 obscure obscure JJ work_sfc3mik6snaw7buodbobenrsra 262 9 case case NN work_sfc3mik6snaw7buodbobenrsra 262 10 where where WRB work_sfc3mik6snaw7buodbobenrsra 262 11 the the DT work_sfc3mik6snaw7buodbobenrsra 262 12 number number NN work_sfc3mik6snaw7buodbobenrsra 262 13 of of IN work_sfc3mik6snaw7buodbobenrsra 262 14 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 262 15 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 262 16 strings string NNS work_sfc3mik6snaw7buodbobenrsra 262 17 are be VBP work_sfc3mik6snaw7buodbobenrsra 262 18 less less JJR work_sfc3mik6snaw7buodbobenrsra 262 19 than than IN work_sfc3mik6snaw7buodbobenrsra 262 20 the the DT work_sfc3mik6snaw7buodbobenrsra 262 21 chosen choose VBN work_sfc3mik6snaw7buodbobenrsra 262 22 K K NNP work_sfc3mik6snaw7buodbobenrsra 262 23 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 262 24 assumed assume VBN work_sfc3mik6snaw7buodbobenrsra 262 25 to to TO work_sfc3mik6snaw7buodbobenrsra 262 26 represent represent VB work_sfc3mik6snaw7buodbobenrsra 262 27 the the DT work_sfc3mik6snaw7buodbobenrsra 262 28 natural natural JJ work_sfc3mik6snaw7buodbobenrsra 262 29 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 262 30 in in IN work_sfc3mik6snaw7buodbobenrsra 262 31 the the DT work_sfc3mik6snaw7buodbobenrsra 262 32 data datum NNS work_sfc3mik6snaw7buodbobenrsra 262 33 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 262 34 . . . work_sfc3mik6snaw7buodbobenrsra 263 1 This this DT work_sfc3mik6snaw7buodbobenrsra 263 2 case case NN work_sfc3mik6snaw7buodbobenrsra 263 3 can can MD work_sfc3mik6snaw7buodbobenrsra 263 4 happen happen VB work_sfc3mik6snaw7buodbobenrsra 263 5 when when WRB work_sfc3mik6snaw7buodbobenrsra 263 6 the the DT work_sfc3mik6snaw7buodbobenrsra 263 7 partitions partition NNS work_sfc3mik6snaw7buodbobenrsra 263 8 created create VBN work_sfc3mik6snaw7buodbobenrsra 263 9 based base VBN work_sfc3mik6snaw7buodbobenrsra 263 10 on on IN work_sfc3mik6snaw7buodbobenrsra 263 11 the the DT work_sfc3mik6snaw7buodbobenrsra 263 12 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 263 13 values value NNS work_sfc3mik6snaw7buodbobenrsra 263 14 of of IN work_sfc3mik6snaw7buodbobenrsra 263 15 A a DT work_sfc3mik6snaw7buodbobenrsra 263 16 attri- attri- NN work_sfc3mik6snaw7buodbobenrsra 263 17 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 263 18 group group NN work_sfc3mik6snaw7buodbobenrsra 263 19 the the DT work_sfc3mik6snaw7buodbobenrsra 263 20 data datum NNS work_sfc3mik6snaw7buodbobenrsra 263 21 in in IN work_sfc3mik6snaw7buodbobenrsra 263 22 almost almost RB work_sfc3mik6snaw7buodbobenrsra 263 23 the the DT work_sfc3mik6snaw7buodbobenrsra 263 24 same same JJ work_sfc3mik6snaw7buodbobenrsra 263 25 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 263 26 every every DT work_sfc3mik6snaw7buodbobenrsra 263 27 time time NN work_sfc3mik6snaw7buodbobenrsra 263 28 . . . work_sfc3mik6snaw7buodbobenrsra 264 1 An- an- CC work_sfc3mik6snaw7buodbobenrsra 264 2 other other JJ work_sfc3mik6snaw7buodbobenrsra 264 3 possible possible JJ work_sfc3mik6snaw7buodbobenrsra 264 4 scenario scenario NN work_sfc3mik6snaw7buodbobenrsra 264 5 is be VBZ work_sfc3mik6snaw7buodbobenrsra 264 6 when when WRB work_sfc3mik6snaw7buodbobenrsra 264 7 the the DT work_sfc3mik6snaw7buodbobenrsra 264 8 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 264 9 values value NNS work_sfc3mik6snaw7buodbobenrsra 264 10 of of IN work_sfc3mik6snaw7buodbobenrsra 264 11 all all DT work_sfc3mik6snaw7buodbobenrsra 264 12 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 264 13 follow follow VBP work_sfc3mik6snaw7buodbobenrsra 264 14 almost almost RB work_sfc3mik6snaw7buodbobenrsra 264 15 same same JJ work_sfc3mik6snaw7buodbobenrsra 264 16 distribution distribution NN work_sfc3mik6snaw7buodbobenrsra 264 17 , , , work_sfc3mik6snaw7buodbobenrsra 264 18 which which WDT work_sfc3mik6snaw7buodbobenrsra 264 19 is be VBZ work_sfc3mik6snaw7buodbobenrsra 264 20 normally normally RB work_sfc3mik6snaw7buodbobenrsra 264 21 not not RB work_sfc3mik6snaw7buodbobenrsra 264 22 the the DT work_sfc3mik6snaw7buodbobenrsra 264 23 case case NN work_sfc3mik6snaw7buodbobenrsra 264 24 in in IN work_sfc3mik6snaw7buodbobenrsra 264 25 real real JJ work_sfc3mik6snaw7buodbobenrsra 264 26 data datum NNS work_sfc3mik6snaw7buodbobenrsra 264 27 . . . work_sfc3mik6snaw7buodbobenrsra 265 1 This this DT work_sfc3mik6snaw7buodbobenrsra 265 2 case case NN work_sfc3mik6snaw7buodbobenrsra 265 3 also also RB work_sfc3mik6snaw7buodbobenrsra 265 4 suggests suggest VBZ work_sfc3mik6snaw7buodbobenrsra 265 5 that that IN work_sfc3mik6snaw7buodbobenrsra 265 6 probably probably RB work_sfc3mik6snaw7buodbobenrsra 265 7 the the DT work_sfc3mik6snaw7buodbobenrsra 265 8 cho- cho- NN work_sfc3mik6snaw7buodbobenrsra 265 9 sen sen NNP work_sfc3mik6snaw7buodbobenrsra 265 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 265 11 does do VBZ work_sfc3mik6snaw7buodbobenrsra 265 12 not not RB work_sfc3mik6snaw7buodbobenrsra 265 13 resemble resemble VB work_sfc3mik6snaw7buodbobenrsra 265 14 with with IN work_sfc3mik6snaw7buodbobenrsra 265 15 the the DT work_sfc3mik6snaw7buodbobenrsra 265 16 natural natural JJ work_sfc3mik6snaw7buodbobenrsra 265 17 grouping grouping NN work_sfc3mik6snaw7buodbobenrsra 265 18 and and CC work_sfc3mik6snaw7buodbobenrsra 265 19 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 265 20 should should MD work_sfc3mik6snaw7buodbobenrsra 265 21 be be VB work_sfc3mik6snaw7buodbobenrsra 265 22 changed change VBN work_sfc3mik6snaw7buodbobenrsra 265 23 to to IN work_sfc3mik6snaw7buodbobenrsra 265 24 a a DT work_sfc3mik6snaw7buodbobenrsra 265 25 different different JJ work_sfc3mik6snaw7buodbobenrsra 265 26 value value NN work_sfc3mik6snaw7buodbobenrsra 265 27 . . . work_sfc3mik6snaw7buodbobenrsra 266 1 The the DT work_sfc3mik6snaw7buodbobenrsra 266 2 role role NN work_sfc3mik6snaw7buodbobenrsra 266 3 of of IN work_sfc3mik6snaw7buodbobenrsra 266 4 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 266 5 with with IN work_sfc3mik6snaw7buodbobenrsra 266 6 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 266 7 values value NNS work_sfc3mik6snaw7buodbobenrsra 266 8 greater great JJR work_sfc3mik6snaw7buodbobenrsra 266 9 than than IN work_sfc3mik6snaw7buodbobenrsra 266 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 266 11 has have VBZ work_sfc3mik6snaw7buodbobenrsra 266 12 to to TO work_sfc3mik6snaw7buodbobenrsra 266 13 be be VB work_sfc3mik6snaw7buodbobenrsra 266 14 investigated investigate VBN work_sfc3mik6snaw7buodbobenrsra 266 15 in in IN work_sfc3mik6snaw7buodbobenrsra 266 16 this this DT work_sfc3mik6snaw7buodbobenrsra 266 17 case case NN work_sfc3mik6snaw7buodbobenrsra 266 18 . . . work_sfc3mik6snaw7buodbobenrsra 267 1 Generally generally RB work_sfc3mik6snaw7buodbobenrsra 267 2 , , , work_sfc3mik6snaw7buodbobenrsra 267 3 in in IN work_sfc3mik6snaw7buodbobenrsra 267 4 K K NNP work_sfc3mik6snaw7buodbobenrsra 267 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 267 6 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 267 7 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 267 8 , , , work_sfc3mik6snaw7buodbobenrsra 267 9 the the DT work_sfc3mik6snaw7buodbobenrsra 267 10 number number NN work_sfc3mik6snaw7buodbobenrsra 267 11 of of IN work_sfc3mik6snaw7buodbobenrsra 267 12 desired desire VBN work_sfc3mik6snaw7buodbobenrsra 267 13 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 267 14 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 267 15 K K NNP work_sfc3mik6snaw7buodbobenrsra 267 16 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 267 17 is be VBZ work_sfc3mik6snaw7buodbobenrsra 267 18 se- se- NNP work_sfc3mik6snaw7buodbobenrsra 267 19 lected lecte VBN work_sfc3mik6snaw7buodbobenrsra 267 20 without without IN work_sfc3mik6snaw7buodbobenrsra 267 21 the the DT work_sfc3mik6snaw7buodbobenrsra 267 22 knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 267 23 of of IN work_sfc3mik6snaw7buodbobenrsra 267 24 natural natural JJ work_sfc3mik6snaw7buodbobenrsra 267 25 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 267 26 in in IN work_sfc3mik6snaw7buodbobenrsra 267 27 the the DT work_sfc3mik6snaw7buodbobenrsra 267 28 data datum NNS work_sfc3mik6snaw7buodbobenrsra 267 29 . . . work_sfc3mik6snaw7buodbobenrsra 268 1 The the DT work_sfc3mik6snaw7buodbobenrsra 268 2 number number NN work_sfc3mik6snaw7buodbobenrsra 268 3 of of IN work_sfc3mik6snaw7buodbobenrsra 268 4 natural natural JJ work_sfc3mik6snaw7buodbobenrsra 268 5 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 268 6 may may MD work_sfc3mik6snaw7buodbobenrsra 268 7 be be VB work_sfc3mik6snaw7buodbobenrsra 268 8 less less JJR work_sfc3mik6snaw7buodbobenrsra 268 9 than than IN work_sfc3mik6snaw7buodbobenrsra 268 10 the the DT work_sfc3mik6snaw7buodbobenrsra 268 11 number number NN work_sfc3mik6snaw7buodbobenrsra 268 12 of of IN work_sfc3mik6snaw7buodbobenrsra 268 13 the the DT work_sfc3mik6snaw7buodbobenrsra 268 14 de- de- RB work_sfc3mik6snaw7buodbobenrsra 268 15 sired sire VBD work_sfc3mik6snaw7buodbobenrsra 268 16 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 268 17 . . . work_sfc3mik6snaw7buodbobenrsra 269 1 If if IN work_sfc3mik6snaw7buodbobenrsra 269 2 the the DT work_sfc3mik6snaw7buodbobenrsra 269 3 number number NN work_sfc3mik6snaw7buodbobenrsra 269 4 of of IN work_sfc3mik6snaw7buodbobenrsra 269 5 the the DT work_sfc3mik6snaw7buodbobenrsra 269 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 269 7 strings string NNS work_sfc3mik6snaw7buodbobenrsra 269 8 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 269 9 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 269 10 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 269 11 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 269 12 is be VBZ work_sfc3mik6snaw7buodbobenrsra 269 13 less less JJR work_sfc3mik6snaw7buodbobenrsra 269 14 than than IN work_sfc3mik6snaw7buodbobenrsra 269 15 K K NNP work_sfc3mik6snaw7buodbobenrsra 269 16 , , , work_sfc3mik6snaw7buodbobenrsra 269 17 a a DT work_sfc3mik6snaw7buodbobenrsra 269 18 viable viable JJ work_sfc3mik6snaw7buodbobenrsra 269 19 solution solution NN work_sfc3mik6snaw7buodbobenrsra 269 20 is be VBZ work_sfc3mik6snaw7buodbobenrsra 269 21 to to TO work_sfc3mik6snaw7buodbobenrsra 269 22 reduce reduce VB work_sfc3mik6snaw7buodbobenrsra 269 23 the the DT work_sfc3mik6snaw7buodbobenrsra 269 24 value value NN work_sfc3mik6snaw7buodbobenrsra 269 25 of of IN work_sfc3mik6snaw7buodbobenrsra 269 26 K K NNP work_sfc3mik6snaw7buodbobenrsra 269 27 and and CC work_sfc3mik6snaw7buodbobenrsra 269 28 then then RB work_sfc3mik6snaw7buodbobenrsra 269 29 apply apply VB work_sfc3mik6snaw7buodbobenrsra 269 30 the the DT work_sfc3mik6snaw7buodbobenrsra 269 31 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 269 32 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 269 33 to to TO work_sfc3mik6snaw7buodbobenrsra 269 34 calculate calculate VB work_sfc3mik6snaw7buodbobenrsra 269 35 the the DT work_sfc3mik6snaw7buodbobenrsra 269 36 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 269 37 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 269 38 cen- cen- NN work_sfc3mik6snaw7buodbobenrsra 269 39 ters ter NNS work_sfc3mik6snaw7buodbobenrsra 269 40 . . . work_sfc3mik6snaw7buodbobenrsra 270 1 However however RB work_sfc3mik6snaw7buodbobenrsra 270 2 , , , work_sfc3mik6snaw7buodbobenrsra 270 3 this this DT work_sfc3mik6snaw7buodbobenrsra 270 4 particular particular JJ work_sfc3mik6snaw7buodbobenrsra 270 5 case case NN work_sfc3mik6snaw7buodbobenrsra 270 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 270 7 out out IN work_sfc3mik6snaw7buodbobenrsra 270 8 of of IN work_sfc3mik6snaw7buodbobenrsra 270 9 the the DT work_sfc3mik6snaw7buodbobenrsra 270 10 scope scope NN work_sfc3mik6snaw7buodbobenrsra 270 11 of of IN work_sfc3mik6snaw7buodbobenrsra 270 12 the the DT work_sfc3mik6snaw7buodbobenrsra 270 13 present present JJ work_sfc3mik6snaw7buodbobenrsra 270 14 paper paper NN work_sfc3mik6snaw7buodbobenrsra 270 15 . . . work_sfc3mik6snaw7buodbobenrsra 271 1 4.4.1 4.4.1 CD work_sfc3mik6snaw7buodbobenrsra 271 2 . . . work_sfc3mik6snaw7buodbobenrsra 272 1 Merging Merging NNP work_sfc3mik6snaw7buodbobenrsra 272 2 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 272 3 As as IN work_sfc3mik6snaw7buodbobenrsra 272 4 discussed discuss VBN work_sfc3mik6snaw7buodbobenrsra 272 5 in in IN work_sfc3mik6snaw7buodbobenrsra 272 6 step step NN work_sfc3mik6snaw7buodbobenrsra 272 7 6 6 CD work_sfc3mik6snaw7buodbobenrsra 272 8 of of IN work_sfc3mik6snaw7buodbobenrsra 272 9 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 272 10 3 3 CD work_sfc3mik6snaw7buodbobenrsra 272 11 , , , work_sfc3mik6snaw7buodbobenrsra 272 12 there there EX work_sfc3mik6snaw7buodbobenrsra 272 13 may may MD work_sfc3mik6snaw7buodbobenrsra 272 14 arise arise VB work_sfc3mik6snaw7buodbobenrsra 272 15 a a DT work_sfc3mik6snaw7buodbobenrsra 272 16 case case NN work_sfc3mik6snaw7buodbobenrsra 272 17 when when WRB work_sfc3mik6snaw7buodbobenrsra 272 18 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 272 19 > > XX work_sfc3mik6snaw7buodbobenrsra 272 20 K K NNP work_sfc3mik6snaw7buodbobenrsra 272 21 , , , work_sfc3mik6snaw7buodbobenrsra 272 22 which which WDT work_sfc3mik6snaw7buodbobenrsra 272 23 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 272 24 that that IN work_sfc3mik6snaw7buodbobenrsra 272 25 the the DT work_sfc3mik6snaw7buodbobenrsra 272 26 number number NN work_sfc3mik6snaw7buodbobenrsra 272 27 of of IN work_sfc3mik6snaw7buodbobenrsra 272 28 distinguishable distinguishable JJ work_sfc3mik6snaw7buodbobenrsra 272 29 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 272 30 ters ter NNS work_sfc3mik6snaw7buodbobenrsra 272 31 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 272 32 by by IN work_sfc3mik6snaw7buodbobenrsra 272 33 the the DT work_sfc3mik6snaw7buodbobenrsra 272 34 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 272 35 are be VBP work_sfc3mik6snaw7buodbobenrsra 272 36 more more JJR work_sfc3mik6snaw7buodbobenrsra 272 37 than than IN work_sfc3mik6snaw7buodbobenrsra 272 38 the the DT work_sfc3mik6snaw7buodbobenrsra 272 39 desired desire VBN work_sfc3mik6snaw7buodbobenrsra 272 40 number number NN work_sfc3mik6snaw7buodbobenrsra 272 41 of of IN work_sfc3mik6snaw7buodbobenrsra 272 42 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 272 43 in in IN work_sfc3mik6snaw7buodbobenrsra 272 44 the the DT work_sfc3mik6snaw7buodbobenrsra 272 45 data datum NNS work_sfc3mik6snaw7buodbobenrsra 272 46 . . . work_sfc3mik6snaw7buodbobenrsra 273 1 Therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 273 2 , , , work_sfc3mik6snaw7buodbobenrsra 273 3 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 273 4 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 273 5 must must MD work_sfc3mik6snaw7buodbobenrsra 273 6 be be VB work_sfc3mik6snaw7buodbobenrsra 273 7 merged merge VBN work_sfc3mik6snaw7buodbobenrsra 273 8 to to TO work_sfc3mik6snaw7buodbobenrsra 273 9 arrive arrive VB work_sfc3mik6snaw7buodbobenrsra 273 10 at at IN work_sfc3mik6snaw7buodbobenrsra 273 11 K K NNP work_sfc3mik6snaw7buodbobenrsra 273 12 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 273 13 . . . work_sfc3mik6snaw7buodbobenrsra 274 1 As as IN work_sfc3mik6snaw7buodbobenrsra 274 2 these these DT work_sfc3mik6snaw7buodbobenrsra 274 3 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 274 4 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 274 5 represent represent VBP work_sfc3mik6snaw7buodbobenrsra 274 6 distinguishable distinguishable JJ work_sfc3mik6snaw7buodbobenrsra 274 7 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 274 8 , , , work_sfc3mik6snaw7buodbobenrsra 274 9 a a DT work_sfc3mik6snaw7buodbobenrsra 274 10 trivial trivial JJ work_sfc3mik6snaw7buodbobenrsra 274 11 approach approach NN work_sfc3mik6snaw7buodbobenrsra 274 12 could could MD work_sfc3mik6snaw7buodbobenrsra 274 13 be be VB work_sfc3mik6snaw7buodbobenrsra 274 14 to to TO work_sfc3mik6snaw7buodbobenrsra 274 15 sort sort VB work_sfc3mik6snaw7buodbobenrsra 274 16 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 274 17 in in IN work_sfc3mik6snaw7buodbobenrsra 274 18 order order NN work_sfc3mik6snaw7buodbobenrsra 274 19 of of IN work_sfc3mik6snaw7buodbobenrsra 274 20 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 274 21 string string NN work_sfc3mik6snaw7buodbobenrsra 274 22 frequency frequency NN work_sfc3mik6snaw7buodbobenrsra 274 23 and and CC work_sfc3mik6snaw7buodbobenrsra 274 24 pick pick VB work_sfc3mik6snaw7buodbobenrsra 274 25 the the DT work_sfc3mik6snaw7buodbobenrsra 274 26 top top JJ work_sfc3mik6snaw7buodbobenrsra 274 27 K K NNP work_sfc3mik6snaw7buodbobenrsra 274 28 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 274 29 strings string NNS work_sfc3mik6snaw7buodbobenrsra 274 30 . . . work_sfc3mik6snaw7buodbobenrsra 275 1 A a DT work_sfc3mik6snaw7buodbobenrsra 275 2 problem problem NN work_sfc3mik6snaw7buodbobenrsra 275 3 with with IN work_sfc3mik6snaw7buodbobenrsra 275 4 this this DT work_sfc3mik6snaw7buodbobenrsra 275 5 method method NN work_sfc3mik6snaw7buodbobenrsra 275 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 275 7 that that IN work_sfc3mik6snaw7buodbobenrsra 275 8 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 275 9 can can MD work_sfc3mik6snaw7buodbobenrsra 275 10 not not RB work_sfc3mik6snaw7buodbobenrsra 275 11 be be VB work_sfc3mik6snaw7buodbobenrsra 275 12 ensured ensure VBN work_sfc3mik6snaw7buodbobenrsra 275 13 that that IN work_sfc3mik6snaw7buodbobenrsra 275 14 the the DT work_sfc3mik6snaw7buodbobenrsra 275 15 top top JJ work_sfc3mik6snaw7buodbobenrsra 275 16 K K NNP work_sfc3mik6snaw7buodbobenrsra 275 17 most most RBS work_sfc3mik6snaw7buodbobenrsra 275 18 fre- fre- FW work_sfc3mik6snaw7buodbobenrsra 275 19 quent quent JJ work_sfc3mik6snaw7buodbobenrsra 275 20 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 275 21 strings string NNS work_sfc3mik6snaw7buodbobenrsra 275 22 are be VBP work_sfc3mik6snaw7buodbobenrsra 275 23 representative representative JJ work_sfc3mik6snaw7buodbobenrsra 275 24 of of IN work_sfc3mik6snaw7buodbobenrsra 275 25 K K NNP work_sfc3mik6snaw7buodbobenrsra 275 26 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 275 27 . . . work_sfc3mik6snaw7buodbobenrsra 276 1 If if IN work_sfc3mik6snaw7buodbobenrsra 276 2 more more JJR work_sfc3mik6snaw7buodbobenrsra 276 3 than than IN work_sfc3mik6snaw7buodbobenrsra 276 4 Table table NN work_sfc3mik6snaw7buodbobenrsra 276 5 3 3 CD work_sfc3mik6snaw7buodbobenrsra 276 6 Example example NN work_sfc3mik6snaw7buodbobenrsra 276 7 of of IN work_sfc3mik6snaw7buodbobenrsra 276 8 frequency frequency JJ work_sfc3mik6snaw7buodbobenrsra 276 9 computation computation NN work_sfc3mik6snaw7buodbobenrsra 276 10 of of IN work_sfc3mik6snaw7buodbobenrsra 276 11 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 276 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 276 13 strings string NNS work_sfc3mik6snaw7buodbobenrsra 276 14 . . . work_sfc3mik6snaw7buodbobenrsra 277 1 String String NNP work_sfc3mik6snaw7buodbobenrsra 277 2 Frequency Frequency NNP work_sfc3mik6snaw7buodbobenrsra 277 3 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 277 4 objects object VBZ work_sfc3mik6snaw7buodbobenrsra 277 5 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 6 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 7 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 8 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 9 3 3 CD work_sfc3mik6snaw7buodbobenrsra 277 10 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 11 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 12 3 3 CD work_sfc3mik6snaw7buodbobenrsra 277 13 D1,D3,D8 D1,D3,D8 NNP work_sfc3mik6snaw7buodbobenrsra 277 14 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 15 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 16 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 17 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 18 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 19 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 20 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 21 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 22 D2,D4 D2,D4 NNP work_sfc3mik6snaw7buodbobenrsra 277 23 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 24 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 25 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 26 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 27 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 28 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 29 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 30 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 31 D7,D9 D7,D9 NNP work_sfc3mik6snaw7buodbobenrsra 277 32 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 33 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 34 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 35 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 36 4 4 CD work_sfc3mik6snaw7buodbobenrsra 277 37 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 38 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 39 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 40 D5 d5 NN work_sfc3mik6snaw7buodbobenrsra 277 41 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 42 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 43 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 44 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 45 4 4 CD work_sfc3mik6snaw7buodbobenrsra 277 46 - - SYM work_sfc3mik6snaw7buodbobenrsra 277 47 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 48 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 49 D6 d6 CC work_sfc3mik6snaw7buodbobenrsra 277 50 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 51 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 52 2 2 CD work_sfc3mik6snaw7buodbobenrsra 277 53 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 54 3 3 CD work_sfc3mik6snaw7buodbobenrsra 277 55 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 56 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 57 1 1 CD work_sfc3mik6snaw7buodbobenrsra 277 58 D10 D10 NNP work_sfc3mik6snaw7buodbobenrsra 277 59 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 277 60 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 277 61 , , , work_sfc3mik6snaw7buodbobenrsra 277 62 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 277 63 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 277 64 / / SYM work_sfc3mik6snaw7buodbobenrsra 277 65 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 277 66 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 277 67 with with IN work_sfc3mik6snaw7buodbobenrsra 277 68 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 277 69 40 40 CD work_sfc3mik6snaw7buodbobenrsra 277 70 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 277 71 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 277 72 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 277 73 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 277 74 7449 7449 CD work_sfc3mik6snaw7buodbobenrsra 277 75 Author author NN work_sfc3mik6snaw7buodbobenrsra 277 76 's 's POS work_sfc3mik6snaw7buodbobenrsra 277 77 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 277 78 copy copy NN work_sfc3mik6snaw7buodbobenrsra 277 79 one one CD work_sfc3mik6snaw7buodbobenrsra 277 80 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 277 81 string string NN work_sfc3mik6snaw7buodbobenrsra 277 82 comes come VBZ work_sfc3mik6snaw7buodbobenrsra 277 83 from from IN work_sfc3mik6snaw7buodbobenrsra 277 84 same same JJ work_sfc3mik6snaw7buodbobenrsra 277 85 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 277 86 then then RB work_sfc3mik6snaw7buodbobenrsra 277 87 the the DT work_sfc3mik6snaw7buodbobenrsra 277 88 K K NNP work_sfc3mik6snaw7buodbobenrsra 277 89 - - HYPH work_sfc3mik6snaw7buodbobenrsra 277 90 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 277 91 algo- algo- NNP work_sfc3mik6snaw7buodbobenrsra 277 92 rithm rithm NNP work_sfc3mik6snaw7buodbobenrsra 277 93 will will MD work_sfc3mik6snaw7buodbobenrsra 277 94 give give VB work_sfc3mik6snaw7buodbobenrsra 277 95 undesirable undesirable JJ work_sfc3mik6snaw7buodbobenrsra 277 96 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 277 97 results result NNS work_sfc3mik6snaw7buodbobenrsra 277 98 . . . work_sfc3mik6snaw7buodbobenrsra 278 1 This this DT work_sfc3mik6snaw7buodbobenrsra 278 2 fact fact NN work_sfc3mik6snaw7buodbobenrsra 278 3 is be VBZ work_sfc3mik6snaw7buodbobenrsra 278 4 also also RB work_sfc3mik6snaw7buodbobenrsra 278 5 ver- ver- RB work_sfc3mik6snaw7buodbobenrsra 278 6 ified ifie VBN work_sfc3mik6snaw7buodbobenrsra 278 7 experimentally experimentally RB work_sfc3mik6snaw7buodbobenrsra 278 8 and and CC work_sfc3mik6snaw7buodbobenrsra 278 9 holds hold VBZ work_sfc3mik6snaw7buodbobenrsra 278 10 to to TO work_sfc3mik6snaw7buodbobenrsra 278 11 be be VB work_sfc3mik6snaw7buodbobenrsra 278 12 true true JJ work_sfc3mik6snaw7buodbobenrsra 278 13 . . . work_sfc3mik6snaw7buodbobenrsra 279 1 Keeping keep VBG work_sfc3mik6snaw7buodbobenrsra 279 2 this this DT work_sfc3mik6snaw7buodbobenrsra 279 3 issue issue NN work_sfc3mik6snaw7buodbobenrsra 279 4 in in IN work_sfc3mik6snaw7buodbobenrsra 279 5 mind mind NN work_sfc3mik6snaw7buodbobenrsra 279 6 , , , work_sfc3mik6snaw7buodbobenrsra 279 7 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 279 8 propose propose VBP work_sfc3mik6snaw7buodbobenrsra 279 9 to to TO work_sfc3mik6snaw7buodbobenrsra 279 10 use use VB work_sfc3mik6snaw7buodbobenrsra 279 11 the the DT work_sfc3mik6snaw7buodbobenrsra 279 12 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 279 13 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 279 14 method method NN work_sfc3mik6snaw7buodbobenrsra 279 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 279 16 Hall Hall NNP work_sfc3mik6snaw7buodbobenrsra 279 17 et et NNP work_sfc3mik6snaw7buodbobenrsra 279 18 al al NNP work_sfc3mik6snaw7buodbobenrsra 279 19 . . NNP work_sfc3mik6snaw7buodbobenrsra 279 20 , , , work_sfc3mik6snaw7buodbobenrsra 279 21 2009 2009 CD work_sfc3mik6snaw7buodbobenrsra 279 22 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 279 23 to to TO work_sfc3mik6snaw7buodbobenrsra 279 24 merge merge VB work_sfc3mik6snaw7buodbobenrsra 279 25 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 279 26 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 279 27 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 279 28 strings string NNS work_sfc3mik6snaw7buodbobenrsra 279 29 into into IN work_sfc3mik6snaw7buodbobenrsra 279 30 K K NNP work_sfc3mik6snaw7buodbobenrsra 279 31 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 279 32 . . . work_sfc3mik6snaw7buodbobenrsra 280 1 The the DT work_sfc3mik6snaw7buodbobenrsra 280 2 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 280 3 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 280 4 generates generate VBZ work_sfc3mik6snaw7buodbobenrsra 280 5 more more RBR work_sfc3mik6snaw7buodbobenrsra 280 6 informative informative JJ work_sfc3mik6snaw7buodbobenrsra 280 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 280 8 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 280 9 than than IN work_sfc3mik6snaw7buodbobenrsra 280 10 the the DT work_sfc3mik6snaw7buodbobenrsra 280 11 unstructured unstructured JJ work_sfc3mik6snaw7buodbobenrsra 280 12 set set NN work_sfc3mik6snaw7buodbobenrsra 280 13 of of IN work_sfc3mik6snaw7buodbobenrsra 280 14 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 280 15 returned return VBN work_sfc3mik6snaw7buodbobenrsra 280 16 by by IN work_sfc3mik6snaw7buodbobenrsra 280 17 non non JJ work_sfc3mik6snaw7buodbobenrsra 280 18 - - JJ work_sfc3mik6snaw7buodbobenrsra 280 19 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 280 20 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 280 21 methods method NNS work_sfc3mik6snaw7buodbobenrsra 280 22 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 280 23 Jain Jain NNP work_sfc3mik6snaw7buodbobenrsra 280 24 & & CC work_sfc3mik6snaw7buodbobenrsra 280 25 Dubes Dubes NNP work_sfc3mik6snaw7buodbobenrsra 280 26 , , , work_sfc3mik6snaw7buodbobenrsra 280 27 1988 1988 CD work_sfc3mik6snaw7buodbobenrsra 280 28 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 280 29 . . . work_sfc3mik6snaw7buodbobenrsra 281 1 Most most RBS work_sfc3mik6snaw7buodbobenrsra 281 2 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 281 3 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 281 4 algorithms algorithm NNS work_sfc3mik6snaw7buodbobenrsra 281 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 281 6 deterministic deterministic JJ work_sfc3mik6snaw7buodbobenrsra 281 7 and and CC work_sfc3mik6snaw7buodbobenrsra 281 8 stable stable JJ work_sfc3mik6snaw7buodbobenrsra 281 9 in in IN work_sfc3mik6snaw7buodbobenrsra 281 10 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 281 11 to to IN work_sfc3mik6snaw7buodbobenrsra 281 12 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 281 13 partitional partitional JJ work_sfc3mik6snaw7buodbobenrsra 281 14 counterparts counterpart NNS work_sfc3mik6snaw7buodbobenrsra 281 15 . . . work_sfc3mik6snaw7buodbobenrsra 282 1 How- How- NNP work_sfc3mik6snaw7buodbobenrsra 282 2 ever ever RB work_sfc3mik6snaw7buodbobenrsra 282 3 , , , work_sfc3mik6snaw7buodbobenrsra 282 4 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 282 5 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 282 6 has have VBZ work_sfc3mik6snaw7buodbobenrsra 282 7 the the DT work_sfc3mik6snaw7buodbobenrsra 282 8 disadvantage disadvantage NN work_sfc3mik6snaw7buodbobenrsra 282 9 of of IN work_sfc3mik6snaw7buodbobenrsra 282 10 having have VBG work_sfc3mik6snaw7buodbobenrsra 282 11 qua- qua- DT work_sfc3mik6snaw7buodbobenrsra 282 12 dratic dratic JJ work_sfc3mik6snaw7buodbobenrsra 282 13 time time NN work_sfc3mik6snaw7buodbobenrsra 282 14 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 282 15 with with IN work_sfc3mik6snaw7buodbobenrsra 282 16 respect respect NN work_sfc3mik6snaw7buodbobenrsra 282 17 to to IN work_sfc3mik6snaw7buodbobenrsra 282 18 the the DT work_sfc3mik6snaw7buodbobenrsra 282 19 number number NN work_sfc3mik6snaw7buodbobenrsra 282 20 of of IN work_sfc3mik6snaw7buodbobenrsra 282 21 data datum NNS work_sfc3mik6snaw7buodbobenrsra 282 22 objects object NNS work_sfc3mik6snaw7buodbobenrsra 282 23 . . . work_sfc3mik6snaw7buodbobenrsra 283 1 In in IN work_sfc3mik6snaw7buodbobenrsra 283 2 general general JJ work_sfc3mik6snaw7buodbobenrsra 283 3 , , , work_sfc3mik6snaw7buodbobenrsra 283 4 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 283 5 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 283 6 strings string NNS work_sfc3mik6snaw7buodbobenrsra 283 7 will will MD work_sfc3mik6snaw7buodbobenrsra 283 8 be be VB work_sfc3mik6snaw7buodbobenrsra 283 9 less less JJR work_sfc3mik6snaw7buodbobenrsra 283 10 than than IN work_sfc3mik6snaw7buodbobenrsra 283 11 n. n. NN work_sfc3mik6snaw7buodbobenrsra 283 12 However however RB work_sfc3mik6snaw7buodbobenrsra 283 13 , , , work_sfc3mik6snaw7buodbobenrsra 283 14 to to TO work_sfc3mik6snaw7buodbobenrsra 283 15 avoid avoid VB work_sfc3mik6snaw7buodbobenrsra 283 16 extreme extreme JJ work_sfc3mik6snaw7buodbobenrsra 283 17 case case NN work_sfc3mik6snaw7buodbobenrsra 283 18 such such JJ work_sfc3mik6snaw7buodbobenrsra 283 19 as as IN work_sfc3mik6snaw7buodbobenrsra 283 20 when when WRB work_sfc3mik6snaw7buodbobenrsra 283 21 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 283 22 � � NNP work_sfc3mik6snaw7buodbobenrsra 283 23 n n CC work_sfc3mik6snaw7buodbobenrsra 283 24 , , , work_sfc3mik6snaw7buodbobenrsra 283 25 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 283 26 only only RB work_sfc3mik6snaw7buodbobenrsra 283 27 choose choose VBP work_sfc3mik6snaw7buodbobenrsra 283 28 the the DT work_sfc3mik6snaw7buodbobenrsra 283 29 most most RBS work_sfc3mik6snaw7buodbobenrsra 283 30 frequent frequent JJ work_sfc3mik6snaw7buodbobenrsra 283 31 n0.5 n0.5 JJ work_sfc3mik6snaw7buodbobenrsra 283 32 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 283 33 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 283 34 strings string NNS work_sfc3mik6snaw7buodbobenrsra 283 35 . . . work_sfc3mik6snaw7buodbobenrsra 284 1 This this DT work_sfc3mik6snaw7buodbobenrsra 284 2 will will MD work_sfc3mik6snaw7buodbobenrsra 284 3 make make VB work_sfc3mik6snaw7buodbobenrsra 284 4 the the DT work_sfc3mik6snaw7buodbobenrsra 284 5 hier- hier- JJ work_sfc3mik6snaw7buodbobenrsra 284 6 archical archical NNP work_sfc3mik6snaw7buodbobenrsra 284 7 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 284 8 log log NN work_sfc3mik6snaw7buodbobenrsra 284 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 284 10 linear linear NNP work_sfc3mik6snaw7buodbobenrsra 284 11 with with IN work_sfc3mik6snaw7buodbobenrsra 284 12 the the DT work_sfc3mik6snaw7buodbobenrsra 284 13 number number NN work_sfc3mik6snaw7buodbobenrsra 284 14 of of IN work_sfc3mik6snaw7buodbobenrsra 284 15 data datum NNS work_sfc3mik6snaw7buodbobenrsra 284 16 objects object NNS work_sfc3mik6snaw7buodbobenrsra 284 17 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 284 18 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 284 19 or or CC work_sfc3mik6snaw7buodbobenrsra 284 20 n0.5 n0.5 JJ work_sfc3mik6snaw7buodbobenrsra 284 21 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 284 22 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 284 23 strings string NNS work_sfc3mik6snaw7buodbobenrsra 284 24 here here RB work_sfc3mik6snaw7buodbobenrsra 284 25 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 284 26 . . . work_sfc3mik6snaw7buodbobenrsra 285 1 The the DT work_sfc3mik6snaw7buodbobenrsra 285 2 Hamming Hamming NNP work_sfc3mik6snaw7buodbobenrsra 285 3 distance distance NN work_sfc3mik6snaw7buodbobenrsra 285 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 285 5 defined define VBN work_sfc3mik6snaw7buodbobenrsra 285 6 in in IN work_sfc3mik6snaw7buodbobenrsra 285 7 Section section NN work_sfc3mik6snaw7buodbobenrsra 285 8 3 3 CD work_sfc3mik6snaw7buodbobenrsra 285 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 285 10 is be VBZ work_sfc3mik6snaw7buodbobenrsra 285 11 used use VBN work_sfc3mik6snaw7buodbobenrsra 285 12 to to TO work_sfc3mik6snaw7buodbobenrsra 285 13 compare compare VB work_sfc3mik6snaw7buodbobenrsra 285 14 the the DT work_sfc3mik6snaw7buodbobenrsra 285 15 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 285 16 strings string NNS work_sfc3mik6snaw7buodbobenrsra 285 17 . . . work_sfc3mik6snaw7buodbobenrsra 286 1 The the DT work_sfc3mik6snaw7buodbobenrsra 286 2 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 286 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 286 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 286 5 based base VBN work_sfc3mik6snaw7buodbobenrsra 286 6 on on IN work_sfc3mik6snaw7buodbobenrsra 286 7 the the DT work_sfc3mik6snaw7buodbobenrsra 286 8 observation observation NN work_sfc3mik6snaw7buodbobenrsra 286 9 that that IN work_sfc3mik6snaw7buodbobenrsra 286 10 some some DT work_sfc3mik6snaw7buodbobenrsra 286 11 data data NN work_sfc3mik6snaw7buodbobenrsra 286 12 objects object NNS work_sfc3mik6snaw7buodbobenrsra 286 13 al- al- VBP work_sfc3mik6snaw7buodbobenrsra 286 14 ways way NNS work_sfc3mik6snaw7buodbobenrsra 286 15 belong belong VBP work_sfc3mik6snaw7buodbobenrsra 286 16 to to IN work_sfc3mik6snaw7buodbobenrsra 286 17 same same JJ work_sfc3mik6snaw7buodbobenrsra 286 18 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 286 19 irrespective irrespective RB work_sfc3mik6snaw7buodbobenrsra 286 20 of of IN work_sfc3mik6snaw7buodbobenrsra 286 21 the the DT work_sfc3mik6snaw7buodbobenrsra 286 22 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 286 23 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 286 24 cen- cen- NN work_sfc3mik6snaw7buodbobenrsra 286 25 ters ter NNS work_sfc3mik6snaw7buodbobenrsra 286 26 . . . work_sfc3mik6snaw7buodbobenrsra 287 1 The the DT work_sfc3mik6snaw7buodbobenrsra 287 2 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 287 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 287 4 attempts attempt VBZ work_sfc3mik6snaw7buodbobenrsra 287 5 to to TO work_sfc3mik6snaw7buodbobenrsra 287 6 capture capture VB work_sfc3mik6snaw7buodbobenrsra 287 7 those those DT work_sfc3mik6snaw7buodbobenrsra 287 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 287 9 objects object NNS work_sfc3mik6snaw7buodbobenrsra 287 10 that that WDT work_sfc3mik6snaw7buodbobenrsra 287 11 are be VBP work_sfc3mik6snaw7buodbobenrsra 287 12 represented represent VBN work_sfc3mik6snaw7buodbobenrsra 287 13 by by IN work_sfc3mik6snaw7buodbobenrsra 287 14 most most JJS work_sfc3mik6snaw7buodbobenrsra 287 15 frequent frequent JJ work_sfc3mik6snaw7buodbobenrsra 287 16 strings string NNS work_sfc3mik6snaw7buodbobenrsra 287 17 . . . work_sfc3mik6snaw7buodbobenrsra 288 1 The the DT work_sfc3mik6snaw7buodbobenrsra 288 2 infre- infre- NN work_sfc3mik6snaw7buodbobenrsra 288 3 quent quent JJ work_sfc3mik6snaw7buodbobenrsra 288 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 288 5 strings string NNS work_sfc3mik6snaw7buodbobenrsra 288 6 can can MD work_sfc3mik6snaw7buodbobenrsra 288 7 be be VB work_sfc3mik6snaw7buodbobenrsra 288 8 considered consider VBN work_sfc3mik6snaw7buodbobenrsra 288 9 as as IN work_sfc3mik6snaw7buodbobenrsra 288 10 outliers outlier NNS work_sfc3mik6snaw7buodbobenrsra 288 11 or or CC work_sfc3mik6snaw7buodbobenrsra 288 12 boundary boundary JJ work_sfc3mik6snaw7buodbobenrsra 288 13 cases case NNS work_sfc3mik6snaw7buodbobenrsra 288 14 and and CC work_sfc3mik6snaw7buodbobenrsra 288 15 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 288 16 exclusion exclusion NN work_sfc3mik6snaw7buodbobenrsra 288 17 does do VBZ work_sfc3mik6snaw7buodbobenrsra 288 18 not not RB work_sfc3mik6snaw7buodbobenrsra 288 19 affect affect VB work_sfc3mik6snaw7buodbobenrsra 288 20 the the DT work_sfc3mik6snaw7buodbobenrsra 288 21 computation computation NN work_sfc3mik6snaw7buodbobenrsra 288 22 of of IN work_sfc3mik6snaw7buodbobenrsra 288 23 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 288 24 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 288 25 centers center NNS work_sfc3mik6snaw7buodbobenrsra 288 26 . . . work_sfc3mik6snaw7buodbobenrsra 289 1 In in IN work_sfc3mik6snaw7buodbobenrsra 289 2 the the DT work_sfc3mik6snaw7buodbobenrsra 289 3 best good JJS work_sfc3mik6snaw7buodbobenrsra 289 4 case case NN work_sfc3mik6snaw7buodbobenrsra 289 5 , , , work_sfc3mik6snaw7buodbobenrsra 289 6 when when WRB work_sfc3mik6snaw7buodbobenrsra 289 7 K0 K0 NNP work_sfc3mik6snaw7buodbobenrsra 289 8 � � NNP work_sfc3mik6snaw7buodbobenrsra 289 9 n0.5 n0.5 NNP work_sfc3mik6snaw7buodbobenrsra 289 10 , , , work_sfc3mik6snaw7buodbobenrsra 289 11 the the DT work_sfc3mik6snaw7buodbobenrsra 289 12 time time NN work_sfc3mik6snaw7buodbobenrsra 289 13 complex- complex- NNP work_sfc3mik6snaw7buodbobenrsra 289 14 ity ity NNP work_sfc3mik6snaw7buodbobenrsra 289 15 effect effect NN work_sfc3mik6snaw7buodbobenrsra 289 16 of of IN work_sfc3mik6snaw7buodbobenrsra 289 17 log log NN work_sfc3mik6snaw7buodbobenrsra 289 18 - - HYPH work_sfc3mik6snaw7buodbobenrsra 289 19 linear linear NN work_sfc3mik6snaw7buodbobenrsra 289 20 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 289 21 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 289 22 will will MD work_sfc3mik6snaw7buodbobenrsra 289 23 be be VB work_sfc3mik6snaw7buodbobenrsra 289 24 minimal minimal JJ work_sfc3mik6snaw7buodbobenrsra 289 25 . . . work_sfc3mik6snaw7buodbobenrsra 290 1 This this DT work_sfc3mik6snaw7buodbobenrsra 290 2 process process NN work_sfc3mik6snaw7buodbobenrsra 290 3 generates generate VBZ work_sfc3mik6snaw7buodbobenrsra 290 4 K K NNP work_sfc3mik6snaw7buodbobenrsra 290 5 M M NNP work_sfc3mik6snaw7buodbobenrsra 290 6 - - HYPH work_sfc3mik6snaw7buodbobenrsra 290 7 dimensional dimensional JJ work_sfc3mik6snaw7buodbobenrsra 290 8 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 290 9 that that WDT work_sfc3mik6snaw7buodbobenrsra 290 10 are be VBP work_sfc3mik6snaw7buodbobenrsra 290 11 to to TO work_sfc3mik6snaw7buodbobenrsra 290 12 be be VB work_sfc3mik6snaw7buodbobenrsra 290 13 used use VBN work_sfc3mik6snaw7buodbobenrsra 290 14 as as IN work_sfc3mik6snaw7buodbobenrsra 290 15 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 290 16 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 290 17 centers center NNS work_sfc3mik6snaw7buodbobenrsra 290 18 for for IN work_sfc3mik6snaw7buodbobenrsra 290 19 K K NNP work_sfc3mik6snaw7buodbobenrsra 290 20 - - HYPH work_sfc3mik6snaw7buodbobenrsra 290 21 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 290 22 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 290 23 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 290 24 . . . work_sfc3mik6snaw7buodbobenrsra 291 1 For for IN work_sfc3mik6snaw7buodbobenrsra 291 2 merg- merg- JJ work_sfc3mik6snaw7buodbobenrsra 291 3 ing ing JJ work_sfc3mik6snaw7buodbobenrsra 291 4 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 291 5 strings string NNS work_sfc3mik6snaw7buodbobenrsra 291 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 291 7 in in IN work_sfc3mik6snaw7buodbobenrsra 291 8 Section section NN work_sfc3mik6snaw7buodbobenrsra 291 9 5 5 CD work_sfc3mik6snaw7buodbobenrsra 291 10 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 291 11 , , , work_sfc3mik6snaw7buodbobenrsra 291 12 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 291 13 use use VBP work_sfc3mik6snaw7buodbobenrsra 291 14 ‘ ' `` work_sfc3mik6snaw7buodbobenrsra 291 15 single single JJ work_sfc3mik6snaw7buodbobenrsra 291 16 - - HYPH work_sfc3mik6snaw7buodbobenrsra 291 17 linkage linkage NN work_sfc3mik6snaw7buodbobenrsra 291 18 ’ ' '' work_sfc3mik6snaw7buodbobenrsra 291 19 hierarchi- hierarchi- NNP work_sfc3mik6snaw7buodbobenrsra 291 20 cal cal NNP work_sfc3mik6snaw7buodbobenrsra 291 21 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 291 22 , , , work_sfc3mik6snaw7buodbobenrsra 291 23 however however RB work_sfc3mik6snaw7buodbobenrsra 291 24 other other JJ work_sfc3mik6snaw7buodbobenrsra 291 25 options option NNS work_sfc3mik6snaw7buodbobenrsra 291 26 such such JJ work_sfc3mik6snaw7buodbobenrsra 291 27 as as IN work_sfc3mik6snaw7buodbobenrsra 291 28 average average JJ work_sfc3mik6snaw7buodbobenrsra 291 29 - - HYPH work_sfc3mik6snaw7buodbobenrsra 291 30 linkage linkage NN work_sfc3mik6snaw7buodbobenrsra 291 31 , , , work_sfc3mik6snaw7buodbobenrsra 291 32 complete complete JJ work_sfc3mik6snaw7buodbobenrsra 291 33 - - HYPH work_sfc3mik6snaw7buodbobenrsra 291 34 linkage linkage NN work_sfc3mik6snaw7buodbobenrsra 291 35 , , , work_sfc3mik6snaw7buodbobenrsra 291 36 etc etc FW work_sfc3mik6snaw7buodbobenrsra 291 37 . . . work_sfc3mik6snaw7buodbobenrsra 292 1 can can MD work_sfc3mik6snaw7buodbobenrsra 292 2 also also RB work_sfc3mik6snaw7buodbobenrsra 292 3 be be VB work_sfc3mik6snaw7buodbobenrsra 292 4 used use VBN work_sfc3mik6snaw7buodbobenrsra 292 5 . . . work_sfc3mik6snaw7buodbobenrsra 293 1 Continuing continue VBG work_sfc3mik6snaw7buodbobenrsra 293 2 with with IN work_sfc3mik6snaw7buodbobenrsra 293 3 the the DT work_sfc3mik6snaw7buodbobenrsra 293 4 example example NN work_sfc3mik6snaw7buodbobenrsra 293 5 shown show VBN work_sfc3mik6snaw7buodbobenrsra 293 6 in in IN work_sfc3mik6snaw7buodbobenrsra 293 7 Section section NN work_sfc3mik6snaw7buodbobenrsra 293 8 4.4 4.4 CD work_sfc3mik6snaw7buodbobenrsra 293 9 , , , work_sfc3mik6snaw7buodbobenrsra 293 10 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 293 11 start start VBP work_sfc3mik6snaw7buodbobenrsra 293 12 with with IN work_sfc3mik6snaw7buodbobenrsra 293 13 n0.5 n0.5 JJ work_sfc3mik6snaw7buodbobenrsra 293 14 strings string NNS work_sfc3mik6snaw7buodbobenrsra 293 15 as as IN work_sfc3mik6snaw7buodbobenrsra 293 16 the the DT work_sfc3mik6snaw7buodbobenrsra 293 17 lowest low JJS work_sfc3mik6snaw7buodbobenrsra 293 18 level level NN work_sfc3mik6snaw7buodbobenrsra 293 19 of of IN work_sfc3mik6snaw7buodbobenrsra 293 20 the the DT work_sfc3mik6snaw7buodbobenrsra 293 21 tree tree NN work_sfc3mik6snaw7buodbobenrsra 293 22 for for IN work_sfc3mik6snaw7buodbobenrsra 293 23 the the DT work_sfc3mik6snaw7buodbobenrsra 293 24 bottom bottom NN work_sfc3mik6snaw7buodbobenrsra 293 25 up up RP work_sfc3mik6snaw7buodbobenrsra 293 26 approach approach NN work_sfc3mik6snaw7buodbobenrsra 293 27 of of IN work_sfc3mik6snaw7buodbobenrsra 293 28 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 293 29 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 293 30 . . . work_sfc3mik6snaw7buodbobenrsra 294 1 Similar similar JJ work_sfc3mik6snaw7buodbobenrsra 294 2 strings string NNS work_sfc3mik6snaw7buodbobenrsra 294 3 are be VBP work_sfc3mik6snaw7buodbobenrsra 294 4 merged merge VBN work_sfc3mik6snaw7buodbobenrsra 294 5 up up IN work_sfc3mik6snaw7buodbobenrsra 294 6 to to IN work_sfc3mik6snaw7buodbobenrsra 294 7 the the DT work_sfc3mik6snaw7buodbobenrsra 294 8 level level NN work_sfc3mik6snaw7buodbobenrsra 294 9 where where WRB work_sfc3mik6snaw7buodbobenrsra 294 10 the the DT work_sfc3mik6snaw7buodbobenrsra 294 11 number number NN work_sfc3mik6snaw7buodbobenrsra 294 12 of of IN work_sfc3mik6snaw7buodbobenrsra 294 13 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 294 14 is be VBZ work_sfc3mik6snaw7buodbobenrsra 294 15 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 294 16 to to IN work_sfc3mik6snaw7buodbobenrsra 294 17 the the DT work_sfc3mik6snaw7buodbobenrsra 294 18 number number NN work_sfc3mik6snaw7buodbobenrsra 294 19 of of IN work_sfc3mik6snaw7buodbobenrsra 294 20 desired desire VBN work_sfc3mik6snaw7buodbobenrsra 294 21 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 294 22 , , , work_sfc3mik6snaw7buodbobenrsra 294 23 K. K. NNP work_sfc3mik6snaw7buodbobenrsra 294 24 The the DT work_sfc3mik6snaw7buodbobenrsra 294 25 data data NN work_sfc3mik6snaw7buodbobenrsra 294 26 objects object NNS work_sfc3mik6snaw7buodbobenrsra 294 27 belonging belong VBG work_sfc3mik6snaw7buodbobenrsra 294 28 to to IN work_sfc3mik6snaw7buodbobenrsra 294 29 strings string NNS work_sfc3mik6snaw7buodbobenrsra 294 30 in in IN work_sfc3mik6snaw7buodbobenrsra 294 31 a a DT work_sfc3mik6snaw7buodbobenrsra 294 32 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 294 33 ter ter NN work_sfc3mik6snaw7buodbobenrsra 294 34 are be VBP work_sfc3mik6snaw7buodbobenrsra 294 35 used use VBN work_sfc3mik6snaw7buodbobenrsra 294 36 to to TO work_sfc3mik6snaw7buodbobenrsra 294 37 compute compute VB work_sfc3mik6snaw7buodbobenrsra 294 38 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 294 39 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 294 40 center center NN work_sfc3mik6snaw7buodbobenrsra 294 41 . . . work_sfc3mik6snaw7buodbobenrsra 295 1 In in IN work_sfc3mik6snaw7buodbobenrsra 295 2 the the DT work_sfc3mik6snaw7buodbobenrsra 295 3 example example NN work_sfc3mik6snaw7buodbobenrsra 295 4 shown show VBN work_sfc3mik6snaw7buodbobenrsra 295 5 in in IN work_sfc3mik6snaw7buodbobenrsra 295 6 the the DT work_sfc3mik6snaw7buodbobenrsra 295 7 previous previous JJ work_sfc3mik6snaw7buodbobenrsra 295 8 section section NN work_sfc3mik6snaw7buodbobenrsra 295 9 , , , work_sfc3mik6snaw7buodbobenrsra 295 10 there there EX work_sfc3mik6snaw7buodbobenrsra 295 11 are be VBP work_sfc3mik6snaw7buodbobenrsra 295 12 three three CD work_sfc3mik6snaw7buodbobenrsra 295 13 strings string NNS work_sfc3mik6snaw7buodbobenrsra 295 14 , , , work_sfc3mik6snaw7buodbobenrsra 295 15 1 1 CD work_sfc3mik6snaw7buodbobenrsra 295 16 - - SYM work_sfc3mik6snaw7buodbobenrsra 295 17 1 1 CD work_sfc3mik6snaw7buodbobenrsra 295 18 - - HYPH work_sfc3mik6snaw7buodbobenrsra 295 19 3 3 CD work_sfc3mik6snaw7buodbobenrsra 295 20 - - HYPH work_sfc3mik6snaw7buodbobenrsra 295 21 2 2 CD work_sfc3mik6snaw7buodbobenrsra 295 22 , , , work_sfc3mik6snaw7buodbobenrsra 295 23 2- 2- NNP work_sfc3mik6snaw7buodbobenrsra 295 24 2 2 CD work_sfc3mik6snaw7buodbobenrsra 295 25 - - HYPH work_sfc3mik6snaw7buodbobenrsra 295 26 1 1 CD work_sfc3mik6snaw7buodbobenrsra 295 27 - - HYPH work_sfc3mik6snaw7buodbobenrsra 295 28 1 1 CD work_sfc3mik6snaw7buodbobenrsra 295 29 and and CC work_sfc3mik6snaw7buodbobenrsra 295 30 2 2 CD work_sfc3mik6snaw7buodbobenrsra 295 31 - - HYPH work_sfc3mik6snaw7buodbobenrsra 295 32 2 2 CD work_sfc3mik6snaw7buodbobenrsra 295 33 - - HYPH work_sfc3mik6snaw7buodbobenrsra 295 34 2 2 CD work_sfc3mik6snaw7buodbobenrsra 295 35 - - HYPH work_sfc3mik6snaw7buodbobenrsra 295 36 1 1 CD work_sfc3mik6snaw7buodbobenrsra 295 37 , , , work_sfc3mik6snaw7buodbobenrsra 295 38 that that WDT work_sfc3mik6snaw7buodbobenrsra 295 39 are be VBP work_sfc3mik6snaw7buodbobenrsra 295 40 to to TO work_sfc3mik6snaw7buodbobenrsra 295 41 be be VB work_sfc3mik6snaw7buodbobenrsra 295 42 used use VBN work_sfc3mik6snaw7buodbobenrsra 295 43 for for IN work_sfc3mik6snaw7buodbobenrsra 295 44 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 295 45 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 295 46 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 295 47 centers center NNS work_sfc3mik6snaw7buodbobenrsra 295 48 . . . work_sfc3mik6snaw7buodbobenrsra 296 1 The the DT work_sfc3mik6snaw7buodbobenrsra 296 2 number number NN work_sfc3mik6snaw7buodbobenrsra 296 3 of of IN work_sfc3mik6snaw7buodbobenrsra 296 4 designated designate VBN work_sfc3mik6snaw7buodbobenrsra 296 5 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 296 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 296 7 2 2 CD work_sfc3mik6snaw7buodbobenrsra 296 8 . . . work_sfc3mik6snaw7buodbobenrsra 297 1 The the DT work_sfc3mik6snaw7buodbobenrsra 297 2 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 297 3 strings string NNS work_sfc3mik6snaw7buodbobenrsra 297 4 2 2 CD work_sfc3mik6snaw7buodbobenrsra 297 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 297 6 2 2 CD work_sfc3mik6snaw7buodbobenrsra 297 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 297 8 1 1 CD work_sfc3mik6snaw7buodbobenrsra 297 9 - - HYPH work_sfc3mik6snaw7buodbobenrsra 297 10 1 1 CD work_sfc3mik6snaw7buodbobenrsra 297 11 and and CC work_sfc3mik6snaw7buodbobenrsra 297 12 2 2 CD work_sfc3mik6snaw7buodbobenrsra 297 13 - - HYPH work_sfc3mik6snaw7buodbobenrsra 297 14 2 2 CD work_sfc3mik6snaw7buodbobenrsra 297 15 - - HYPH work_sfc3mik6snaw7buodbobenrsra 297 16 2 2 CD work_sfc3mik6snaw7buodbobenrsra 297 17 - - HYPH work_sfc3mik6snaw7buodbobenrsra 297 18 1 1 CD work_sfc3mik6snaw7buodbobenrsra 297 19 are be VBP work_sfc3mik6snaw7buodbobenrsra 297 20 merged merge VBN work_sfc3mik6snaw7buodbobenrsra 297 21 , , , work_sfc3mik6snaw7buodbobenrsra 297 22 resulting result VBG work_sfc3mik6snaw7buodbobenrsra 297 23 in in IN work_sfc3mik6snaw7buodbobenrsra 297 24 two two CD work_sfc3mik6snaw7buodbobenrsra 297 25 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 297 26 . . . work_sfc3mik6snaw7buodbobenrsra 298 1 All all PDT work_sfc3mik6snaw7buodbobenrsra 298 2 the the DT work_sfc3mik6snaw7buodbobenrsra 298 3 data data NN work_sfc3mik6snaw7buodbobenrsra 298 4 objects object NNS work_sfc3mik6snaw7buodbobenrsra 298 5 corresponding correspond VBG work_sfc3mik6snaw7buodbobenrsra 298 6 to to IN work_sfc3mik6snaw7buodbobenrsra 298 7 these these DT work_sfc3mik6snaw7buodbobenrsra 298 8 strings string NNS work_sfc3mik6snaw7buodbobenrsra 298 9 within within IN work_sfc3mik6snaw7buodbobenrsra 298 10 a a DT work_sfc3mik6snaw7buodbobenrsra 298 11 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 298 12 is be VBZ work_sfc3mik6snaw7buodbobenrsra 298 13 used use VBN work_sfc3mik6snaw7buodbobenrsra 298 14 to to TO work_sfc3mik6snaw7buodbobenrsra 298 15 compute compute VB work_sfc3mik6snaw7buodbobenrsra 298 16 the the DT work_sfc3mik6snaw7buodbobenrsra 298 17 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 298 18 centers center NNS work_sfc3mik6snaw7buodbobenrsra 298 19 . . . work_sfc3mik6snaw7buodbobenrsra 299 1 4.4.2 4.4.2 LS work_sfc3mik6snaw7buodbobenrsra 299 2 . . . work_sfc3mik6snaw7buodbobenrsra 300 1 Choice choice NN work_sfc3mik6snaw7buodbobenrsra 300 2 of of IN work_sfc3mik6snaw7buodbobenrsra 300 3 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 300 4 The the DT work_sfc3mik6snaw7buodbobenrsra 300 5 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 300 6 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 300 7 starts start VBZ work_sfc3mik6snaw7buodbobenrsra 300 8 with with IN work_sfc3mik6snaw7buodbobenrsra 300 9 the the DT work_sfc3mik6snaw7buodbobenrsra 300 10 assumption assumption NN work_sfc3mik6snaw7buodbobenrsra 300 11 that that IN work_sfc3mik6snaw7buodbobenrsra 300 12 there there EX work_sfc3mik6snaw7buodbobenrsra 300 13 exists exist VBZ work_sfc3mik6snaw7buodbobenrsra 300 14 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 300 15 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 300 16 in in IN work_sfc3mik6snaw7buodbobenrsra 300 17 the the DT work_sfc3mik6snaw7buodbobenrsra 300 18 data datum NNS work_sfc3mik6snaw7buodbobenrsra 300 19 that that WDT work_sfc3mik6snaw7buodbobenrsra 300 20 can can MD work_sfc3mik6snaw7buodbobenrsra 300 21 help help VB work_sfc3mik6snaw7buodbobenrsra 300 22 in in IN work_sfc3mik6snaw7buodbobenrsra 300 23 obtaining obtain VBG work_sfc3mik6snaw7buodbobenrsra 300 24 distinguishable distinguishable JJ work_sfc3mik6snaw7buodbobenrsra 300 25 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 300 26 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 300 27 that that WDT work_sfc3mik6snaw7buodbobenrsra 300 28 can can MD work_sfc3mik6snaw7buodbobenrsra 300 29 either either CC work_sfc3mik6snaw7buodbobenrsra 300 30 be be VB work_sfc3mik6snaw7buodbobenrsra 300 31 used use VBN work_sfc3mik6snaw7buodbobenrsra 300 32 as as IN work_sfc3mik6snaw7buodbobenrsra 300 33 is be VBZ work_sfc3mik6snaw7buodbobenrsra 300 34 or or CC work_sfc3mik6snaw7buodbobenrsra 300 35 be be VB work_sfc3mik6snaw7buodbobenrsra 300 36 merged merge VBN work_sfc3mik6snaw7buodbobenrsra 300 37 to to TO work_sfc3mik6snaw7buodbobenrsra 300 38 obtain obtain VB work_sfc3mik6snaw7buodbobenrsra 300 39 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 300 40 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 300 41 centers center NNS work_sfc3mik6snaw7buodbobenrsra 300 42 . . . work_sfc3mik6snaw7buodbobenrsra 301 1 In in IN work_sfc3mik6snaw7buodbobenrsra 301 2 the the DT work_sfc3mik6snaw7buodbobenrsra 301 3 absence absence NN work_sfc3mik6snaw7buodbobenrsra 301 4 of of IN work_sfc3mik6snaw7buodbobenrsra 301 5 any any DT work_sfc3mik6snaw7buodbobenrsra 301 6 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 301 7 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 301 8 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 301 9 or or CC work_sfc3mik6snaw7buodbobenrsra 301 10 if if IN work_sfc3mik6snaw7buodbobenrsra 301 11 all all DT work_sfc3mik6snaw7buodbobenrsra 301 12 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 301 13 are be VBP work_sfc3mik6snaw7buodbobenrsra 301 14 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 301 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 301 16 , , , work_sfc3mik6snaw7buodbobenrsra 301 17 the the DT work_sfc3mik6snaw7buodbobenrsra 301 18 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 301 19 approach approach NN work_sfc3mik6snaw7buodbobenrsra 301 20 , , , work_sfc3mik6snaw7buodbobenrsra 301 21 all all PDT work_sfc3mik6snaw7buodbobenrsra 301 22 the the DT work_sfc3mik6snaw7buodbobenrsra 301 23 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 301 24 are be VBP work_sfc3mik6snaw7buodbobenrsra 301 25 selected select VBN work_sfc3mik6snaw7buodbobenrsra 301 26 to to TO work_sfc3mik6snaw7buodbobenrsra 301 27 find find VB work_sfc3mik6snaw7buodbobenrsra 301 28 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 301 29 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 301 30 cen- cen- NN work_sfc3mik6snaw7buodbobenrsra 301 31 ters ter NNS work_sfc3mik6snaw7buodbobenrsra 301 32 . . . work_sfc3mik6snaw7buodbobenrsra 302 1 Since since IN work_sfc3mik6snaw7buodbobenrsra 302 2 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 302 3 other other JJ work_sfc3mik6snaw7buodbobenrsra 302 4 than than IN work_sfc3mik6snaw7buodbobenrsra 302 5 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 302 6 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 302 7 contain contain VBP work_sfc3mik6snaw7buodbobenrsra 302 8 attri- attri- FW work_sfc3mik6snaw7buodbobenrsra 302 9 bute bute NN work_sfc3mik6snaw7buodbobenrsra 302 10 values value NNS work_sfc3mik6snaw7buodbobenrsra 302 11 more more RBR work_sfc3mik6snaw7buodbobenrsra 302 12 than than IN work_sfc3mik6snaw7buodbobenrsra 302 13 K K NNP work_sfc3mik6snaw7buodbobenrsra 302 14 , , , work_sfc3mik6snaw7buodbobenrsra 302 15 a a DT work_sfc3mik6snaw7buodbobenrsra 302 16 possible possible JJ work_sfc3mik6snaw7buodbobenrsra 302 17 repercussion repercussion NN work_sfc3mik6snaw7buodbobenrsra 302 18 is be VBZ work_sfc3mik6snaw7buodbobenrsra 302 19 the the DT work_sfc3mik6snaw7buodbobenrsra 302 20 increased increased JJ work_sfc3mik6snaw7buodbobenrsra 302 21 number number NN work_sfc3mik6snaw7buodbobenrsra 302 22 of of IN work_sfc3mik6snaw7buodbobenrsra 302 23 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 302 24 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 302 25 strings string NNS work_sfc3mik6snaw7buodbobenrsra 302 26 due due IN work_sfc3mik6snaw7buodbobenrsra 302 27 to to IN work_sfc3mik6snaw7buodbobenrsra 302 28 the the DT work_sfc3mik6snaw7buodbobenrsra 302 29 availability availability NN work_sfc3mik6snaw7buodbobenrsra 302 30 of of IN work_sfc3mik6snaw7buodbobenrsra 302 31 more more JJR work_sfc3mik6snaw7buodbobenrsra 302 32 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 302 33 allotment allotment NN work_sfc3mik6snaw7buodbobenrsra 302 34 labels label NNS work_sfc3mik6snaw7buodbobenrsra 302 35 . . . work_sfc3mik6snaw7buodbobenrsra 303 1 This this DT work_sfc3mik6snaw7buodbobenrsra 303 2 implies imply VBZ work_sfc3mik6snaw7buodbobenrsra 303 3 an an DT work_sfc3mik6snaw7buodbobenrsra 303 4 overall overall JJ work_sfc3mik6snaw7buodbobenrsra 303 5 reduction reduction NN work_sfc3mik6snaw7buodbobenrsra 303 6 in in IN work_sfc3mik6snaw7buodbobenrsra 303 7 the the DT work_sfc3mik6snaw7buodbobenrsra 303 8 individual individual JJ work_sfc3mik6snaw7buodbobenrsra 303 9 count count NN work_sfc3mik6snaw7buodbobenrsra 303 10 of of IN work_sfc3mik6snaw7buodbobenrsra 303 11 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 303 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 303 13 strings string NNS work_sfc3mik6snaw7buodbobenrsra 303 14 and and CC work_sfc3mik6snaw7buodbobenrsra 303 15 many many JJ work_sfc3mik6snaw7buodbobenrsra 303 16 small small JJ work_sfc3mik6snaw7buodbobenrsra 303 17 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 303 18 may may MD work_sfc3mik6snaw7buodbobenrsra 303 19 be be VB work_sfc3mik6snaw7buodbobenrsra 303 20 generated generate VBN work_sfc3mik6snaw7buodbobenrsra 303 21 . . . work_sfc3mik6snaw7buodbobenrsra 304 1 In in IN work_sfc3mik6snaw7buodbobenrsra 304 2 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 304 3 formulation formulation NN work_sfc3mik6snaw7buodbobenrsra 304 4 , , , work_sfc3mik6snaw7buodbobenrsra 304 5 the the DT work_sfc3mik6snaw7buodbobenrsra 304 6 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 304 7 clusterer clusterer NN work_sfc3mik6snaw7buodbobenrsra 304 8 imposes impose VBZ work_sfc3mik6snaw7buodbobenrsra 304 9 a a DT work_sfc3mik6snaw7buodbobenrsra 304 10 limit limit NN work_sfc3mik6snaw7buodbobenrsra 304 11 of of IN work_sfc3mik6snaw7buodbobenrsra 304 12 n0.5 n0.5 NN work_sfc3mik6snaw7buodbobenrsra 304 13 on on IN work_sfc3mik6snaw7buodbobenrsra 304 14 the the DT work_sfc3mik6snaw7buodbobenrsra 304 15 top top JJ work_sfc3mik6snaw7buodbobenrsra 304 16 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 304 17 strings string NNS work_sfc3mik6snaw7buodbobenrsra 304 18 to to TO work_sfc3mik6snaw7buodbobenrsra 304 19 be be VB work_sfc3mik6snaw7buodbobenrsra 304 20 merged merge VBN work_sfc3mik6snaw7buodbobenrsra 304 21 , , , work_sfc3mik6snaw7buodbobenrsra 304 22 therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 304 23 some some DT work_sfc3mik6snaw7buodbobenrsra 304 24 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 304 25 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 304 26 could could MD work_sfc3mik6snaw7buodbobenrsra 304 27 lay lay VB work_sfc3mik6snaw7buodbobenrsra 304 28 outside outside IN work_sfc3mik6snaw7buodbobenrsra 304 29 the the DT work_sfc3mik6snaw7buodbobenrsra 304 30 bound bound NNP work_sfc3mik6snaw7buodbobenrsra 304 31 dur- dur- VBZ work_sfc3mik6snaw7buodbobenrsra 304 32 ing e VBG work_sfc3mik6snaw7buodbobenrsra 304 33 merging merging NN work_sfc3mik6snaw7buodbobenrsra 304 34 . . . work_sfc3mik6snaw7buodbobenrsra 305 1 This this DT work_sfc3mik6snaw7buodbobenrsra 305 2 may may MD work_sfc3mik6snaw7buodbobenrsra 305 3 lead lead VB work_sfc3mik6snaw7buodbobenrsra 305 4 to to IN work_sfc3mik6snaw7buodbobenrsra 305 5 some some DT work_sfc3mik6snaw7buodbobenrsra 305 6 loss loss NN work_sfc3mik6snaw7buodbobenrsra 305 7 of of IN work_sfc3mik6snaw7buodbobenrsra 305 8 information information NN work_sfc3mik6snaw7buodbobenrsra 305 9 while while IN work_sfc3mik6snaw7buodbobenrsra 305 10 com- com- NN work_sfc3mik6snaw7buodbobenrsra 305 11 puting put VBG work_sfc3mik6snaw7buodbobenrsra 305 12 the the DT work_sfc3mik6snaw7buodbobenrsra 305 13 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 305 14 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 305 15 centers center NNS work_sfc3mik6snaw7buodbobenrsra 305 16 . . . work_sfc3mik6snaw7buodbobenrsra 306 1 The the DT work_sfc3mik6snaw7buodbobenrsra 306 2 best good JJS work_sfc3mik6snaw7buodbobenrsra 306 3 case case NN work_sfc3mik6snaw7buodbobenrsra 306 4 occurs occur VBZ work_sfc3mik6snaw7buodbobenrsra 306 5 when when WRB work_sfc3mik6snaw7buodbobenrsra 306 6 the the DT work_sfc3mik6snaw7buodbobenrsra 306 7 number number NN work_sfc3mik6snaw7buodbobenrsra 306 8 of of IN work_sfc3mik6snaw7buodbobenrsra 306 9 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 306 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 306 11 strings string NNS work_sfc3mik6snaw7buodbobenrsra 306 12 are be VBP work_sfc3mik6snaw7buodbobenrsra 306 13 less less JJR work_sfc3mik6snaw7buodbobenrsra 306 14 than than IN work_sfc3mik6snaw7buodbobenrsra 306 15 or or CC work_sfc3mik6snaw7buodbobenrsra 306 16 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 306 17 to to IN work_sfc3mik6snaw7buodbobenrsra 306 18 n0.5 n0.5 CD work_sfc3mik6snaw7buodbobenrsra 306 19 . . . work_sfc3mik6snaw7buodbobenrsra 307 1 4.4.3 4.4.3 NNS work_sfc3mik6snaw7buodbobenrsra 307 2 . . . work_sfc3mik6snaw7buodbobenrsra 308 1 Evaluating evaluate VBG work_sfc3mik6snaw7buodbobenrsra 308 2 time time NN work_sfc3mik6snaw7buodbobenrsra 308 3 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 308 4 The the DT work_sfc3mik6snaw7buodbobenrsra 308 5 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 308 6 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 308 7 to to TO work_sfc3mik6snaw7buodbobenrsra 308 8 compute compute VB work_sfc3mik6snaw7buodbobenrsra 308 9 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 308 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 308 11 centers center NNS work_sfc3mik6snaw7buodbobenrsra 308 12 has have VBZ work_sfc3mik6snaw7buodbobenrsra 308 13 three three CD work_sfc3mik6snaw7buodbobenrsra 308 14 parts part NNS work_sfc3mik6snaw7buodbobenrsra 308 15 , , , work_sfc3mik6snaw7buodbobenrsra 308 16 1 1 CD work_sfc3mik6snaw7buodbobenrsra 308 17 . . . work_sfc3mik6snaw7buodbobenrsra 309 1 Compute Compute NNP work_sfc3mik6snaw7buodbobenrsra 309 2 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 309 3 / / SYM work_sfc3mik6snaw7buodbobenrsra 309 4 Prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 309 5 / / SYM work_sfc3mik6snaw7buodbobenrsra 309 6 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 309 7 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 309 8 2 2 CD work_sfc3mik6snaw7buodbobenrsra 309 9 . . . work_sfc3mik6snaw7buodbobenrsra 310 1 Compute compute JJ work_sfc3mik6snaw7buodbobenrsra 310 2 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 310 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 310 4 centers center VBZ work_sfc3mik6snaw7buodbobenrsra 310 5 3 3 CD work_sfc3mik6snaw7buodbobenrsra 310 6 . . . work_sfc3mik6snaw7buodbobenrsra 311 1 If if IN work_sfc3mik6snaw7buodbobenrsra 311 2 needed need VBN work_sfc3mik6snaw7buodbobenrsra 311 3 , , , work_sfc3mik6snaw7buodbobenrsra 311 4 merge merge VB work_sfc3mik6snaw7buodbobenrsra 311 5 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 311 6 The the DT work_sfc3mik6snaw7buodbobenrsra 311 7 time time NN work_sfc3mik6snaw7buodbobenrsra 311 8 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 311 9 of of IN work_sfc3mik6snaw7buodbobenrsra 311 10 computation computation NN work_sfc3mik6snaw7buodbobenrsra 311 11 of of IN work_sfc3mik6snaw7buodbobenrsra 311 12 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 311 13 / / SYM work_sfc3mik6snaw7buodbobenrsra 311 14 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 311 15 attri- attri- NN work_sfc3mik6snaw7buodbobenrsra 311 16 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 311 17 is be VBZ work_sfc3mik6snaw7buodbobenrsra 311 18 O(nm o(nm RB work_sfc3mik6snaw7buodbobenrsra 311 19 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 311 20 , , , work_sfc3mik6snaw7buodbobenrsra 311 21 whereas whereas IN work_sfc3mik6snaw7buodbobenrsra 311 22 for for IN work_sfc3mik6snaw7buodbobenrsra 311 23 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 311 24 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 311 25 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 311 26 is be VBZ work_sfc3mik6snaw7buodbobenrsra 311 27 O(nm2T2 o(nm2t2 CD work_sfc3mik6snaw7buodbobenrsra 311 28 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 311 29 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 311 30 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 311 31 & & CC work_sfc3mik6snaw7buodbobenrsra 311 32 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 311 33 , , , work_sfc3mik6snaw7buodbobenrsra 311 34 2007a 2007a CD work_sfc3mik6snaw7buodbobenrsra 311 35 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 311 36 , , , work_sfc3mik6snaw7buodbobenrsra 311 37 where where WRB work_sfc3mik6snaw7buodbobenrsra 311 38 T T NNP work_sfc3mik6snaw7buodbobenrsra 311 39 is be VBZ work_sfc3mik6snaw7buodbobenrsra 311 40 the the DT work_sfc3mik6snaw7buodbobenrsra 311 41 average average JJ work_sfc3mik6snaw7buodbobenrsra 311 42 number number NN work_sfc3mik6snaw7buodbobenrsra 311 43 of of IN work_sfc3mik6snaw7buodbobenrsra 311 44 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 311 45 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 311 46 values value NNS work_sfc3mik6snaw7buodbobenrsra 311 47 per per IN work_sfc3mik6snaw7buodbobenrsra 311 48 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 311 49 and and CC work_sfc3mik6snaw7buodbobenrsra 311 50 T T NNP work_sfc3mik6snaw7buodbobenrsra 311 51 � � NNP work_sfc3mik6snaw7buodbobenrsra 311 52 n. n. NN work_sfc3mik6snaw7buodbobenrsra 311 53 Computation Computation NNP work_sfc3mik6snaw7buodbobenrsra 311 54 of of IN work_sfc3mik6snaw7buodbobenrsra 311 55 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 311 56 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 311 57 centers center NNS work_sfc3mik6snaw7buodbobenrsra 311 58 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 311 59 from from IN work_sfc3mik6snaw7buodbobenrsra 311 60 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 311 61 3 3 CD work_sfc3mik6snaw7buodbobenrsra 311 62 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 311 63 needs need VBZ work_sfc3mik6snaw7buodbobenrsra 311 64 the the DT work_sfc3mik6snaw7buodbobenrsra 311 65 basic basic JJ work_sfc3mik6snaw7buodbobenrsra 311 66 K- K- NNP work_sfc3mik6snaw7buodbobenrsra 311 67 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 311 68 algorithm algorithm VBP work_sfc3mik6snaw7buodbobenrsra 311 69 to to TO work_sfc3mik6snaw7buodbobenrsra 311 70 run run VB work_sfc3mik6snaw7buodbobenrsra 311 71 P p NN work_sfc3mik6snaw7buodbobenrsra 311 72 times time NNS work_sfc3mik6snaw7buodbobenrsra 311 73 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 311 74 in in IN work_sfc3mik6snaw7buodbobenrsra 311 75 the the DT work_sfc3mik6snaw7buodbobenrsra 311 76 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 311 77 - - HYPH work_sfc3mik6snaw7buodbobenrsra 311 78 case case NN work_sfc3mik6snaw7buodbobenrsra 311 79 m m NNP work_sfc3mik6snaw7buodbobenrsra 311 80 times time NNS work_sfc3mik6snaw7buodbobenrsra 311 81 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 311 82 . . . work_sfc3mik6snaw7buodbobenrsra 312 1 As as IN work_sfc3mik6snaw7buodbobenrsra 312 2 the the DT work_sfc3mik6snaw7buodbobenrsra 312 3 K K NNP work_sfc3mik6snaw7buodbobenrsra 312 4 - - HYPH work_sfc3mik6snaw7buodbobenrsra 312 5 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 312 6 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 312 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 312 8 linear linear JJ work_sfc3mik6snaw7buodbobenrsra 312 9 with with IN work_sfc3mik6snaw7buodbobenrsra 312 10 respect respect NN work_sfc3mik6snaw7buodbobenrsra 312 11 to to IN work_sfc3mik6snaw7buodbobenrsra 312 12 the the DT work_sfc3mik6snaw7buodbobenrsra 312 13 size size NN work_sfc3mik6snaw7buodbobenrsra 312 14 of of IN work_sfc3mik6snaw7buodbobenrsra 312 15 the the DT work_sfc3mik6snaw7buodbobenrsra 312 16 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 312 17 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 312 18 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 312 19 , , , work_sfc3mik6snaw7buodbobenrsra 312 20 1997 1997 CD work_sfc3mik6snaw7buodbobenrsra 312 21 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 312 22 , , , work_sfc3mik6snaw7buodbobenrsra 312 23 the the DT work_sfc3mik6snaw7buodbobenrsra 312 24 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 312 25 - - HYPH work_sfc3mik6snaw7buodbobenrsra 312 26 case case NN work_sfc3mik6snaw7buodbobenrsra 312 27 time time NN work_sfc3mik6snaw7buodbobenrsra 312 28 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 312 29 will will MD work_sfc3mik6snaw7buodbobenrsra 312 30 be be VB work_sfc3mik6snaw7buodbobenrsra 312 31 O(rKm2n o(rkm2n NN work_sfc3mik6snaw7buodbobenrsra 312 32 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 312 33 , , , work_sfc3mik6snaw7buodbobenrsra 312 34 where where WRB work_sfc3mik6snaw7buodbobenrsra 312 35 r r NNP work_sfc3mik6snaw7buodbobenrsra 312 36 is be VBZ work_sfc3mik6snaw7buodbobenrsra 312 37 the the DT work_sfc3mik6snaw7buodbobenrsra 312 38 number number NN work_sfc3mik6snaw7buodbobenrsra 312 39 of of IN work_sfc3mik6snaw7buodbobenrsra 312 40 iterations iteration NNS work_sfc3mik6snaw7buodbobenrsra 312 41 needed need VBN work_sfc3mik6snaw7buodbobenrsra 312 42 for for IN work_sfc3mik6snaw7buodbobenrsra 312 43 conver- conver- NNP work_sfc3mik6snaw7buodbobenrsra 312 44 gence gence NNP work_sfc3mik6snaw7buodbobenrsra 312 45 and and CC work_sfc3mik6snaw7buodbobenrsra 312 46 r r NNP work_sfc3mik6snaw7buodbobenrsra 312 47 � � NNP work_sfc3mik6snaw7buodbobenrsra 312 48 n. n. NN work_sfc3mik6snaw7buodbobenrsra 312 49 For for IN work_sfc3mik6snaw7buodbobenrsra 312 50 merging merge VBG work_sfc3mik6snaw7buodbobenrsra 312 51 the the DT work_sfc3mik6snaw7buodbobenrsra 312 52 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 312 53 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 312 54 strings string NNS work_sfc3mik6snaw7buodbobenrsra 312 55 into into IN work_sfc3mik6snaw7buodbobenrsra 312 56 K K NNP work_sfc3mik6snaw7buodbobenrsra 312 57 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 312 58 , , , work_sfc3mik6snaw7buodbobenrsra 312 59 computeInitialModes computeinitialmode VBZ work_sfc3mik6snaw7buodbobenrsra 312 60 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 312 61 Attributes Attributes NNP work_sfc3mik6snaw7buodbobenrsra 312 62 A A NNP work_sfc3mik6snaw7buodbobenrsra 312 63 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 312 64 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 312 65 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 312 66 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 312 67 tering tere VBG work_sfc3mik6snaw7buodbobenrsra 312 68 . . . work_sfc3mik6snaw7buodbobenrsra 313 1 The the DT work_sfc3mik6snaw7buodbobenrsra 313 2 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 313 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 313 4 case case NN work_sfc3mik6snaw7buodbobenrsra 313 5 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 313 6 of of IN work_sfc3mik6snaw7buodbobenrsra 313 7 the the DT work_sfc3mik6snaw7buodbobenrsra 313 8 hierarchical hierarchical JJ work_sfc3mik6snaw7buodbobenrsra 313 9 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 313 10 is be VBZ work_sfc3mik6snaw7buodbobenrsra 313 11 O(n2 o(n2 NN work_sfc3mik6snaw7buodbobenrsra 313 12 log log NN work_sfc3mik6snaw7buodbobenrsra 313 13 n n NNP work_sfc3mik6snaw7buodbobenrsra 313 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 313 15 , , , work_sfc3mik6snaw7buodbobenrsra 313 16 however however RB work_sfc3mik6snaw7buodbobenrsra 313 17 the the DT work_sfc3mik6snaw7buodbobenrsra 313 18 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 313 19 approach approach NN work_sfc3mik6snaw7buodbobenrsra 313 20 chooses choose VBZ work_sfc3mik6snaw7buodbobenrsra 313 21 only only RB work_sfc3mik6snaw7buodbobenrsra 313 22 n0.5 n0.5 CD work_sfc3mik6snaw7buodbobenrsra 313 23 most most RBS work_sfc3mik6snaw7buodbobenrsra 313 24 frequent frequent JJ work_sfc3mik6snaw7buodbobenrsra 313 25 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 313 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 313 27 string string NN work_sfc3mik6snaw7buodbobenrsra 313 28 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 313 29 see see VB work_sfc3mik6snaw7buodbobenrsra 313 30 Section Section NNP work_sfc3mik6snaw7buodbobenrsra 313 31 4.4.1 4.4.1 CD work_sfc3mik6snaw7buodbobenrsra 313 32 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 313 33 , , , work_sfc3mik6snaw7buodbobenrsra 313 34 therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 313 35 the the DT work_sfc3mik6snaw7buodbobenrsra 313 36 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 313 37 - - HYPH work_sfc3mik6snaw7buodbobenrsra 313 38 case case NN work_sfc3mik6snaw7buodbobenrsra 313 39 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 313 40 for for IN work_sfc3mik6snaw7buodbobenrsra 313 41 merging merge VBG work_sfc3mik6snaw7buodbobenrsra 313 42 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 313 43 strings string NNS work_sfc3mik6snaw7buodbobenrsra 313 44 become become VB work_sfc3mik6snaw7buodbobenrsra 313 45 O(n o(n CD work_sfc3mik6snaw7buodbobenrsra 313 46 log log NN work_sfc3mik6snaw7buodbobenrsra 313 47 n n NN work_sfc3mik6snaw7buodbobenrsra 313 48 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 313 49 . . . work_sfc3mik6snaw7buodbobenrsra 314 1 Combining combine VBG work_sfc3mik6snaw7buodbobenrsra 314 2 all all PDT work_sfc3mik6snaw7buodbobenrsra 314 3 the the DT work_sfc3mik6snaw7buodbobenrsra 314 4 parts part NNS work_sfc3mik6snaw7buodbobenrsra 314 5 together together RB work_sfc3mik6snaw7buodbobenrsra 314 6 , , , work_sfc3mik6snaw7buodbobenrsra 314 7 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 314 8 get get VBP work_sfc3mik6snaw7buodbobenrsra 314 9 two two CD work_sfc3mik6snaw7buodbobenrsra 314 10 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 314 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 314 12 case case NN work_sfc3mik6snaw7buodbobenrsra 314 13 time time NN work_sfc3mik6snaw7buodbobenrsra 314 14 complexities complexity NNS work_sfc3mik6snaw7buodbobenrsra 314 15 : : : work_sfc3mik6snaw7buodbobenrsra 314 16 � � NNP work_sfc3mik6snaw7buodbobenrsra 314 17 Using use VBG work_sfc3mik6snaw7buodbobenrsra 314 18 All all DT work_sfc3mik6snaw7buodbobenrsra 314 19 / / SYM work_sfc3mik6snaw7buodbobenrsra 314 20 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 314 21 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 314 22 – – : work_sfc3mik6snaw7buodbobenrsra 314 23 O(nm o(nm RB work_sfc3mik6snaw7buodbobenrsra 314 24 + + CC work_sfc3mik6snaw7buodbobenrsra 314 25 rKm2n rkm2n CD work_sfc3mik6snaw7buodbobenrsra 314 26 + + CC work_sfc3mik6snaw7buodbobenrsra 314 27 n n CC work_sfc3mik6snaw7buodbobenrsra 314 28 log log NN work_sfc3mik6snaw7buodbobenrsra 314 29 n n CC work_sfc3mik6snaw7buodbobenrsra 314 30 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 314 31 � � NNP work_sfc3mik6snaw7buodbobenrsra 314 32 Using use VBG work_sfc3mik6snaw7buodbobenrsra 314 33 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 314 34 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 314 35 – – : work_sfc3mik6snaw7buodbobenrsra 314 36 O(nm2T2 o(nm2t2 CD work_sfc3mik6snaw7buodbobenrsra 314 37 + + CC work_sfc3mik6snaw7buodbobenrsra 314 38 rKm2n rkm2n CD work_sfc3mik6snaw7buodbobenrsra 314 39 + + CC work_sfc3mik6snaw7buodbobenrsra 314 40 n n CC work_sfc3mik6snaw7buodbobenrsra 314 41 log log NN work_sfc3mik6snaw7buodbobenrsra 314 42 n n CC work_sfc3mik6snaw7buodbobenrsra 314 43 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 314 44 It -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 314 45 is be VBZ work_sfc3mik6snaw7buodbobenrsra 314 46 to to TO work_sfc3mik6snaw7buodbobenrsra 314 47 be be VB work_sfc3mik6snaw7buodbobenrsra 314 48 noted note VBN work_sfc3mik6snaw7buodbobenrsra 314 49 that that IN work_sfc3mik6snaw7buodbobenrsra 314 50 the the DT work_sfc3mik6snaw7buodbobenrsra 314 51 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 314 52 - - HYPH work_sfc3mik6snaw7buodbobenrsra 314 53 case case NN work_sfc3mik6snaw7buodbobenrsra 314 54 time time NN work_sfc3mik6snaw7buodbobenrsra 314 55 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 314 56 using use VBG work_sfc3mik6snaw7buodbobenrsra 314 57 signif- signif- NNP work_sfc3mik6snaw7buodbobenrsra 314 58 icant icant NNP work_sfc3mik6snaw7buodbobenrsra 314 59 attributes attributes NNPS work_sfc3mik6snaw7buodbobenrsra 314 60 is be VBZ work_sfc3mik6snaw7buodbobenrsra 314 61 higher high JJR work_sfc3mik6snaw7buodbobenrsra 314 62 than than IN work_sfc3mik6snaw7buodbobenrsra 314 63 using use VBG work_sfc3mik6snaw7buodbobenrsra 314 64 all all DT work_sfc3mik6snaw7buodbobenrsra 314 65 / / SYM work_sfc3mik6snaw7buodbobenrsra 314 66 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 314 67 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 314 68 due due IN work_sfc3mik6snaw7buodbobenrsra 314 69 to to IN work_sfc3mik6snaw7buodbobenrsra 314 70 the the DT work_sfc3mik6snaw7buodbobenrsra 314 71 additional additional JJ work_sfc3mik6snaw7buodbobenrsra 314 72 computation computation NN work_sfc3mik6snaw7buodbobenrsra 314 73 time time NN work_sfc3mik6snaw7buodbobenrsra 314 74 spent spend VBN work_sfc3mik6snaw7buodbobenrsra 314 75 in in IN work_sfc3mik6snaw7buodbobenrsra 314 76 finding find VBG work_sfc3mik6snaw7buodbobenrsra 314 77 out out RP work_sfc3mik6snaw7buodbobenrsra 314 78 the the DT work_sfc3mik6snaw7buodbobenrsra 314 79 signifi- signifi- JJ work_sfc3mik6snaw7buodbobenrsra 314 80 cance cance NN work_sfc3mik6snaw7buodbobenrsra 314 81 of of IN work_sfc3mik6snaw7buodbobenrsra 314 82 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 314 83 . . . work_sfc3mik6snaw7buodbobenrsra 315 1 However however RB work_sfc3mik6snaw7buodbobenrsra 315 2 , , , work_sfc3mik6snaw7buodbobenrsra 315 3 the the DT work_sfc3mik6snaw7buodbobenrsra 315 4 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 315 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 315 6 case case NN work_sfc3mik6snaw7buodbobenrsra 315 7 time time NN work_sfc3mik6snaw7buodbobenrsra 315 8 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 315 9 of of IN work_sfc3mik6snaw7buodbobenrsra 315 10 using use VBG work_sfc3mik6snaw7buodbobenrsra 315 11 both both CC work_sfc3mik6snaw7buodbobenrsra 315 12 the the DT work_sfc3mik6snaw7buodbobenrsra 315 13 methods method NNS work_sfc3mik6snaw7buodbobenrsra 315 14 is be VBZ work_sfc3mik6snaw7buodbobenrsra 315 15 log log NN work_sfc3mik6snaw7buodbobenrsra 315 16 - - HYPH work_sfc3mik6snaw7buodbobenrsra 315 17 linear linear NN work_sfc3mik6snaw7buodbobenrsra 315 18 in in IN work_sfc3mik6snaw7buodbobenrsra 315 19 the the DT work_sfc3mik6snaw7buodbobenrsra 315 20 number number NN work_sfc3mik6snaw7buodbobenrsra 315 21 of of IN work_sfc3mik6snaw7buodbobenrsra 315 22 data datum NNS work_sfc3mik6snaw7buodbobenrsra 315 23 objects object NNS work_sfc3mik6snaw7buodbobenrsra 315 24 . . . work_sfc3mik6snaw7buodbobenrsra 316 1 With with IN work_sfc3mik6snaw7buodbobenrsra 316 2 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 316 3 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 316 4 approach approach NN work_sfc3mik6snaw7buodbobenrsra 316 5 , , , work_sfc3mik6snaw7buodbobenrsra 316 6 the the DT work_sfc3mik6snaw7buodbobenrsra 316 7 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 316 8 method method NN work_sfc3mik6snaw7buodbobenrsra 316 9 is be VBZ work_sfc3mik6snaw7buodbobenrsra 316 10 advantageous advantageous JJ work_sfc3mik6snaw7buodbobenrsra 316 11 for for IN work_sfc3mik6snaw7buodbobenrsra 316 12 the the DT work_sfc3mik6snaw7buodbobenrsra 316 13 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 316 14 when when WRB work_sfc3mik6snaw7buodbobenrsra 316 15 n n NNP work_sfc3mik6snaw7buodbobenrsra 316 16 � � NNP work_sfc3mik6snaw7buodbobenrsra 316 17 rKm2 rkm2 ADD work_sfc3mik6snaw7buodbobenrsra 316 18 . . . work_sfc3mik6snaw7buodbobenrsra 317 1 For for IN work_sfc3mik6snaw7buodbobenrsra 317 2 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 317 3 attri- attri- NN work_sfc3mik6snaw7buodbobenrsra 317 4 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 317 5 approach approach NNP work_sfc3mik6snaw7buodbobenrsra 317 6 , , , work_sfc3mik6snaw7buodbobenrsra 317 7 the the DT work_sfc3mik6snaw7buodbobenrsra 317 8 method method NN work_sfc3mik6snaw7buodbobenrsra 317 9 may may MD work_sfc3mik6snaw7buodbobenrsra 317 10 be be VB work_sfc3mik6snaw7buodbobenrsra 317 11 useful useful JJ work_sfc3mik6snaw7buodbobenrsra 317 12 for for IN work_sfc3mik6snaw7buodbobenrsra 317 13 those those DT work_sfc3mik6snaw7buodbobenrsra 317 14 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 317 15 when when WRB work_sfc3mik6snaw7buodbobenrsra 317 16 n n DT work_sfc3mik6snaw7buodbobenrsra 317 17 � � NNP work_sfc3mik6snaw7buodbobenrsra 317 18 m2T2 m2T2 NNP work_sfc3mik6snaw7buodbobenrsra 317 19 + + SYM work_sfc3mik6snaw7buodbobenrsra 317 20 rKm2 rkm2 ADD work_sfc3mik6snaw7buodbobenrsra 317 21 . . . work_sfc3mik6snaw7buodbobenrsra 318 1 5 5 CD work_sfc3mik6snaw7buodbobenrsra 318 2 . . . work_sfc3mik6snaw7buodbobenrsra 319 1 Experimental experimental JJ work_sfc3mik6snaw7buodbobenrsra 319 2 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 319 3 5.1 5.1 CD work_sfc3mik6snaw7buodbobenrsra 319 4 . . . work_sfc3mik6snaw7buodbobenrsra 320 1 Datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 320 2 To to TO work_sfc3mik6snaw7buodbobenrsra 320 3 evaluate evaluate VB work_sfc3mik6snaw7buodbobenrsra 320 4 the the DT work_sfc3mik6snaw7buodbobenrsra 320 5 performance performance NN work_sfc3mik6snaw7buodbobenrsra 320 6 of of IN work_sfc3mik6snaw7buodbobenrsra 320 7 the the DT work_sfc3mik6snaw7buodbobenrsra 320 8 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 320 9 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 320 10 method method NN work_sfc3mik6snaw7buodbobenrsra 320 11 , , , work_sfc3mik6snaw7buodbobenrsra 320 12 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 320 13 use use VBP work_sfc3mik6snaw7buodbobenrsra 320 14 several several JJ work_sfc3mik6snaw7buodbobenrsra 320 15 pure pure JJ work_sfc3mik6snaw7buodbobenrsra 320 16 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 320 17 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 320 18 from from IN work_sfc3mik6snaw7buodbobenrsra 320 19 the the DT work_sfc3mik6snaw7buodbobenrsra 320 20 UCI UCI NNP work_sfc3mik6snaw7buodbobenrsra 320 21 Ma- Ma- NNP work_sfc3mik6snaw7buodbobenrsra 320 22 chine chine NN work_sfc3mik6snaw7buodbobenrsra 320 23 Learning Learning NNP work_sfc3mik6snaw7buodbobenrsra 320 24 Repository Repository NNP work_sfc3mik6snaw7buodbobenrsra 320 25 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 320 26 Batche Batche NNP work_sfc3mik6snaw7buodbobenrsra 320 27 & & CC work_sfc3mik6snaw7buodbobenrsra 320 28 Lichman Lichman NNP work_sfc3mik6snaw7buodbobenrsra 320 29 , , , work_sfc3mik6snaw7buodbobenrsra 320 30 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 320 31 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 320 32 . . . work_sfc3mik6snaw7buodbobenrsra 321 1 A a DT work_sfc3mik6snaw7buodbobenrsra 321 2 short short JJ work_sfc3mik6snaw7buodbobenrsra 321 3 description description NN work_sfc3mik6snaw7buodbobenrsra 321 4 for for IN work_sfc3mik6snaw7buodbobenrsra 321 5 each each DT work_sfc3mik6snaw7buodbobenrsra 321 6 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 321 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 321 8 given give VBN work_sfc3mik6snaw7buodbobenrsra 321 9 below below RP work_sfc3mik6snaw7buodbobenrsra 321 10 . . . work_sfc3mik6snaw7buodbobenrsra 322 1 Soybean soybean NN work_sfc3mik6snaw7buodbobenrsra 322 2 Small Small NNP work_sfc3mik6snaw7buodbobenrsra 322 3 . . . work_sfc3mik6snaw7buodbobenrsra 323 1 This this DT work_sfc3mik6snaw7buodbobenrsra 323 2 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 323 3 consists consist VBZ work_sfc3mik6snaw7buodbobenrsra 323 4 of of IN work_sfc3mik6snaw7buodbobenrsra 323 5 47 47 CD work_sfc3mik6snaw7buodbobenrsra 323 6 cases case NNS work_sfc3mik6snaw7buodbobenrsra 323 7 of of IN work_sfc3mik6snaw7buodbobenrsra 323 8 soybean soybean NN work_sfc3mik6snaw7buodbobenrsra 323 9 dis- dis- IN work_sfc3mik6snaw7buodbobenrsra 323 10 ease ease NN work_sfc3mik6snaw7buodbobenrsra 323 11 each each DT work_sfc3mik6snaw7buodbobenrsra 323 12 characterized characterize VBN work_sfc3mik6snaw7buodbobenrsra 323 13 by by IN work_sfc3mik6snaw7buodbobenrsra 323 14 35 35 CD work_sfc3mik6snaw7buodbobenrsra 323 15 multi multi JJ work_sfc3mik6snaw7buodbobenrsra 323 16 - - JJ work_sfc3mik6snaw7buodbobenrsra 323 17 valued value VBN work_sfc3mik6snaw7buodbobenrsra 323 18 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 323 19 variables variable NNS work_sfc3mik6snaw7buodbobenrsra 323 20 . . . work_sfc3mik6snaw7buodbobenrsra 324 1 These these DT work_sfc3mik6snaw7buodbobenrsra 324 2 cases case NNS work_sfc3mik6snaw7buodbobenrsra 324 3 are be VBP work_sfc3mik6snaw7buodbobenrsra 324 4 drawn draw VBN work_sfc3mik6snaw7buodbobenrsra 324 5 from from IN work_sfc3mik6snaw7buodbobenrsra 324 6 four four CD work_sfc3mik6snaw7buodbobenrsra 324 7 populations population NNS work_sfc3mik6snaw7buodbobenrsra 324 8 , , , work_sfc3mik6snaw7buodbobenrsra 324 9 each each DT work_sfc3mik6snaw7buodbobenrsra 324 10 one one NN work_sfc3mik6snaw7buodbobenrsra 324 11 of of IN work_sfc3mik6snaw7buodbobenrsra 324 12 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 324 13 representing represent VBG work_sfc3mik6snaw7buodbobenrsra 324 14 one one CD work_sfc3mik6snaw7buodbobenrsra 324 15 of of IN work_sfc3mik6snaw7buodbobenrsra 324 16 the the DT work_sfc3mik6snaw7buodbobenrsra 324 17 following follow VBG work_sfc3mik6snaw7buodbobenrsra 324 18 soybean soybean NN work_sfc3mik6snaw7buodbobenrsra 324 19 diseases disease NNS work_sfc3mik6snaw7buodbobenrsra 324 20 : : : work_sfc3mik6snaw7buodbobenrsra 324 21 D1-Diaporthe d1-diaporthe WDT work_sfc3mik6snaw7buodbobenrsra 324 22 stem stem NN work_sfc3mik6snaw7buodbobenrsra 324 23 canker canker NN work_sfc3mik6snaw7buodbobenrsra 324 24 , , , work_sfc3mik6snaw7buodbobenrsra 324 25 D2-Charcoat d2-charcoat ADD work_sfc3mik6snaw7buodbobenrsra 324 26 rot rot VB work_sfc3mik6snaw7buodbobenrsra 324 27 , , , work_sfc3mik6snaw7buodbobenrsra 324 28 D3-Rhizoctonia D3-Rhizoctonia NNP work_sfc3mik6snaw7buodbobenrsra 324 29 root root NNP work_sfc3mik6snaw7buodbobenrsra 324 30 rot rot NNP work_sfc3mik6snaw7buodbobenrsra 324 31 and and CC work_sfc3mik6snaw7buodbobenrsra 324 32 D4-Phy- D4-Phy- NNP work_sfc3mik6snaw7buodbobenrsra 324 33 tophthorat tophthorat NNP work_sfc3mik6snaw7buodbobenrsra 324 34 rot rot VBP work_sfc3mik6snaw7buodbobenrsra 324 35 . . . work_sfc3mik6snaw7buodbobenrsra 325 1 Ideally ideally RB work_sfc3mik6snaw7buodbobenrsra 325 2 , , , work_sfc3mik6snaw7buodbobenrsra 325 3 a a DT work_sfc3mik6snaw7buodbobenrsra 325 4 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 325 5 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 325 6 should should MD work_sfc3mik6snaw7buodbobenrsra 325 7 partition partition VB work_sfc3mik6snaw7buodbobenrsra 325 8 these these DT work_sfc3mik6snaw7buodbobenrsra 325 9 given give VBN work_sfc3mik6snaw7buodbobenrsra 325 10 cases case NNS work_sfc3mik6snaw7buodbobenrsra 325 11 into into IN work_sfc3mik6snaw7buodbobenrsra 325 12 four four CD work_sfc3mik6snaw7buodbobenrsra 325 13 groups group NNS work_sfc3mik6snaw7buodbobenrsra 325 14 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 325 15 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 325 16 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 325 17 corresponding correspond VBG work_sfc3mik6snaw7buodbobenrsra 325 18 to to IN work_sfc3mik6snaw7buodbobenrsra 325 19 the the DT work_sfc3mik6snaw7buodbobenrsra 325 20 diseases disease NNS work_sfc3mik6snaw7buodbobenrsra 325 21 . . . work_sfc3mik6snaw7buodbobenrsra 326 1 The the DT work_sfc3mik6snaw7buodbobenrsra 326 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 326 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 326 4 on on IN work_sfc3mik6snaw7buodbobenrsra 326 5 Soybean Soybean NNP work_sfc3mik6snaw7buodbobenrsra 326 6 Small small JJ work_sfc3mik6snaw7buodbobenrsra 326 7 data datum NNS work_sfc3mik6snaw7buodbobenrsra 326 8 are be VBP work_sfc3mik6snaw7buodbobenrsra 326 9 shown show VBN work_sfc3mik6snaw7buodbobenrsra 326 10 in in IN work_sfc3mik6snaw7buodbobenrsra 326 11 Table Table NNP work_sfc3mik6snaw7buodbobenrsra 326 12 5 5 CD work_sfc3mik6snaw7buodbobenrsra 326 13 . . . work_sfc3mik6snaw7buodbobenrsra 327 1 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 327 2 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 327 3 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 327 4 . . . work_sfc3mik6snaw7buodbobenrsra 328 1 This this DT work_sfc3mik6snaw7buodbobenrsra 328 2 data data NN work_sfc3mik6snaw7buodbobenrsra 328 3 has have VBZ work_sfc3mik6snaw7buodbobenrsra 328 4 699 699 CD work_sfc3mik6snaw7buodbobenrsra 328 5 instances instance NNS work_sfc3mik6snaw7buodbobenrsra 328 6 with with IN work_sfc3mik6snaw7buodbobenrsra 328 7 9 9 CD work_sfc3mik6snaw7buodbobenrsra 328 8 attri- attri- NN work_sfc3mik6snaw7buodbobenrsra 328 9 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 328 10 . . . work_sfc3mik6snaw7buodbobenrsra 329 1 Each each DT work_sfc3mik6snaw7buodbobenrsra 329 2 data data NN work_sfc3mik6snaw7buodbobenrsra 329 3 object object NN work_sfc3mik6snaw7buodbobenrsra 329 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 329 5 labeled label VBN work_sfc3mik6snaw7buodbobenrsra 329 6 as as IN work_sfc3mik6snaw7buodbobenrsra 329 7 benign benign JJ work_sfc3mik6snaw7buodbobenrsra 329 8 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 329 9 458 458 CD work_sfc3mik6snaw7buodbobenrsra 329 10 % % NN work_sfc3mik6snaw7buodbobenrsra 329 11 or or CC work_sfc3mik6snaw7buodbobenrsra 329 12 65.5 65.5 CD work_sfc3mik6snaw7buodbobenrsra 329 13 % % NN work_sfc3mik6snaw7buodbobenrsra 329 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 329 15 or or CC work_sfc3mik6snaw7buodbobenrsra 329 16 malignant malignant JJ work_sfc3mik6snaw7buodbobenrsra 329 17 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 329 18 241 241 CD work_sfc3mik6snaw7buodbobenrsra 329 19 % % NN work_sfc3mik6snaw7buodbobenrsra 329 20 or or CC work_sfc3mik6snaw7buodbobenrsra 329 21 34.5 34.5 CD work_sfc3mik6snaw7buodbobenrsra 329 22 % % NN work_sfc3mik6snaw7buodbobenrsra 329 23 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 329 24 . . . work_sfc3mik6snaw7buodbobenrsra 330 1 There there EX work_sfc3mik6snaw7buodbobenrsra 330 2 are be VBP work_sfc3mik6snaw7buodbobenrsra 330 3 9 9 CD work_sfc3mik6snaw7buodbobenrsra 330 4 instances instance NNS work_sfc3mik6snaw7buodbobenrsra 330 5 in in IN work_sfc3mik6snaw7buodbobenrsra 330 6 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 330 7 6 6 CD work_sfc3mik6snaw7buodbobenrsra 330 8 and and CC work_sfc3mik6snaw7buodbobenrsra 330 9 9 9 CD work_sfc3mik6snaw7buodbobenrsra 330 10 that that WDT work_sfc3mik6snaw7buodbobenrsra 330 11 contain contain VBP work_sfc3mik6snaw7buodbobenrsra 330 12 a a DT work_sfc3mik6snaw7buodbobenrsra 330 13 missing missing NN work_sfc3mik6snaw7buodbobenrsra 330 14 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 330 15 i.e. i.e. FW work_sfc3mik6snaw7buodbobenrsra 331 1 unavailable unavailable JJ work_sfc3mik6snaw7buodbobenrsra 331 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 331 3 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 331 4 value value NN work_sfc3mik6snaw7buodbobenrsra 331 5 . . . work_sfc3mik6snaw7buodbobenrsra 332 1 The the DT work_sfc3mik6snaw7buodbobenrsra 332 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 332 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 332 4 of of IN work_sfc3mik6snaw7buodbobenrsra 332 5 breast breast NN work_sfc3mik6snaw7buodbobenrsra 332 6 cancer cancer NN work_sfc3mik6snaw7buodbobenrsra 332 7 data datum NNS work_sfc3mik6snaw7buodbobenrsra 332 8 are be VBP work_sfc3mik6snaw7buodbobenrsra 332 9 shown show VBN work_sfc3mik6snaw7buodbobenrsra 332 10 in in IN work_sfc3mik6snaw7buodbobenrsra 332 11 Table Table NNP work_sfc3mik6snaw7buodbobenrsra 332 12 6 6 CD work_sfc3mik6snaw7buodbobenrsra 332 13 . . . work_sfc3mik6snaw7buodbobenrsra 333 1 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 333 2 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 333 3 . . . work_sfc3mik6snaw7buodbobenrsra 334 1 It -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 334 2 has have VBZ work_sfc3mik6snaw7buodbobenrsra 334 3 101 101 CD work_sfc3mik6snaw7buodbobenrsra 334 4 instances instance NNS work_sfc3mik6snaw7buodbobenrsra 334 5 described describe VBN work_sfc3mik6snaw7buodbobenrsra 334 6 by by IN work_sfc3mik6snaw7buodbobenrsra 334 7 16 16 CD work_sfc3mik6snaw7buodbobenrsra 334 8 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 334 9 and and CC work_sfc3mik6snaw7buodbobenrsra 334 10 distributed distribute VBN work_sfc3mik6snaw7buodbobenrsra 334 11 into into IN work_sfc3mik6snaw7buodbobenrsra 334 12 7 7 CD work_sfc3mik6snaw7buodbobenrsra 334 13 categories category NNS work_sfc3mik6snaw7buodbobenrsra 334 14 . . . work_sfc3mik6snaw7buodbobenrsra 335 1 The the DT work_sfc3mik6snaw7buodbobenrsra 335 2 first first JJ work_sfc3mik6snaw7buodbobenrsra 335 3 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 335 4 contains contain VBZ work_sfc3mik6snaw7buodbobenrsra 335 5 a a DT work_sfc3mik6snaw7buodbobenrsra 335 6 unique unique JJ work_sfc3mik6snaw7buodbobenrsra 335 7 animal animal NN work_sfc3mik6snaw7buodbobenrsra 335 8 name name NN work_sfc3mik6snaw7buodbobenrsra 335 9 for for IN work_sfc3mik6snaw7buodbobenrsra 335 10 each each DT work_sfc3mik6snaw7buodbobenrsra 335 11 instance instance NN work_sfc3mik6snaw7buodbobenrsra 335 12 and and CC work_sfc3mik6snaw7buodbobenrsra 335 13 is be VBZ work_sfc3mik6snaw7buodbobenrsra 335 14 removed remove VBN work_sfc3mik6snaw7buodbobenrsra 335 15 because because IN work_sfc3mik6snaw7buodbobenrsra 335 16 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 335 17 is be VBZ work_sfc3mik6snaw7buodbobenrsra 335 18 non- non- NNP work_sfc3mik6snaw7buodbobenrsra 335 19 informative informative JJ work_sfc3mik6snaw7buodbobenrsra 335 20 . . . work_sfc3mik6snaw7buodbobenrsra 336 1 All all DT work_sfc3mik6snaw7buodbobenrsra 336 2 other other JJ work_sfc3mik6snaw7buodbobenrsra 336 3 characteristics characteristic NNS work_sfc3mik6snaw7buodbobenrsra 336 4 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 336 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 336 6 Boolean Boolean NNP work_sfc3mik6snaw7buodbobenrsra 336 7 except except IN work_sfc3mik6snaw7buodbobenrsra 336 8 for for IN work_sfc3mik6snaw7buodbobenrsra 336 9 the the DT work_sfc3mik6snaw7buodbobenrsra 336 10 character character NN work_sfc3mik6snaw7buodbobenrsra 336 11 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 336 12 corresponds correspond VBZ work_sfc3mik6snaw7buodbobenrsra 336 13 to to IN work_sfc3mik6snaw7buodbobenrsra 336 14 the the DT work_sfc3mik6snaw7buodbobenrsra 336 15 number number NN work_sfc3mik6snaw7buodbobenrsra 336 16 of of IN work_sfc3mik6snaw7buodbobenrsra 336 17 legs leg NNS work_sfc3mik6snaw7buodbobenrsra 336 18 that that WDT work_sfc3mik6snaw7buodbobenrsra 336 19 lies lie VBZ work_sfc3mik6snaw7buodbobenrsra 336 20 in in IN work_sfc3mik6snaw7buodbobenrsra 336 21 the the DT work_sfc3mik6snaw7buodbobenrsra 336 22 set set NN work_sfc3mik6snaw7buodbobenrsra 336 23 0 0 CD work_sfc3mik6snaw7buodbobenrsra 336 24 , , , work_sfc3mik6snaw7buodbobenrsra 336 25 2 2 CD work_sfc3mik6snaw7buodbobenrsra 336 26 , , , work_sfc3mik6snaw7buodbobenrsra 336 27 4 4 CD work_sfc3mik6snaw7buodbobenrsra 336 28 , , , work_sfc3mik6snaw7buodbobenrsra 336 29 5 5 CD work_sfc3mik6snaw7buodbobenrsra 336 30 , , , work_sfc3mik6snaw7buodbobenrsra 336 31 6 6 CD work_sfc3mik6snaw7buodbobenrsra 336 32 , , , work_sfc3mik6snaw7buodbobenrsra 336 33 8 8 CD work_sfc3mik6snaw7buodbobenrsra 336 34 . . . work_sfc3mik6snaw7buodbobenrsra 337 1 The the DT work_sfc3mik6snaw7buodbobenrsra 337 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 337 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 337 4 of of IN work_sfc3mik6snaw7buodbobenrsra 337 5 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 337 6 data datum NNS work_sfc3mik6snaw7buodbobenrsra 337 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 337 8 shown show VBN work_sfc3mik6snaw7buodbobenrsra 337 9 in in IN work_sfc3mik6snaw7buodbobenrsra 337 10 Table Table NNP work_sfc3mik6snaw7buodbobenrsra 337 11 7 7 CD work_sfc3mik6snaw7buodbobenrsra 337 12 . . . work_sfc3mik6snaw7buodbobenrsra 338 1 7450 7450 CD work_sfc3mik6snaw7buodbobenrsra 338 2 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 338 3 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 338 4 , , , work_sfc3mik6snaw7buodbobenrsra 338 5 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 338 6 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 338 7 / / SYM work_sfc3mik6snaw7buodbobenrsra 338 8 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 338 9 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 338 10 with with IN work_sfc3mik6snaw7buodbobenrsra 338 11 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 338 12 40 40 CD work_sfc3mik6snaw7buodbobenrsra 338 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 338 14 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 338 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 338 16 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 338 17 Author author NN work_sfc3mik6snaw7buodbobenrsra 338 18 's 's POS work_sfc3mik6snaw7buodbobenrsra 338 19 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 338 20 copy copy NN work_sfc3mik6snaw7buodbobenrsra 338 21 Lung Lung NNP work_sfc3mik6snaw7buodbobenrsra 338 22 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 338 23 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 338 24 . . . work_sfc3mik6snaw7buodbobenrsra 339 1 This this DT work_sfc3mik6snaw7buodbobenrsra 339 2 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 339 3 contains contain VBZ work_sfc3mik6snaw7buodbobenrsra 339 4 32 32 CD work_sfc3mik6snaw7buodbobenrsra 339 5 instances instance NNS work_sfc3mik6snaw7buodbobenrsra 339 6 described describe VBN work_sfc3mik6snaw7buodbobenrsra 339 7 by by IN work_sfc3mik6snaw7buodbobenrsra 339 8 56 56 CD work_sfc3mik6snaw7buodbobenrsra 339 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 339 10 distributed distribute VBN work_sfc3mik6snaw7buodbobenrsra 339 11 over over IN work_sfc3mik6snaw7buodbobenrsra 339 12 3 3 CD work_sfc3mik6snaw7buodbobenrsra 339 13 classes class NNS work_sfc3mik6snaw7buodbobenrsra 339 14 with with IN work_sfc3mik6snaw7buodbobenrsra 339 15 missing miss VBG work_sfc3mik6snaw7buodbobenrsra 339 16 values value NNS work_sfc3mik6snaw7buodbobenrsra 339 17 in in IN work_sfc3mik6snaw7buodbobenrsra 339 18 attributes attributes NNP work_sfc3mik6snaw7buodbobenrsra 339 19 5 5 CD work_sfc3mik6snaw7buodbobenrsra 339 20 and and CC work_sfc3mik6snaw7buodbobenrsra 339 21 39 39 CD work_sfc3mik6snaw7buodbobenrsra 339 22 . . . work_sfc3mik6snaw7buodbobenrsra 340 1 The the DT work_sfc3mik6snaw7buodbobenrsra 340 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 340 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 340 4 for for IN work_sfc3mik6snaw7buodbobenrsra 340 5 lung lung NN work_sfc3mik6snaw7buodbobenrsra 340 6 cancer cancer NN work_sfc3mik6snaw7buodbobenrsra 340 7 data datum NNS work_sfc3mik6snaw7buodbobenrsra 340 8 are be VBP work_sfc3mik6snaw7buodbobenrsra 340 9 shown show VBN work_sfc3mik6snaw7buodbobenrsra 340 10 in in IN work_sfc3mik6snaw7buodbobenrsra 340 11 Table table NN work_sfc3mik6snaw7buodbobenrsra 340 12 8 8 CD work_sfc3mik6snaw7buodbobenrsra 340 13 . . . work_sfc3mik6snaw7buodbobenrsra 341 1 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 341 2 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 341 3 . . . work_sfc3mik6snaw7buodbobenrsra 342 1 Mushroom mushroom NN work_sfc3mik6snaw7buodbobenrsra 342 2 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 342 3 consists consist VBZ work_sfc3mik6snaw7buodbobenrsra 342 4 of of IN work_sfc3mik6snaw7buodbobenrsra 342 5 8124 8124 CD work_sfc3mik6snaw7buodbobenrsra 342 6 data datum NNS work_sfc3mik6snaw7buodbobenrsra 342 7 ob- ob- XX work_sfc3mik6snaw7buodbobenrsra 342 8 jects ject NNS work_sfc3mik6snaw7buodbobenrsra 342 9 described describe VBN work_sfc3mik6snaw7buodbobenrsra 342 10 by by IN work_sfc3mik6snaw7buodbobenrsra 342 11 22 22 CD work_sfc3mik6snaw7buodbobenrsra 342 12 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 342 13 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 342 14 distributed distribute VBN work_sfc3mik6snaw7buodbobenrsra 342 15 over over IN work_sfc3mik6snaw7buodbobenrsra 342 16 2 2 CD work_sfc3mik6snaw7buodbobenrsra 342 17 clas- clas- NN work_sfc3mik6snaw7buodbobenrsra 342 18 ses se NNS work_sfc3mik6snaw7buodbobenrsra 342 19 . . . work_sfc3mik6snaw7buodbobenrsra 343 1 The the DT work_sfc3mik6snaw7buodbobenrsra 343 2 two two CD work_sfc3mik6snaw7buodbobenrsra 343 3 classes class NNS work_sfc3mik6snaw7buodbobenrsra 343 4 are be VBP work_sfc3mik6snaw7buodbobenrsra 343 5 edible edible JJ work_sfc3mik6snaw7buodbobenrsra 343 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 343 7 4208 4208 CD work_sfc3mik6snaw7buodbobenrsra 343 8 objects object NNS work_sfc3mik6snaw7buodbobenrsra 343 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 343 10 and and CC work_sfc3mik6snaw7buodbobenrsra 343 11 poisonous poisonous JJ work_sfc3mik6snaw7buodbobenrsra 343 12 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 343 13 3916 3916 CD work_sfc3mik6snaw7buodbobenrsra 343 14 objects object NNS work_sfc3mik6snaw7buodbobenrsra 343 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 343 16 . . . work_sfc3mik6snaw7buodbobenrsra 344 1 It -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 344 2 has have VBZ work_sfc3mik6snaw7buodbobenrsra 344 3 missing miss VBG work_sfc3mik6snaw7buodbobenrsra 344 4 values value NNS work_sfc3mik6snaw7buodbobenrsra 344 5 in in IN work_sfc3mik6snaw7buodbobenrsra 344 6 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 344 7 11 11 CD work_sfc3mik6snaw7buodbobenrsra 344 8 . . . work_sfc3mik6snaw7buodbobenrsra 345 1 The the DT work_sfc3mik6snaw7buodbobenrsra 345 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 345 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 345 4 for for IN work_sfc3mik6snaw7buodbobenrsra 345 5 mushroom mushroom NN work_sfc3mik6snaw7buodbobenrsra 345 6 data datum NNS work_sfc3mik6snaw7buodbobenrsra 345 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 345 8 shown show VBN work_sfc3mik6snaw7buodbobenrsra 345 9 in in IN work_sfc3mik6snaw7buodbobenrsra 345 10 Table table NN work_sfc3mik6snaw7buodbobenrsra 345 11 9 9 CD work_sfc3mik6snaw7buodbobenrsra 345 12 . . . work_sfc3mik6snaw7buodbobenrsra 346 1 Congressional Congressional NNP work_sfc3mik6snaw7buodbobenrsra 346 2 Vote Vote NNP work_sfc3mik6snaw7buodbobenrsra 346 3 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 346 4 . . . work_sfc3mik6snaw7buodbobenrsra 347 1 This this DT work_sfc3mik6snaw7buodbobenrsra 347 2 data data NN work_sfc3mik6snaw7buodbobenrsra 347 3 set set NN work_sfc3mik6snaw7buodbobenrsra 347 4 includes include VBZ work_sfc3mik6snaw7buodbobenrsra 347 5 votes vote NNS work_sfc3mik6snaw7buodbobenrsra 347 6 for for IN work_sfc3mik6snaw7buodbobenrsra 347 7 each each DT work_sfc3mik6snaw7buodbobenrsra 347 8 of of IN work_sfc3mik6snaw7buodbobenrsra 347 9 the the DT work_sfc3mik6snaw7buodbobenrsra 347 10 U.S. U.S. NNP work_sfc3mik6snaw7buodbobenrsra 347 11 House House NNP work_sfc3mik6snaw7buodbobenrsra 347 12 of of IN work_sfc3mik6snaw7buodbobenrsra 347 13 Representatives Representatives NNP work_sfc3mik6snaw7buodbobenrsra 347 14 Congressmen Congressmen NNPS work_sfc3mik6snaw7buodbobenrsra 347 15 on on IN work_sfc3mik6snaw7buodbobenrsra 347 16 the the DT work_sfc3mik6snaw7buodbobenrsra 347 17 16 16 CD work_sfc3mik6snaw7buodbobenrsra 347 18 key key JJ work_sfc3mik6snaw7buodbobenrsra 347 19 votes vote NNS work_sfc3mik6snaw7buodbobenrsra 347 20 . . . work_sfc3mik6snaw7buodbobenrsra 348 1 Each each DT work_sfc3mik6snaw7buodbobenrsra 348 2 of of IN work_sfc3mik6snaw7buodbobenrsra 348 3 the the DT work_sfc3mik6snaw7buodbobenrsra 348 4 votes vote NNS work_sfc3mik6snaw7buodbobenrsra 348 5 can can MD work_sfc3mik6snaw7buodbobenrsra 348 6 either either CC work_sfc3mik6snaw7buodbobenrsra 348 7 be be VB work_sfc3mik6snaw7buodbobenrsra 348 8 a a DT work_sfc3mik6snaw7buodbobenrsra 348 9 yes yes UH work_sfc3mik6snaw7buodbobenrsra 348 10 , , , work_sfc3mik6snaw7buodbobenrsra 348 11 no no UH work_sfc3mik6snaw7buodbobenrsra 348 12 or or CC work_sfc3mik6snaw7buodbobenrsra 348 13 an an DT work_sfc3mik6snaw7buodbobenrsra 348 14 unknown unknown JJ work_sfc3mik6snaw7buodbobenrsra 348 15 dis- dis- IN work_sfc3mik6snaw7buodbobenrsra 348 16 position position NN work_sfc3mik6snaw7buodbobenrsra 348 17 . . . work_sfc3mik6snaw7buodbobenrsra 349 1 The the DT work_sfc3mik6snaw7buodbobenrsra 349 2 data datum NNS work_sfc3mik6snaw7buodbobenrsra 349 3 has have VBZ work_sfc3mik6snaw7buodbobenrsra 349 4 2 2 CD work_sfc3mik6snaw7buodbobenrsra 349 5 classes class NNS work_sfc3mik6snaw7buodbobenrsra 349 6 with with IN work_sfc3mik6snaw7buodbobenrsra 349 7 267 267 CD work_sfc3mik6snaw7buodbobenrsra 349 8 democrats democrat NNS work_sfc3mik6snaw7buodbobenrsra 349 9 and and CC work_sfc3mik6snaw7buodbobenrsra 349 10 168 168 CD work_sfc3mik6snaw7buodbobenrsra 349 11 republicans republican NNS work_sfc3mik6snaw7buodbobenrsra 349 12 instances instance NNS work_sfc3mik6snaw7buodbobenrsra 349 13 . . . work_sfc3mik6snaw7buodbobenrsra 350 1 The the DT work_sfc3mik6snaw7buodbobenrsra 350 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 350 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 350 4 for for IN work_sfc3mik6snaw7buodbobenrsra 350 5 Vote Vote NNP work_sfc3mik6snaw7buodbobenrsra 350 6 data datum NNS work_sfc3mik6snaw7buodbobenrsra 350 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 350 8 shown show VBN work_sfc3mik6snaw7buodbobenrsra 350 9 in in IN work_sfc3mik6snaw7buodbobenrsra 350 10 Table table NN work_sfc3mik6snaw7buodbobenrsra 350 11 10 10 CD work_sfc3mik6snaw7buodbobenrsra 350 12 . . . work_sfc3mik6snaw7buodbobenrsra 351 1 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 351 2 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 351 3 . . . work_sfc3mik6snaw7buodbobenrsra 352 1 This this DT work_sfc3mik6snaw7buodbobenrsra 352 2 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 352 3 contains contain VBZ work_sfc3mik6snaw7buodbobenrsra 352 4 six six CD work_sfc3mik6snaw7buodbobenrsra 352 5 types type NNS work_sfc3mik6snaw7buodbobenrsra 352 6 of of IN work_sfc3mik6snaw7buodbobenrsra 352 7 skin skin NN work_sfc3mik6snaw7buodbobenrsra 352 8 dis- dis- XX work_sfc3mik6snaw7buodbobenrsra 352 9 eases ease NNS work_sfc3mik6snaw7buodbobenrsra 352 10 for for IN work_sfc3mik6snaw7buodbobenrsra 352 11 366 366 CD work_sfc3mik6snaw7buodbobenrsra 352 12 patients patient NNS work_sfc3mik6snaw7buodbobenrsra 352 13 that that WDT work_sfc3mik6snaw7buodbobenrsra 352 14 are be VBP work_sfc3mik6snaw7buodbobenrsra 352 15 evaluated evaluate VBN work_sfc3mik6snaw7buodbobenrsra 352 16 using use VBG work_sfc3mik6snaw7buodbobenrsra 352 17 34 34 CD work_sfc3mik6snaw7buodbobenrsra 352 18 clinical clinical JJ work_sfc3mik6snaw7buodbobenrsra 352 19 attri- attri- NN work_sfc3mik6snaw7buodbobenrsra 352 20 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 352 21 , , , work_sfc3mik6snaw7buodbobenrsra 352 22 33 33 CD work_sfc3mik6snaw7buodbobenrsra 352 23 of of IN work_sfc3mik6snaw7buodbobenrsra 352 24 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 352 25 are be VBP work_sfc3mik6snaw7buodbobenrsra 352 26 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 352 27 and and CC work_sfc3mik6snaw7buodbobenrsra 352 28 one one CD work_sfc3mik6snaw7buodbobenrsra 352 29 is be VBZ work_sfc3mik6snaw7buodbobenrsra 352 30 numerical numerical JJ work_sfc3mik6snaw7buodbobenrsra 352 31 . . . work_sfc3mik6snaw7buodbobenrsra 353 1 The the DT work_sfc3mik6snaw7buodbobenrsra 353 2 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 353 3 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 353 4 values value NNS work_sfc3mik6snaw7buodbobenrsra 353 5 signify signify VBP work_sfc3mik6snaw7buodbobenrsra 353 6 degrees degree NNS work_sfc3mik6snaw7buodbobenrsra 353 7 in in IN work_sfc3mik6snaw7buodbobenrsra 353 8 terms term NNS work_sfc3mik6snaw7buodbobenrsra 353 9 of of IN work_sfc3mik6snaw7buodbobenrsra 353 10 whether whether IN work_sfc3mik6snaw7buodbobenrsra 353 11 the the DT work_sfc3mik6snaw7buodbobenrsra 353 12 feature feature NN work_sfc3mik6snaw7buodbobenrsra 353 13 is be VBZ work_sfc3mik6snaw7buodbobenrsra 353 14 present present JJ work_sfc3mik6snaw7buodbobenrsra 353 15 , , , work_sfc3mik6snaw7buodbobenrsra 353 16 contain contain VB work_sfc3mik6snaw7buodbobenrsra 353 17 largest large JJS work_sfc3mik6snaw7buodbobenrsra 353 18 possible possible JJ work_sfc3mik6snaw7buodbobenrsra 353 19 amount amount NN work_sfc3mik6snaw7buodbobenrsra 353 20 or or CC work_sfc3mik6snaw7buodbobenrsra 353 21 relative relative JJ work_sfc3mik6snaw7buodbobenrsra 353 22 intermediate intermediate JJ work_sfc3mik6snaw7buodbobenrsra 353 23 values value NNS work_sfc3mik6snaw7buodbobenrsra 353 24 . . . work_sfc3mik6snaw7buodbobenrsra 354 1 In in IN work_sfc3mik6snaw7buodbobenrsra 354 2 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 354 3 experiment experiment NN work_sfc3mik6snaw7buodbobenrsra 354 4 , , , work_sfc3mik6snaw7buodbobenrsra 354 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 354 6 discretize discretize VBP work_sfc3mik6snaw7buodbobenrsra 354 7 the the DT work_sfc3mik6snaw7buodbobenrsra 354 8 numeri- numeri- NNP work_sfc3mik6snaw7buodbobenrsra 354 9 cal cal NNP work_sfc3mik6snaw7buodbobenrsra 354 10 attribute attribute NNP work_sfc3mik6snaw7buodbobenrsra 354 11 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 354 12 representing represent VBG work_sfc3mik6snaw7buodbobenrsra 354 13 the the DT work_sfc3mik6snaw7buodbobenrsra 354 14 age age NN work_sfc3mik6snaw7buodbobenrsra 354 15 of of IN work_sfc3mik6snaw7buodbobenrsra 354 16 the the DT work_sfc3mik6snaw7buodbobenrsra 354 17 patient patient NN work_sfc3mik6snaw7buodbobenrsra 354 18 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 354 19 to to TO work_sfc3mik6snaw7buodbobenrsra 354 20 contain contain VB work_sfc3mik6snaw7buodbobenrsra 354 21 10 10 CD work_sfc3mik6snaw7buodbobenrsra 354 22 cat- cat- NN work_sfc3mik6snaw7buodbobenrsra 354 23 egories egorie NNS work_sfc3mik6snaw7buodbobenrsra 354 24 . . . work_sfc3mik6snaw7buodbobenrsra 355 1 The the DT work_sfc3mik6snaw7buodbobenrsra 355 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 355 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 355 4 for for IN work_sfc3mik6snaw7buodbobenrsra 355 5 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 355 6 data datum NNS work_sfc3mik6snaw7buodbobenrsra 355 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 355 8 presented present VBN work_sfc3mik6snaw7buodbobenrsra 355 9 in in IN work_sfc3mik6snaw7buodbobenrsra 355 10 Table table NN work_sfc3mik6snaw7buodbobenrsra 355 11 11 11 CD work_sfc3mik6snaw7buodbobenrsra 355 12 . . . work_sfc3mik6snaw7buodbobenrsra 356 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 356 2 used use VBD work_sfc3mik6snaw7buodbobenrsra 356 3 the the DT work_sfc3mik6snaw7buodbobenrsra 356 4 WEKA WEKA NNP work_sfc3mik6snaw7buodbobenrsra 356 5 framework framework NN work_sfc3mik6snaw7buodbobenrsra 356 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 356 7 Hall Hall NNP work_sfc3mik6snaw7buodbobenrsra 356 8 et et NNP work_sfc3mik6snaw7buodbobenrsra 356 9 al al NNP work_sfc3mik6snaw7buodbobenrsra 356 10 . . NNP work_sfc3mik6snaw7buodbobenrsra 356 11 , , , work_sfc3mik6snaw7buodbobenrsra 356 12 2009 2009 CD work_sfc3mik6snaw7buodbobenrsra 356 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 356 14 for for IN work_sfc3mik6snaw7buodbobenrsra 356 15 the the DT work_sfc3mik6snaw7buodbobenrsra 356 16 data data NN work_sfc3mik6snaw7buodbobenrsra 356 17 pre pre NN work_sfc3mik6snaw7buodbobenrsra 356 18 - - JJ work_sfc3mik6snaw7buodbobenrsra 356 19 processing process VBG work_sfc3mik6snaw7buodbobenrsra 356 20 and and CC work_sfc3mik6snaw7buodbobenrsra 356 21 implementing implement VBG work_sfc3mik6snaw7buodbobenrsra 356 22 the the DT work_sfc3mik6snaw7buodbobenrsra 356 23 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 356 24 algorithm.1 algorithm.1 NNP work_sfc3mik6snaw7buodbobenrsra 356 25 5.2 5.2 CD work_sfc3mik6snaw7buodbobenrsra 356 26 . . . work_sfc3mik6snaw7buodbobenrsra 357 1 Comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 357 2 and and CC work_sfc3mik6snaw7buodbobenrsra 357 3 performance performance NN work_sfc3mik6snaw7buodbobenrsra 357 4 evaluation evaluation NN work_sfc3mik6snaw7buodbobenrsra 357 5 metric metric JJ work_sfc3mik6snaw7buodbobenrsra 357 6 To to TO work_sfc3mik6snaw7buodbobenrsra 357 7 evaluate evaluate VB work_sfc3mik6snaw7buodbobenrsra 357 8 the the DT work_sfc3mik6snaw7buodbobenrsra 357 9 quality quality NN work_sfc3mik6snaw7buodbobenrsra 357 10 of of IN work_sfc3mik6snaw7buodbobenrsra 357 11 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 357 12 results result NNS work_sfc3mik6snaw7buodbobenrsra 357 13 and and CC work_sfc3mik6snaw7buodbobenrsra 357 14 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 357 15 fair fair JJ work_sfc3mik6snaw7buodbobenrsra 357 16 com- com- NN work_sfc3mik6snaw7buodbobenrsra 357 17 parison parison NN work_sfc3mik6snaw7buodbobenrsra 357 18 , , , work_sfc3mik6snaw7buodbobenrsra 357 19 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 357 20 used use VBD work_sfc3mik6snaw7buodbobenrsra 357 21 the the DT work_sfc3mik6snaw7buodbobenrsra 357 22 performance performance NN work_sfc3mik6snaw7buodbobenrsra 357 23 metrics metric NNS work_sfc3mik6snaw7buodbobenrsra 357 24 used use VBN work_sfc3mik6snaw7buodbobenrsra 357 25 by by IN work_sfc3mik6snaw7buodbobenrsra 357 26 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 357 27 et et NNP work_sfc3mik6snaw7buodbobenrsra 357 28 al al NNP work_sfc3mik6snaw7buodbobenrsra 357 29 . . . work_sfc3mik6snaw7buodbobenrsra 358 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 358 2 2007 2007 CD work_sfc3mik6snaw7buodbobenrsra 358 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 358 4 that that WDT work_sfc3mik6snaw7buodbobenrsra 358 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 358 6 derived derive VBN work_sfc3mik6snaw7buodbobenrsra 358 7 from from IN work_sfc3mik6snaw7buodbobenrsra 358 8 information information NN work_sfc3mik6snaw7buodbobenrsra 358 9 retrieval retrieval NN work_sfc3mik6snaw7buodbobenrsra 358 10 . . . work_sfc3mik6snaw7buodbobenrsra 359 1 Assuming assume VBG work_sfc3mik6snaw7buodbobenrsra 359 2 that that IN work_sfc3mik6snaw7buodbobenrsra 359 3 a a DT work_sfc3mik6snaw7buodbobenrsra 359 4 data- data- JJ work_sfc3mik6snaw7buodbobenrsra 359 5 set set NN work_sfc3mik6snaw7buodbobenrsra 359 6 contains contain VBZ work_sfc3mik6snaw7buodbobenrsra 359 7 K K NNP work_sfc3mik6snaw7buodbobenrsra 359 8 classes class NNS work_sfc3mik6snaw7buodbobenrsra 359 9 , , , work_sfc3mik6snaw7buodbobenrsra 359 10 for for IN work_sfc3mik6snaw7buodbobenrsra 359 11 any any DT work_sfc3mik6snaw7buodbobenrsra 359 12 given give VBN work_sfc3mik6snaw7buodbobenrsra 359 13 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 359 14 method method NN work_sfc3mik6snaw7buodbobenrsra 359 15 , , , work_sfc3mik6snaw7buodbobenrsra 359 16 let let VB work_sfc3mik6snaw7buodbobenrsra 359 17 ei ei PRP work_sfc3mik6snaw7buodbobenrsra 359 18 be be VB work_sfc3mik6snaw7buodbobenrsra 359 19 the the DT work_sfc3mik6snaw7buodbobenrsra 359 20 number number NN work_sfc3mik6snaw7buodbobenrsra 359 21 of of IN work_sfc3mik6snaw7buodbobenrsra 359 22 data datum NNS work_sfc3mik6snaw7buodbobenrsra 359 23 objects object NNS work_sfc3mik6snaw7buodbobenrsra 359 24 that that WDT work_sfc3mik6snaw7buodbobenrsra 359 25 are be VBP work_sfc3mik6snaw7buodbobenrsra 359 26 correctly correctly RB work_sfc3mik6snaw7buodbobenrsra 359 27 assigned assign VBN work_sfc3mik6snaw7buodbobenrsra 359 28 to to IN work_sfc3mik6snaw7buodbobenrsra 359 29 class class NN work_sfc3mik6snaw7buodbobenrsra 359 30 Ci Ci NNP work_sfc3mik6snaw7buodbobenrsra 359 31 , , , work_sfc3mik6snaw7buodbobenrsra 359 32 let let VB work_sfc3mik6snaw7buodbobenrsra 359 33 bi bi PRP work_sfc3mik6snaw7buodbobenrsra 359 34 be be VB work_sfc3mik6snaw7buodbobenrsra 359 35 the the DT work_sfc3mik6snaw7buodbobenrsra 359 36 number number NN work_sfc3mik6snaw7buodbobenrsra 359 37 of of IN work_sfc3mik6snaw7buodbobenrsra 359 38 data datum NNS work_sfc3mik6snaw7buodbobenrsra 359 39 objects object NNS work_sfc3mik6snaw7buodbobenrsra 359 40 that that WDT work_sfc3mik6snaw7buodbobenrsra 359 41 are be VBP work_sfc3mik6snaw7buodbobenrsra 359 42 incorrectly incorrectly RB work_sfc3mik6snaw7buodbobenrsra 359 43 assigned assign VBN work_sfc3mik6snaw7buodbobenrsra 359 44 to to IN work_sfc3mik6snaw7buodbobenrsra 359 45 class class NN work_sfc3mik6snaw7buodbobenrsra 359 46 Ci ci NN work_sfc3mik6snaw7buodbobenrsra 359 47 , , , work_sfc3mik6snaw7buodbobenrsra 359 48 and and CC work_sfc3mik6snaw7buodbobenrsra 359 49 let let VB work_sfc3mik6snaw7buodbobenrsra 359 50 ci ci NNP work_sfc3mik6snaw7buodbobenrsra 359 51 be be VB work_sfc3mik6snaw7buodbobenrsra 359 52 the the DT work_sfc3mik6snaw7buodbobenrsra 359 53 data data NN work_sfc3mik6snaw7buodbobenrsra 359 54 objects object NNS work_sfc3mik6snaw7buodbobenrsra 359 55 that that WDT work_sfc3mik6snaw7buodbobenrsra 359 56 are be VBP work_sfc3mik6snaw7buodbobenrsra 359 57 incorrectly incorrectly RB work_sfc3mik6snaw7buodbobenrsra 359 58 rejected reject VBN work_sfc3mik6snaw7buodbobenrsra 359 59 from from IN work_sfc3mik6snaw7buodbobenrsra 359 60 class class NN work_sfc3mik6snaw7buodbobenrsra 359 61 Ci ci NN work_sfc3mik6snaw7buodbobenrsra 359 62 , , , work_sfc3mik6snaw7buodbobenrsra 359 63 then then RB work_sfc3mik6snaw7buodbobenrsra 359 64 precision precision NN work_sfc3mik6snaw7buodbobenrsra 359 65 , , , work_sfc3mik6snaw7buodbobenrsra 359 66 recall recall NN work_sfc3mik6snaw7buodbobenrsra 359 67 and and CC work_sfc3mik6snaw7buodbobenrsra 359 68 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 359 69 are be VBP work_sfc3mik6snaw7buodbobenrsra 359 70 defined define VBN work_sfc3mik6snaw7buodbobenrsra 359 71 as as IN work_sfc3mik6snaw7buodbobenrsra 359 72 follows follow VBZ work_sfc3mik6snaw7buodbobenrsra 359 73 : : : work_sfc3mik6snaw7buodbobenrsra 359 74 PR PR NNP work_sfc3mik6snaw7buodbobenrsra 359 75 ¼ ¼ CD work_sfc3mik6snaw7buodbobenrsra 359 76 PK PK NNP work_sfc3mik6snaw7buodbobenrsra 359 77 i¼1 i¼1 NNS work_sfc3mik6snaw7buodbobenrsra 359 78 ei ei IN work_sfc3mik6snaw7buodbobenrsra 359 79 eiþbi eiþbi NNS work_sfc3mik6snaw7buodbobenrsra 359 80 � � , work_sfc3mik6snaw7buodbobenrsra 359 81 � � NNP work_sfc3mik6snaw7buodbobenrsra 359 82 K K NNP work_sfc3mik6snaw7buodbobenrsra 359 83 ð5Þ ð5Þ NNP work_sfc3mik6snaw7buodbobenrsra 359 84 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 359 85 ¼ ¼ RB work_sfc3mik6snaw7buodbobenrsra 359 86 PK PK NNP work_sfc3mik6snaw7buodbobenrsra 359 87 i¼1 i¼1 CD work_sfc3mik6snaw7buodbobenrsra 359 88 ei ei DT work_sfc3mik6snaw7buodbobenrsra 359 89 eiþci eiþci NN work_sfc3mik6snaw7buodbobenrsra 359 90 � � NNP work_sfc3mik6snaw7buodbobenrsra 359 91 � � NNP work_sfc3mik6snaw7buodbobenrsra 359 92 K K NNP work_sfc3mik6snaw7buodbobenrsra 359 93 ð6Þ ð6þ NN work_sfc3mik6snaw7buodbobenrsra 359 94 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 359 95 ¼ ¼ RB work_sfc3mik6snaw7buodbobenrsra 359 96 PK PK NNP work_sfc3mik6snaw7buodbobenrsra 359 97 i¼1ei i¼1ei NN work_sfc3mik6snaw7buodbobenrsra 359 98 N N NNP work_sfc3mik6snaw7buodbobenrsra 359 99 ð7Þ ð7Þ NNP work_sfc3mik6snaw7buodbobenrsra 359 100 Jain Jain NNP work_sfc3mik6snaw7buodbobenrsra 359 101 and and CC work_sfc3mik6snaw7buodbobenrsra 359 102 Dubes Dubes NNP work_sfc3mik6snaw7buodbobenrsra 359 103 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 359 104 1988 1988 CD work_sfc3mik6snaw7buodbobenrsra 359 105 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 359 106 noted note VBD work_sfc3mik6snaw7buodbobenrsra 359 107 that that IN work_sfc3mik6snaw7buodbobenrsra 359 108 the the DT work_sfc3mik6snaw7buodbobenrsra 359 109 results result NNS work_sfc3mik6snaw7buodbobenrsra 359 110 of of IN work_sfc3mik6snaw7buodbobenrsra 359 111 partitional partitional JJ work_sfc3mik6snaw7buodbobenrsra 359 112 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 359 113 tering tere VBG work_sfc3mik6snaw7buodbobenrsra 359 114 algorithms algorithm NNS work_sfc3mik6snaw7buodbobenrsra 359 115 improve improve VBP work_sfc3mik6snaw7buodbobenrsra 359 116 when when WRB work_sfc3mik6snaw7buodbobenrsra 359 117 the the DT work_sfc3mik6snaw7buodbobenrsra 359 118 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 359 119 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 359 120 centers center NNS work_sfc3mik6snaw7buodbobenrsra 359 121 are be VBP work_sfc3mik6snaw7buodbobenrsra 359 122 close close JJ work_sfc3mik6snaw7buodbobenrsra 359 123 to to IN work_sfc3mik6snaw7buodbobenrsra 359 124 the the DT work_sfc3mik6snaw7buodbobenrsra 359 125 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 359 126 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 359 127 centers center NNS work_sfc3mik6snaw7buodbobenrsra 359 128 . . . work_sfc3mik6snaw7buodbobenrsra 360 1 To to TO work_sfc3mik6snaw7buodbobenrsra 360 2 measure measure VB work_sfc3mik6snaw7buodbobenrsra 360 3 the the DT work_sfc3mik6snaw7buodbobenrsra 360 4 closeness closeness NN work_sfc3mik6snaw7buodbobenrsra 360 5 between between IN work_sfc3mik6snaw7buodbobenrsra 360 6 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 360 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 360 8 centers center NNS work_sfc3mik6snaw7buodbobenrsra 360 9 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 360 10 by by IN work_sfc3mik6snaw7buodbobenrsra 360 11 the the DT work_sfc3mik6snaw7buodbobenrsra 360 12 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 360 13 method method NN work_sfc3mik6snaw7buodbobenrsra 360 14 and and CC work_sfc3mik6snaw7buodbobenrsra 360 15 the the DT work_sfc3mik6snaw7buodbobenrsra 360 16 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 360 17 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 360 18 of of IN work_sfc3mik6snaw7buodbobenrsra 360 19 the the DT work_sfc3mik6snaw7buodbobenrsra 360 20 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 360 21 in in IN work_sfc3mik6snaw7buodbobenrsra 360 22 the the DT work_sfc3mik6snaw7buodbobenrsra 360 23 data datum NNS work_sfc3mik6snaw7buodbobenrsra 360 24 , , , work_sfc3mik6snaw7buodbobenrsra 360 25 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 360 26 define define VBP work_sfc3mik6snaw7buodbobenrsra 360 27 a a DT work_sfc3mik6snaw7buodbobenrsra 360 28 match match NN work_sfc3mik6snaw7buodbobenrsra 360 29 metric metric JJ work_sfc3mik6snaw7buodbobenrsra 360 30 , , , work_sfc3mik6snaw7buodbobenrsra 360 31 matchMetric matchmetric JJ work_sfc3mik6snaw7buodbobenrsra 360 32 ¼ ¼ NNP work_sfc3mik6snaw7buodbobenrsra 360 33 1 1 CD work_sfc3mik6snaw7buodbobenrsra 360 34 K K NNP work_sfc3mik6snaw7buodbobenrsra 360 35 � � NNP work_sfc3mik6snaw7buodbobenrsra 360 36 m m NNP work_sfc3mik6snaw7buodbobenrsra 360 37 XK XK NNP work_sfc3mik6snaw7buodbobenrsra 360 38 i¼1 i¼1 NNS work_sfc3mik6snaw7buodbobenrsra 360 39 Xn Xn NNP work_sfc3mik6snaw7buodbobenrsra 360 40 j¼1 j¼1 NNP work_sfc3mik6snaw7buodbobenrsra 360 41 dðinitialij dðinitialij NN work_sfc3mik6snaw7buodbobenrsra 360 42 ; ; : work_sfc3mik6snaw7buodbobenrsra 360 43 actualijÞ actualijþ IN work_sfc3mik6snaw7buodbobenrsra 360 44 ð8Þ ð8þ NN work_sfc3mik6snaw7buodbobenrsra 360 45 where where WRB work_sfc3mik6snaw7buodbobenrsra 360 46 initialij initialij NNP work_sfc3mik6snaw7buodbobenrsra 360 47 is be VBZ work_sfc3mik6snaw7buodbobenrsra 360 48 the the DT work_sfc3mik6snaw7buodbobenrsra 360 49 jth jth NNP work_sfc3mik6snaw7buodbobenrsra 360 50 value value NN work_sfc3mik6snaw7buodbobenrsra 360 51 of of IN work_sfc3mik6snaw7buodbobenrsra 360 52 the the DT work_sfc3mik6snaw7buodbobenrsra 360 53 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 360 54 mode mode NN work_sfc3mik6snaw7buodbobenrsra 360 55 for for IN work_sfc3mik6snaw7buodbobenrsra 360 56 the the DT work_sfc3mik6snaw7buodbobenrsra 360 57 ith ith NNP work_sfc3mik6snaw7buodbobenrsra 360 58 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 360 59 , , , work_sfc3mik6snaw7buodbobenrsra 360 60 actualij actualij NNP work_sfc3mik6snaw7buodbobenrsra 360 61 is be VBZ work_sfc3mik6snaw7buodbobenrsra 360 62 the the DT work_sfc3mik6snaw7buodbobenrsra 360 63 corresponding correspond VBG work_sfc3mik6snaw7buodbobenrsra 360 64 jth jth NN work_sfc3mik6snaw7buodbobenrsra 360 65 value value NN work_sfc3mik6snaw7buodbobenrsra 360 66 of of IN work_sfc3mik6snaw7buodbobenrsra 360 67 the the DT work_sfc3mik6snaw7buodbobenrsra 360 68 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 360 69 mode mode NN work_sfc3mik6snaw7buodbobenrsra 360 70 for for IN work_sfc3mik6snaw7buodbobenrsra 360 71 the the DT work_sfc3mik6snaw7buodbobenrsra 360 72 ith ith NNP work_sfc3mik6snaw7buodbobenrsra 360 73 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 360 74 and and CC work_sfc3mik6snaw7buodbobenrsra 360 75 d d NNP work_sfc3mik6snaw7buodbobenrsra 360 76 is be VBZ work_sfc3mik6snaw7buodbobenrsra 360 77 defined define VBN work_sfc3mik6snaw7buodbobenrsra 360 78 same same JJ work_sfc3mik6snaw7buodbobenrsra 360 79 as as IN work_sfc3mik6snaw7buodbobenrsra 360 80 in in IN work_sfc3mik6snaw7buodbobenrsra 360 81 Section section NN work_sfc3mik6snaw7buodbobenrsra 360 82 3 3 CD work_sfc3mik6snaw7buodbobenrsra 360 83 . . . work_sfc3mik6snaw7buodbobenrsra 361 1 The the DT work_sfc3mik6snaw7buodbobenrsra 361 2 matchMetric matchmetric NN work_sfc3mik6snaw7buodbobenrsra 361 3 will will MD work_sfc3mik6snaw7buodbobenrsra 361 4 give give VB work_sfc3mik6snaw7buodbobenrsra 361 5 degree degree NN work_sfc3mik6snaw7buodbobenrsra 361 6 of of IN work_sfc3mik6snaw7buodbobenrsra 361 7 closeness closeness NN work_sfc3mik6snaw7buodbobenrsra 361 8 between between IN work_sfc3mik6snaw7buodbobenrsra 361 9 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 361 10 and and CC work_sfc3mik6snaw7buodbobenrsra 361 11 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 361 12 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 361 13 with with IN work_sfc3mik6snaw7buodbobenrsra 361 14 a a DT work_sfc3mik6snaw7buodbobenrsra 361 15 value value NN work_sfc3mik6snaw7buodbobenrsra 361 16 of of IN work_sfc3mik6snaw7buodbobenrsra 361 17 0 0 CD work_sfc3mik6snaw7buodbobenrsra 361 18 means mean NNS work_sfc3mik6snaw7buodbobenrsra 361 19 no no DT work_sfc3mik6snaw7buodbobenrsra 361 20 match match NN work_sfc3mik6snaw7buodbobenrsra 361 21 and and CC work_sfc3mik6snaw7buodbobenrsra 361 22 1 1 CD work_sfc3mik6snaw7buodbobenrsra 361 23 means mean VBZ work_sfc3mik6snaw7buodbobenrsra 361 24 exact exact JJ work_sfc3mik6snaw7buodbobenrsra 361 25 match match NN work_sfc3mik6snaw7buodbobenrsra 361 26 between between IN work_sfc3mik6snaw7buodbobenrsra 361 27 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 361 28 . . . work_sfc3mik6snaw7buodbobenrsra 362 1 5.3 5.3 CD work_sfc3mik6snaw7buodbobenrsra 362 2 . . . work_sfc3mik6snaw7buodbobenrsra 363 1 Effect effect NN work_sfc3mik6snaw7buodbobenrsra 363 2 of of IN work_sfc3mik6snaw7buodbobenrsra 363 3 number number NN work_sfc3mik6snaw7buodbobenrsra 363 4 of of IN work_sfc3mik6snaw7buodbobenrsra 363 5 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 363 6 In in IN work_sfc3mik6snaw7buodbobenrsra 363 7 Section Section NNP work_sfc3mik6snaw7buodbobenrsra 363 8 4.4.2 4.4.2 CD work_sfc3mik6snaw7buodbobenrsra 363 9 , , , work_sfc3mik6snaw7buodbobenrsra 363 10 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 363 11 discussed discuss VBD work_sfc3mik6snaw7buodbobenrsra 363 12 that that IN work_sfc3mik6snaw7buodbobenrsra 363 13 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 363 14 all all PDT work_sfc3mik6snaw7buodbobenrsra 363 15 the the DT work_sfc3mik6snaw7buodbobenrsra 363 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 363 17 can can MD work_sfc3mik6snaw7buodbobenrsra 363 18 lead lead VB work_sfc3mik6snaw7buodbobenrsra 363 19 to to IN work_sfc3mik6snaw7buodbobenrsra 363 20 the the DT work_sfc3mik6snaw7buodbobenrsra 363 21 generation generation NN work_sfc3mik6snaw7buodbobenrsra 363 22 of of IN work_sfc3mik6snaw7buodbobenrsra 363 23 large large JJ work_sfc3mik6snaw7buodbobenrsra 363 24 number number NN work_sfc3mik6snaw7buodbobenrsra 363 25 of of IN work_sfc3mik6snaw7buodbobenrsra 363 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 363 27 strings string NNS work_sfc3mik6snaw7buodbobenrsra 363 28 , , , work_sfc3mik6snaw7buodbobenrsra 363 29 spe- spe- VBP work_sfc3mik6snaw7buodbobenrsra 363 30 cially cially RB work_sfc3mik6snaw7buodbobenrsra 363 31 if if IN work_sfc3mik6snaw7buodbobenrsra 363 32 the the DT work_sfc3mik6snaw7buodbobenrsra 363 33 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 363 34 have have VBP work_sfc3mik6snaw7buodbobenrsra 363 35 many many JJ work_sfc3mik6snaw7buodbobenrsra 363 36 attribute attribute JJ work_sfc3mik6snaw7buodbobenrsra 363 37 values value NNS work_sfc3mik6snaw7buodbobenrsra 363 38 . . . work_sfc3mik6snaw7buodbobenrsra 364 1 To to TO work_sfc3mik6snaw7buodbobenrsra 364 2 test test VB work_sfc3mik6snaw7buodbobenrsra 364 3 this this DT work_sfc3mik6snaw7buodbobenrsra 364 4 intu- intu- NN work_sfc3mik6snaw7buodbobenrsra 364 5 ition ition NN work_sfc3mik6snaw7buodbobenrsra 364 6 , , , work_sfc3mik6snaw7buodbobenrsra 364 7 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 364 8 performed perform VBD work_sfc3mik6snaw7buodbobenrsra 364 9 a a DT work_sfc3mik6snaw7buodbobenrsra 364 10 comparative comparative JJ work_sfc3mik6snaw7buodbobenrsra 364 11 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 364 12 of of IN work_sfc3mik6snaw7buodbobenrsra 364 13 the the DT work_sfc3mik6snaw7buodbobenrsra 364 14 effect effect NN work_sfc3mik6snaw7buodbobenrsra 364 15 of of IN work_sfc3mik6snaw7buodbobenrsra 364 16 the the DT work_sfc3mik6snaw7buodbobenrsra 364 17 number number NN work_sfc3mik6snaw7buodbobenrsra 364 18 of of IN work_sfc3mik6snaw7buodbobenrsra 364 19 selected select VBN work_sfc3mik6snaw7buodbobenrsra 364 20 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 364 21 on on IN work_sfc3mik6snaw7buodbobenrsra 364 22 the the DT work_sfc3mik6snaw7buodbobenrsra 364 23 number number NN work_sfc3mik6snaw7buodbobenrsra 364 24 of of IN work_sfc3mik6snaw7buodbobenrsra 364 25 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 364 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 364 27 strings string NNS work_sfc3mik6snaw7buodbobenrsra 364 28 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 364 29 generated generate VBN work_sfc3mik6snaw7buodbobenrsra 364 30 in in IN work_sfc3mik6snaw7buodbobenrsra 364 31 Step step NN work_sfc3mik6snaw7buodbobenrsra 364 32 6 6 CD work_sfc3mik6snaw7buodbobenrsra 364 33 of of IN work_sfc3mik6snaw7buodbobenrsra 364 34 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 364 35 3 3 CD work_sfc3mik6snaw7buodbobenrsra 364 36 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 364 37 . . . work_sfc3mik6snaw7buodbobenrsra 365 1 In in IN work_sfc3mik6snaw7buodbobenrsra 365 2 Table table NN work_sfc3mik6snaw7buodbobenrsra 365 3 4 4 CD work_sfc3mik6snaw7buodbobenrsra 365 4 , , , work_sfc3mik6snaw7buodbobenrsra 365 5 m m NNP work_sfc3mik6snaw7buodbobenrsra 365 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 365 7 the the DT work_sfc3mik6snaw7buodbobenrsra 365 8 to- to- XX work_sfc3mik6snaw7buodbobenrsra 365 9 tal tal JJ work_sfc3mik6snaw7buodbobenrsra 365 10 number number NN work_sfc3mik6snaw7buodbobenrsra 365 11 of of IN work_sfc3mik6snaw7buodbobenrsra 365 12 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 365 13 in in IN work_sfc3mik6snaw7buodbobenrsra 365 14 the the DT work_sfc3mik6snaw7buodbobenrsra 365 15 data datum NNS work_sfc3mik6snaw7buodbobenrsra 365 16 , , , work_sfc3mik6snaw7buodbobenrsra 365 17 p p NNP work_sfc3mik6snaw7buodbobenrsra 365 18 is be VBZ work_sfc3mik6snaw7buodbobenrsra 365 19 the the DT work_sfc3mik6snaw7buodbobenrsra 365 20 number number NN work_sfc3mik6snaw7buodbobenrsra 365 21 of of IN work_sfc3mik6snaw7buodbobenrsra 365 22 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 365 23 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 365 24 , , , work_sfc3mik6snaw7buodbobenrsra 365 25 s s POS work_sfc3mik6snaw7buodbobenrsra 365 26 is be VBZ work_sfc3mik6snaw7buodbobenrsra 365 27 the the DT work_sfc3mik6snaw7buodbobenrsra 365 28 number number NN work_sfc3mik6snaw7buodbobenrsra 365 29 of of IN work_sfc3mik6snaw7buodbobenrsra 365 30 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 365 31 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 365 32 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 365 33 s s NNP work_sfc3mik6snaw7buodbobenrsra 365 34 = = SYM work_sfc3mik6snaw7buodbobenrsra 365 35 jSj jSj NNP work_sfc3mik6snaw7buodbobenrsra 365 36 and and CC work_sfc3mik6snaw7buodbobenrsra 365 37 s s NNP work_sfc3mik6snaw7buodbobenrsra 365 38 = = SYM work_sfc3mik6snaw7buodbobenrsra 365 39 p p NNP work_sfc3mik6snaw7buodbobenrsra 365 40 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 365 41 , , , work_sfc3mik6snaw7buodbobenrsra 365 42 CSM CSM NNP work_sfc3mik6snaw7buodbobenrsra 365 43 , , , work_sfc3mik6snaw7buodbobenrsra 365 44 CSP CSP NNP work_sfc3mik6snaw7buodbobenrsra 365 45 and and CC work_sfc3mik6snaw7buodbobenrsra 365 46 CSS CSS NNP work_sfc3mik6snaw7buodbobenrsra 365 47 are be VBP work_sfc3mik6snaw7buodbobenrsra 365 48 the the DT work_sfc3mik6snaw7buodbobenrsra 365 49 number number NN work_sfc3mik6snaw7buodbobenrsra 365 50 of of IN work_sfc3mik6snaw7buodbobenrsra 365 51 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 365 52 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 365 53 string string NN work_sfc3mik6snaw7buodbobenrsra 365 54 obtained obtain VBD work_sfc3mik6snaw7buodbobenrsra 365 55 using use VBG work_sfc3mik6snaw7buodbobenrsra 365 56 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 365 57 , , , work_sfc3mik6snaw7buodbobenrsra 365 58 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 365 59 and and CC work_sfc3mik6snaw7buodbobenrsra 365 60 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 365 61 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 365 62 , , , work_sfc3mik6snaw7buodbobenrsra 365 63 and and CC work_sfc3mik6snaw7buodbobenrsra 365 64 n0.5 n0.5 NNP work_sfc3mik6snaw7buodbobenrsra 365 65 is be VBZ work_sfc3mik6snaw7buodbobenrsra 365 66 the the DT work_sfc3mik6snaw7buodbobenrsra 365 67 limit limit NN work_sfc3mik6snaw7buodbobenrsra 365 68 on on IN work_sfc3mik6snaw7buodbobenrsra 365 69 the the DT work_sfc3mik6snaw7buodbobenrsra 365 70 number number NN work_sfc3mik6snaw7buodbobenrsra 365 71 of of IN work_sfc3mik6snaw7buodbobenrsra 365 72 top top JJ work_sfc3mik6snaw7buodbobenrsra 365 73 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 365 74 strings string NNS work_sfc3mik6snaw7buodbobenrsra 365 75 to to TO work_sfc3mik6snaw7buodbobenrsra 365 76 be be VB work_sfc3mik6snaw7buodbobenrsra 365 77 merged merge VBN work_sfc3mik6snaw7buodbobenrsra 365 78 using use VBG work_sfc3mik6snaw7buodbobenrsra 365 79 hier- hier- JJ work_sfc3mik6snaw7buodbobenrsra 365 80 archical archical JJ work_sfc3mik6snaw7buodbobenrsra 365 81 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 365 82 . . . work_sfc3mik6snaw7buodbobenrsra 366 1 The the DT work_sfc3mik6snaw7buodbobenrsra 366 2 table table NN work_sfc3mik6snaw7buodbobenrsra 366 3 shows show VBZ work_sfc3mik6snaw7buodbobenrsra 366 4 that that IN work_sfc3mik6snaw7buodbobenrsra 366 5 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 366 6 a a DT work_sfc3mik6snaw7buodbobenrsra 366 7 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 366 8 ap- ap- NN work_sfc3mik6snaw7buodbobenrsra 366 9 proach proach NN work_sfc3mik6snaw7buodbobenrsra 366 10 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 366 11 all all DT work_sfc3mik6snaw7buodbobenrsra 366 12 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 366 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 366 14 leads lead VBZ work_sfc3mik6snaw7buodbobenrsra 366 15 to to IN work_sfc3mik6snaw7buodbobenrsra 366 16 larger large JJR work_sfc3mik6snaw7buodbobenrsra 366 17 number number NN work_sfc3mik6snaw7buodbobenrsra 366 18 of of IN work_sfc3mik6snaw7buodbobenrsra 366 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 366 20 strings string NNS work_sfc3mik6snaw7buodbobenrsra 366 21 , , , work_sfc3mik6snaw7buodbobenrsra 366 22 whereas whereas IN work_sfc3mik6snaw7buodbobenrsra 366 23 with with IN work_sfc3mik6snaw7buodbobenrsra 366 24 the the DT work_sfc3mik6snaw7buodbobenrsra 366 25 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 366 26 approach approach NN work_sfc3mik6snaw7buodbobenrsra 366 27 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 366 28 either either CC work_sfc3mik6snaw7buodbobenrsra 366 29 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 366 30 or or CC work_sfc3mik6snaw7buodbobenrsra 366 31 signifi- signifi- JJ work_sfc3mik6snaw7buodbobenrsra 366 32 ca can MD work_sfc3mik6snaw7buodbobenrsra 366 33 nt not RB work_sfc3mik6snaw7buodbobenrsra 366 34 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 366 35 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 366 36 they -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 366 37 are be VBP work_sfc3mik6snaw7buodbobenrsra 366 38 relatively relatively RB work_sfc3mik6snaw7buodbobenrsra 366 39 smaller small JJR work_sfc3mik6snaw7buodbobenrsra 366 40 . . . work_sfc3mik6snaw7buodbobenrsra 367 1 This this DT work_sfc3mik6snaw7buodbobenrsra 367 2 fact fact NN work_sfc3mik6snaw7buodbobenrsra 367 3 can can MD work_sfc3mik6snaw7buodbobenrsra 367 4 be be VB work_sfc3mik6snaw7buodbobenrsra 367 5 seen see VBN work_sfc3mik6snaw7buodbobenrsra 367 6 for for IN work_sfc3mik6snaw7buodbobenrsra 367 7 the the DT work_sfc3mik6snaw7buodbobenrsra 367 8 Soybean Soybean NNP work_sfc3mik6snaw7buodbobenrsra 367 9 Small Small NNP work_sfc3mik6snaw7buodbobenrsra 367 10 , , , work_sfc3mik6snaw7buodbobenrsra 367 11 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 367 12 and and CC work_sfc3mik6snaw7buodbobenrsra 367 13 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 367 14 data datum NNS work_sfc3mik6snaw7buodbobenrsra 367 15 . . . work_sfc3mik6snaw7buodbobenrsra 368 1 For for IN work_sfc3mik6snaw7buodbobenrsra 368 2 Lung Lung NNP work_sfc3mik6snaw7buodbobenrsra 368 3 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 368 4 data datum NNS work_sfc3mik6snaw7buodbobenrsra 368 5 p p NN work_sfc3mik6snaw7buodbobenrsra 368 6 � � NN work_sfc3mik6snaw7buodbobenrsra 368 7 m m SYM work_sfc3mik6snaw7buodbobenrsra 368 8 therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 368 9 the the DT work_sfc3mik6snaw7buodbobenrsra 368 10 number number NN work_sfc3mik6snaw7buodbobenrsra 368 11 of of IN work_sfc3mik6snaw7buodbobenrsra 368 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 368 13 strings string NNS work_sfc3mik6snaw7buodbobenrsra 368 14 are be VBP work_sfc3mik6snaw7buodbobenrsra 368 15 equivalent equivalent JJ work_sfc3mik6snaw7buodbobenrsra 368 16 . . . work_sfc3mik6snaw7buodbobenrsra 369 1 For for IN work_sfc3mik6snaw7buodbobenrsra 369 2 Soybean Soybean NNP work_sfc3mik6snaw7buodbobenrsra 369 3 Small Small NNP work_sfc3mik6snaw7buodbobenrsra 369 4 and and CC work_sfc3mik6snaw7buodbobenrsra 369 5 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 369 6 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 369 7 , , , work_sfc3mik6snaw7buodbobenrsra 369 8 for for IN work_sfc3mik6snaw7buodbobenrsra 369 9 same same JJ work_sfc3mik6snaw7buodbobenrsra 369 10 number number NN work_sfc3mik6snaw7buodbobenrsra 369 11 of of IN work_sfc3mik6snaw7buodbobenrsra 369 12 Prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 369 13 and and CC work_sfc3mik6snaw7buodbobenrsra 369 14 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 369 15 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 369 16 , , , work_sfc3mik6snaw7buodbobenrsra 369 17 the the DT work_sfc3mik6snaw7buodbobenrsra 369 18 corresponding correspond VBG work_sfc3mik6snaw7buodbobenrsra 369 19 number number NN work_sfc3mik6snaw7buodbobenrsra 369 20 of of IN work_sfc3mik6snaw7buodbobenrsra 369 21 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 369 22 strings string NNS work_sfc3mik6snaw7buodbobenrsra 369 23 are be VBP work_sfc3mik6snaw7buodbobenrsra 369 24 different different JJ work_sfc3mik6snaw7buodbobenrsra 369 25 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 369 26 CSP CSP NNP work_sfc3mik6snaw7buodbobenrsra 369 27 – – : work_sfc3mik6snaw7buodbobenrsra 369 28 CSS css NN work_sfc3mik6snaw7buodbobenrsra 369 29 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 369 30 . . . work_sfc3mik6snaw7buodbobenrsra 370 1 This this DT work_sfc3mik6snaw7buodbobenrsra 370 2 is be VBZ work_sfc3mik6snaw7buodbobenrsra 370 3 due due JJ work_sfc3mik6snaw7buodbobenrsra 370 4 to to IN work_sfc3mik6snaw7buodbobenrsra 370 5 the the DT work_sfc3mik6snaw7buodbobenrsra 370 6 fact fact NN work_sfc3mik6snaw7buodbobenrsra 370 7 that that IN work_sfc3mik6snaw7buodbobenrsra 370 8 the the DT work_sfc3mik6snaw7buodbobenrsra 370 9 set set NN work_sfc3mik6snaw7buodbobenrsra 370 10 of of IN work_sfc3mik6snaw7buodbobenrsra 370 11 p p DT work_sfc3mik6snaw7buodbobenrsra 370 12 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 370 13 and and CC work_sfc3mik6snaw7buodbobenrsra 370 14 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 370 15 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 370 16 is be VBZ work_sfc3mik6snaw7buodbobenrsra 370 17 dif- dif- RB work_sfc3mik6snaw7buodbobenrsra 370 18 ferent ferent JJ work_sfc3mik6snaw7buodbobenrsra 370 19 because because IN work_sfc3mik6snaw7buodbobenrsra 370 20 both both DT work_sfc3mik6snaw7buodbobenrsra 370 21 methods method NNS work_sfc3mik6snaw7buodbobenrsra 370 22 select select VBP work_sfc3mik6snaw7buodbobenrsra 370 23 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 370 24 by by IN work_sfc3mik6snaw7buodbobenrsra 370 25 using use VBG work_sfc3mik6snaw7buodbobenrsra 370 26 different different JJ work_sfc3mik6snaw7buodbobenrsra 370 27 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 370 28 . . . work_sfc3mik6snaw7buodbobenrsra 371 1 While while IN work_sfc3mik6snaw7buodbobenrsra 371 2 the the DT work_sfc3mik6snaw7buodbobenrsra 371 3 choice choice NN work_sfc3mik6snaw7buodbobenrsra 371 4 of of IN work_sfc3mik6snaw7buodbobenrsra 371 5 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 371 6 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 371 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 371 8 when when WRB work_sfc3mik6snaw7buodbobenrsra 371 9 they -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 371 10 are be VBP work_sfc3mik6snaw7buodbobenrsra 371 11 less less JJR work_sfc3mik6snaw7buodbobenrsra 371 12 than than IN work_sfc3mik6snaw7buodbobenrsra 371 13 m m NN work_sfc3mik6snaw7buodbobenrsra 371 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 371 15 should should MD work_sfc3mik6snaw7buodbobenrsra 371 16 reduce reduce VB work_sfc3mik6snaw7buodbobenrsra 371 17 the the DT work_sfc3mik6snaw7buodbobenrsra 371 18 overall overall JJ work_sfc3mik6snaw7buodbobenrsra 371 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 371 20 strings string NNS work_sfc3mik6snaw7buodbobenrsra 371 21 as as IN work_sfc3mik6snaw7buodbobenrsra 371 22 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 371 23 se- se- VBZ work_sfc3mik6snaw7buodbobenrsra 371 24 lects lect VBZ work_sfc3mik6snaw7buodbobenrsra 371 25 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 371 26 with with IN work_sfc3mik6snaw7buodbobenrsra 371 27 fewer few JJR work_sfc3mik6snaw7buodbobenrsra 371 28 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 371 29 values value NNS work_sfc3mik6snaw7buodbobenrsra 371 30 , , , work_sfc3mik6snaw7buodbobenrsra 371 31 the the DT work_sfc3mik6snaw7buodbobenrsra 371 32 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 371 33 selected select VBN work_sfc3mik6snaw7buodbobenrsra 371 34 by by IN work_sfc3mik6snaw7buodbobenrsra 371 35 significance significance NN work_sfc3mik6snaw7buodbobenrsra 371 36 method method NN work_sfc3mik6snaw7buodbobenrsra 371 37 may may MD work_sfc3mik6snaw7buodbobenrsra 371 38 contain contain VB work_sfc3mik6snaw7buodbobenrsra 371 39 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 371 40 with with IN work_sfc3mik6snaw7buodbobenrsra 371 41 more more JJR work_sfc3mik6snaw7buodbobenrsra 371 42 attribute attribute JJ work_sfc3mik6snaw7buodbobenrsra 371 43 values value NNS work_sfc3mik6snaw7buodbobenrsra 371 44 that that WDT work_sfc3mik6snaw7buodbobenrsra 371 45 results result VBZ work_sfc3mik6snaw7buodbobenrsra 371 46 in in IN work_sfc3mik6snaw7buodbobenrsra 371 47 more more JJR work_sfc3mik6snaw7buodbobenrsra 371 48 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 371 49 strings string NNS work_sfc3mik6snaw7buodbobenrsra 371 50 . . . work_sfc3mik6snaw7buodbobenrsra 372 1 For for IN work_sfc3mik6snaw7buodbobenrsra 372 2 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 372 3 , , , work_sfc3mik6snaw7buodbobenrsra 372 4 Vote Vote NNP work_sfc3mik6snaw7buodbobenrsra 372 5 and and CC work_sfc3mik6snaw7buodbobenrsra 372 6 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 372 7 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 372 8 datasets dataset VBZ work_sfc3mik6snaw7buodbobenrsra 372 9 , , , work_sfc3mik6snaw7buodbobenrsra 372 10 all all PDT work_sfc3mik6snaw7buodbobenrsra 372 11 the the DT work_sfc3mik6snaw7buodbobenrsra 372 12 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 372 13 were be VBD work_sfc3mik6snaw7buodbobenrsra 372 14 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 372 15 therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 372 16 p p NN work_sfc3mik6snaw7buodbobenrsra 372 17 and and CC work_sfc3mik6snaw7buodbobenrsra 372 18 m m NN work_sfc3mik6snaw7buodbobenrsra 372 19 are be VBP work_sfc3mik6snaw7buodbobenrsra 372 20 same same JJ work_sfc3mik6snaw7buodbobenrsra 372 21 and and CC work_sfc3mik6snaw7buodbobenrsra 372 22 hence hence RB work_sfc3mik6snaw7buodbobenrsra 372 23 CSP CSP NNP work_sfc3mik6snaw7buodbobenrsra 372 24 = = SYM work_sfc3mik6snaw7buodbobenrsra 372 25 CSA CSA NNP work_sfc3mik6snaw7buodbobenrsra 372 26 . . . work_sfc3mik6snaw7buodbobenrsra 373 1 It -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 373 2 is be VBZ work_sfc3mik6snaw7buodbobenrsra 373 3 to to TO work_sfc3mik6snaw7buodbobenrsra 373 4 be be VB work_sfc3mik6snaw7buodbobenrsra 373 5 noted note VBN work_sfc3mik6snaw7buodbobenrsra 373 6 that that IN work_sfc3mik6snaw7buodbobenrsra 373 7 the the DT work_sfc3mik6snaw7buodbobenrsra 373 8 number number NN work_sfc3mik6snaw7buodbobenrsra 373 9 of of IN work_sfc3mik6snaw7buodbobenrsra 373 10 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 373 11 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 373 12 strings string NNS work_sfc3mik6snaw7buodbobenrsra 373 13 using use VBG work_sfc3mik6snaw7buodbobenrsra 373 14 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 373 15 approach approach NN work_sfc3mik6snaw7buodbobenrsra 373 16 for for IN work_sfc3mik6snaw7buodbobenrsra 373 17 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 373 18 and and CC work_sfc3mik6snaw7buodbobenrsra 373 19 Mush- Mush- NNP work_sfc3mik6snaw7buodbobenrsra 373 20 room room NN work_sfc3mik6snaw7buodbobenrsra 373 21 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 373 22 are be VBP work_sfc3mik6snaw7buodbobenrsra 373 23 within within IN work_sfc3mik6snaw7buodbobenrsra 373 24 the the DT work_sfc3mik6snaw7buodbobenrsra 373 25 bounds bound NNS work_sfc3mik6snaw7buodbobenrsra 373 26 of of IN work_sfc3mik6snaw7buodbobenrsra 373 27 n0.5 n0.5 NNP work_sfc3mik6snaw7buodbobenrsra 373 28 limit limit NN work_sfc3mik6snaw7buodbobenrsra 373 29 . . . work_sfc3mik6snaw7buodbobenrsra 374 1 5.4 5.4 CD work_sfc3mik6snaw7buodbobenrsra 374 2 . . . work_sfc3mik6snaw7buodbobenrsra 375 1 Clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 375 2 results result NNS work_sfc3mik6snaw7buodbobenrsra 375 3 In in IN work_sfc3mik6snaw7buodbobenrsra 375 4 this this DT work_sfc3mik6snaw7buodbobenrsra 375 5 section section NN work_sfc3mik6snaw7buodbobenrsra 375 6 , , , work_sfc3mik6snaw7buodbobenrsra 375 7 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 375 8 present present VBP work_sfc3mik6snaw7buodbobenrsra 375 9 the the DT work_sfc3mik6snaw7buodbobenrsra 375 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 375 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 375 12 Modes Modes NNP work_sfc3mik6snaw7buodbobenrsra 375 13 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 375 14 results result NNS work_sfc3mik6snaw7buodbobenrsra 375 15 that that WDT work_sfc3mik6snaw7buodbobenrsra 375 16 use use VBP work_sfc3mik6snaw7buodbobenrsra 375 17 the the DT work_sfc3mik6snaw7buodbobenrsra 375 18 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 375 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 375 20 centers center NNS work_sfc3mik6snaw7buodbobenrsra 375 21 computed compute VBD work_sfc3mik6snaw7buodbobenrsra 375 22 with with IN work_sfc3mik6snaw7buodbobenrsra 375 23 the the DT work_sfc3mik6snaw7buodbobenrsra 375 24 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 375 25 method method NN work_sfc3mik6snaw7buodbobenrsra 375 26 . . . work_sfc3mik6snaw7buodbobenrsra 376 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 376 2 conducted conduct VBD work_sfc3mik6snaw7buodbobenrsra 376 3 five five CD work_sfc3mik6snaw7buodbobenrsra 376 4 set set NN work_sfc3mik6snaw7buodbobenrsra 376 5 of of IN work_sfc3mik6snaw7buodbobenrsra 376 6 experiments experiment NNS work_sfc3mik6snaw7buodbobenrsra 376 7 , , , work_sfc3mik6snaw7buodbobenrsra 376 8 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 376 9 details detail NNS work_sfc3mik6snaw7buodbobenrsra 376 10 are be VBP work_sfc3mik6snaw7buodbobenrsra 376 11 as as IN work_sfc3mik6snaw7buodbobenrsra 376 12 follows follow VBZ work_sfc3mik6snaw7buodbobenrsra 376 13 : : : work_sfc3mik6snaw7buodbobenrsra 376 14 � � NNP work_sfc3mik6snaw7buodbobenrsra 376 15 Experiment1 Experiment1 NNP work_sfc3mik6snaw7buodbobenrsra 376 16 : : : work_sfc3mik6snaw7buodbobenrsra 376 17 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 376 18 compared compare VBD work_sfc3mik6snaw7buodbobenrsra 376 19 the the DT work_sfc3mik6snaw7buodbobenrsra 376 20 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 376 21 results result NNS work_sfc3mik6snaw7buodbobenrsra 376 22 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 376 23 by by IN work_sfc3mik6snaw7buodbobenrsra 376 24 using use VBG work_sfc3mik6snaw7buodbobenrsra 376 25 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 376 26 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 376 27 to to TO work_sfc3mik6snaw7buodbobenrsra 376 28 find find VB work_sfc3mik6snaw7buodbobenrsra 376 29 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 376 30 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 376 31 centers center NNS work_sfc3mik6snaw7buodbobenrsra 376 32 with with IN work_sfc3mik6snaw7buodbobenrsra 376 33 the the DT work_sfc3mik6snaw7buodbobenrsra 376 34 method method NN work_sfc3mik6snaw7buodbobenrsra 376 35 of of IN work_sfc3mik6snaw7buodbobenrsra 376 36 random random JJ work_sfc3mik6snaw7buodbobenrsra 376 37 selection selection NN work_sfc3mik6snaw7buodbobenrsra 376 38 of of IN work_sfc3mik6snaw7buodbobenrsra 376 39 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 376 40 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 376 41 centers center NNS work_sfc3mik6snaw7buodbobenrsra 376 42 and and CC work_sfc3mik6snaw7buodbobenrsra 376 43 the the DT work_sfc3mik6snaw7buodbobenrsra 376 44 methods method NNS work_sfc3mik6snaw7buodbobenrsra 376 45 described describe VBN work_sfc3mik6snaw7buodbobenrsra 376 46 by by IN work_sfc3mik6snaw7buodbobenrsra 376 47 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 376 48 et et NNP work_sfc3mik6snaw7buodbobenrsra 376 49 al al NNP work_sfc3mik6snaw7buodbobenrsra 376 50 . . . work_sfc3mik6snaw7buodbobenrsra 377 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 377 2 2009 2009 CD work_sfc3mik6snaw7buodbobenrsra 377 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 377 4 and and CC work_sfc3mik6snaw7buodbobenrsra 377 5 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 377 6 et et NNP work_sfc3mik6snaw7buodbobenrsra 377 7 al al NNP work_sfc3mik6snaw7buodbobenrsra 377 8 . . . work_sfc3mik6snaw7buodbobenrsra 378 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 378 2 2007 2007 CD work_sfc3mik6snaw7buodbobenrsra 378 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 378 4 . . . work_sfc3mik6snaw7buodbobenrsra 379 1 As as IN work_sfc3mik6snaw7buodbobenrsra 379 2 mentioned mention VBN work_sfc3mik6snaw7buodbobenrsra 379 3 in in IN work_sfc3mik6snaw7buodbobenrsra 379 4 Section section NN work_sfc3mik6snaw7buodbobenrsra 379 5 2 2 CD work_sfc3mik6snaw7buodbobenrsra 379 6 , , , work_sfc3mik6snaw7buodbobenrsra 379 7 there there EX work_sfc3mik6snaw7buodbobenrsra 379 8 are be VBP work_sfc3mik6snaw7buodbobenrsra 379 9 some some DT work_sfc3mik6snaw7buodbobenrsra 379 10 computa- computa- JJ work_sfc3mik6snaw7buodbobenrsra 379 11 tional tional JJ work_sfc3mik6snaw7buodbobenrsra 379 12 inaccuracies inaccuracy NNS work_sfc3mik6snaw7buodbobenrsra 379 13 in in IN work_sfc3mik6snaw7buodbobenrsra 379 14 the the DT work_sfc3mik6snaw7buodbobenrsra 379 15 work work NN work_sfc3mik6snaw7buodbobenrsra 379 16 of of IN work_sfc3mik6snaw7buodbobenrsra 379 17 Bai Bai NNP work_sfc3mik6snaw7buodbobenrsra 379 18 et et NNP work_sfc3mik6snaw7buodbobenrsra 379 19 al al NNP work_sfc3mik6snaw7buodbobenrsra 379 20 . . . work_sfc3mik6snaw7buodbobenrsra 380 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 380 2 2012 2012 CD work_sfc3mik6snaw7buodbobenrsra 380 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 380 4 , , , work_sfc3mik6snaw7buodbobenrsra 380 5 therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 380 6 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 380 7 exclude exclude VBP work_sfc3mik6snaw7buodbobenrsra 380 8 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 380 9 method method NN work_sfc3mik6snaw7buodbobenrsra 380 10 from from IN work_sfc3mik6snaw7buodbobenrsra 380 11 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 380 12 with with IN work_sfc3mik6snaw7buodbobenrsra 380 13 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 380 14 work work NN work_sfc3mik6snaw7buodbobenrsra 380 15 . . . work_sfc3mik6snaw7buodbobenrsra 381 1 For for IN work_sfc3mik6snaw7buodbobenrsra 381 2 random random JJ work_sfc3mik6snaw7buodbobenrsra 381 3 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 381 4 , , , work_sfc3mik6snaw7buodbobenrsra 381 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 381 6 randomly randomly RB work_sfc3mik6snaw7buodbobenrsra 381 7 group group NN work_sfc3mik6snaw7buodbobenrsra 381 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 381 9 objects object NNS work_sfc3mik6snaw7buodbobenrsra 381 10 into into IN work_sfc3mik6snaw7buodbobenrsra 381 11 K K NNP work_sfc3mik6snaw7buodbobenrsra 381 12 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 381 13 and and CC work_sfc3mik6snaw7buodbobenrsra 381 14 compute compute VB work_sfc3mik6snaw7buodbobenrsra 381 15 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 381 16 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 381 17 to to TO work_sfc3mik6snaw7buodbobenrsra 381 18 be be VB work_sfc3mik6snaw7buodbobenrsra 381 19 used use VBN work_sfc3mik6snaw7buodbobenrsra 381 20 as as IN work_sfc3mik6snaw7buodbobenrsra 381 21 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 381 22 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 381 23 centers center NNS work_sfc3mik6snaw7buodbobenrsra 381 24 . . . work_sfc3mik6snaw7buodbobenrsra 382 1 � � NNP work_sfc3mik6snaw7buodbobenrsra 382 2 Experiment2 experiment2 NN work_sfc3mik6snaw7buodbobenrsra 382 3 : : : work_sfc3mik6snaw7buodbobenrsra 382 4 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 382 5 compared compare VBD work_sfc3mik6snaw7buodbobenrsra 382 6 the the DT work_sfc3mik6snaw7buodbobenrsra 382 7 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 382 8 results result NNS work_sfc3mik6snaw7buodbobenrsra 382 9 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 382 10 by by IN work_sfc3mik6snaw7buodbobenrsra 382 11 using use VBG work_sfc3mik6snaw7buodbobenrsra 382 12 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 382 13 and and CC work_sfc3mik6snaw7buodbobenrsra 382 14 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 382 15 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 382 16 to to TO work_sfc3mik6snaw7buodbobenrsra 382 17 find find VB work_sfc3mik6snaw7buodbobenrsra 382 18 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 382 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 382 20 centers center NNS work_sfc3mik6snaw7buodbobenrsra 382 21 . . . work_sfc3mik6snaw7buodbobenrsra 383 1 Table table NN work_sfc3mik6snaw7buodbobenrsra 383 2 4 4 CD work_sfc3mik6snaw7buodbobenrsra 383 3 Effect effect NN work_sfc3mik6snaw7buodbobenrsra 383 4 of of IN work_sfc3mik6snaw7buodbobenrsra 383 5 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 383 6 different different JJ work_sfc3mik6snaw7buodbobenrsra 383 7 number number NN work_sfc3mik6snaw7buodbobenrsra 383 8 of of IN work_sfc3mik6snaw7buodbobenrsra 383 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 383 10 . . . work_sfc3mik6snaw7buodbobenrsra 384 1 Dataset Dataset NNP work_sfc3mik6snaw7buodbobenrsra 384 2 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 384 3 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 384 4 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 384 5 n0.5 n0.5 NN work_sfc3mik6snaw7buodbobenrsra 384 6 m m NNP work_sfc3mik6snaw7buodbobenrsra 384 7 CSA CSA NNP work_sfc3mik6snaw7buodbobenrsra 384 8 p p NNP work_sfc3mik6snaw7buodbobenrsra 384 9 CSP CSP NNP work_sfc3mik6snaw7buodbobenrsra 384 10 s s NNP work_sfc3mik6snaw7buodbobenrsra 384 11 CSS CSS NNP work_sfc3mik6snaw7buodbobenrsra 384 12 Soybean Soybean NNP work_sfc3mik6snaw7buodbobenrsra 384 13 35 35 CD work_sfc3mik6snaw7buodbobenrsra 384 14 25 25 CD work_sfc3mik6snaw7buodbobenrsra 384 15 20 20 CD work_sfc3mik6snaw7buodbobenrsra 384 16 21 21 CD work_sfc3mik6snaw7buodbobenrsra 384 17 20 20 CD work_sfc3mik6snaw7buodbobenrsra 384 18 23 23 CD work_sfc3mik6snaw7buodbobenrsra 384 19 7 7 CD work_sfc3mik6snaw7buodbobenrsra 384 20 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 384 21 22 22 CD work_sfc3mik6snaw7buodbobenrsra 384 22 683 683 CD work_sfc3mik6snaw7buodbobenrsra 384 23 5 5 CD work_sfc3mik6snaw7buodbobenrsra 384 24 16 16 CD work_sfc3mik6snaw7buodbobenrsra 384 25 5 5 CD work_sfc3mik6snaw7buodbobenrsra 384 26 44 44 CD work_sfc3mik6snaw7buodbobenrsra 384 27 91 91 CD work_sfc3mik6snaw7buodbobenrsra 384 28 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 384 29 34 34 CD work_sfc3mik6snaw7buodbobenrsra 384 30 357 357 CD work_sfc3mik6snaw7buodbobenrsra 384 31 33 33 CD work_sfc3mik6snaw7buodbobenrsra 384 32 352 352 CD work_sfc3mik6snaw7buodbobenrsra 384 33 33 33 CD work_sfc3mik6snaw7buodbobenrsra 384 34 357 357 CD work_sfc3mik6snaw7buodbobenrsra 384 35 20 20 CD work_sfc3mik6snaw7buodbobenrsra 384 36 Lung Lung NNP work_sfc3mik6snaw7buodbobenrsra 384 37 - - HYPH work_sfc3mik6snaw7buodbobenrsra 384 38 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 384 39 56 56 CD work_sfc3mik6snaw7buodbobenrsra 384 40 32 32 CD work_sfc3mik6snaw7buodbobenrsra 384 41 54 54 CD work_sfc3mik6snaw7buodbobenrsra 384 42 32 32 CD work_sfc3mik6snaw7buodbobenrsra 384 43 54 54 CD work_sfc3mik6snaw7buodbobenrsra 384 44 32 32 CD work_sfc3mik6snaw7buodbobenrsra 384 45 6 6 CD work_sfc3mik6snaw7buodbobenrsra 384 46 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 384 47 16 16 CD work_sfc3mik6snaw7buodbobenrsra 384 48 7 7 CD work_sfc3mik6snaw7buodbobenrsra 384 49 16 16 CD work_sfc3mik6snaw7buodbobenrsra 384 50 7 7 CD work_sfc3mik6snaw7buodbobenrsra 384 51 16 16 CD work_sfc3mik6snaw7buodbobenrsra 384 52 7 7 CD work_sfc3mik6snaw7buodbobenrsra 384 53 11 11 CD work_sfc3mik6snaw7buodbobenrsra 384 54 Vote vote NN work_sfc3mik6snaw7buodbobenrsra 384 55 16 16 CD work_sfc3mik6snaw7buodbobenrsra 384 56 126 126 CD work_sfc3mik6snaw7buodbobenrsra 384 57 16 16 CD work_sfc3mik6snaw7buodbobenrsra 384 58 126 126 CD work_sfc3mik6snaw7buodbobenrsra 384 59 16 16 CD work_sfc3mik6snaw7buodbobenrsra 384 60 126 126 CD work_sfc3mik6snaw7buodbobenrsra 384 61 21 21 CD work_sfc3mik6snaw7buodbobenrsra 384 62 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 384 63 - - HYPH work_sfc3mik6snaw7buodbobenrsra 384 64 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 384 65 9 9 CD work_sfc3mik6snaw7buodbobenrsra 384 66 355 355 CD work_sfc3mik6snaw7buodbobenrsra 384 67 9 9 CD work_sfc3mik6snaw7buodbobenrsra 384 68 355 355 CD work_sfc3mik6snaw7buodbobenrsra 384 69 9 9 CD work_sfc3mik6snaw7buodbobenrsra 384 70 355 355 CD work_sfc3mik6snaw7buodbobenrsra 384 71 27 27 CD work_sfc3mik6snaw7buodbobenrsra 384 72 1 1 CD work_sfc3mik6snaw7buodbobenrsra 384 73 The the DT work_sfc3mik6snaw7buodbobenrsra 384 74 Java Java NNP work_sfc3mik6snaw7buodbobenrsra 384 75 source source NN work_sfc3mik6snaw7buodbobenrsra 384 76 code code NN work_sfc3mik6snaw7buodbobenrsra 384 77 is be VBZ work_sfc3mik6snaw7buodbobenrsra 384 78 publicly publicly RB work_sfc3mik6snaw7buodbobenrsra 384 79 available available JJ work_sfc3mik6snaw7buodbobenrsra 384 80 at at IN work_sfc3mik6snaw7buodbobenrsra 384 81 http://www.cs.uwaterloo.ca/ http://www.cs.uwaterloo.ca/ NNP work_sfc3mik6snaw7buodbobenrsra 384 82 � � NNP work_sfc3mik6snaw7buodbobenrsra 384 83 s255khan s255khan NNP work_sfc3mik6snaw7buodbobenrsra 384 84 / / SYM work_sfc3mik6snaw7buodbobenrsra 384 85 code code NN work_sfc3mik6snaw7buodbobenrsra 384 86 / / SYM work_sfc3mik6snaw7buodbobenrsra 384 87 kmodes kmode NNS work_sfc3mik6snaw7buodbobenrsra 384 88 - - HYPH work_sfc3mik6snaw7buodbobenrsra 384 89 init.zip init.zip -LRB- work_sfc3mik6snaw7buodbobenrsra 384 90 . . . work_sfc3mik6snaw7buodbobenrsra 385 1 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 385 2 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 385 3 , , , work_sfc3mik6snaw7buodbobenrsra 385 4 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 385 5 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 385 6 / / SYM work_sfc3mik6snaw7buodbobenrsra 385 7 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 385 8 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 385 9 with with IN work_sfc3mik6snaw7buodbobenrsra 385 10 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 385 11 40 40 CD work_sfc3mik6snaw7buodbobenrsra 385 12 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 385 13 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 385 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 385 15 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 385 16 7451 7451 CD work_sfc3mik6snaw7buodbobenrsra 385 17 Author author NN work_sfc3mik6snaw7buodbobenrsra 385 18 's 's POS work_sfc3mik6snaw7buodbobenrsra 385 19 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 385 20 copy copy NN work_sfc3mik6snaw7buodbobenrsra 385 21 � � . work_sfc3mik6snaw7buodbobenrsra 385 22 Experiment3 experiment3 NN work_sfc3mik6snaw7buodbobenrsra 385 23 : : : work_sfc3mik6snaw7buodbobenrsra 385 24 For for IN work_sfc3mik6snaw7buodbobenrsra 385 25 some some DT work_sfc3mik6snaw7buodbobenrsra 385 26 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 385 27 , , , work_sfc3mik6snaw7buodbobenrsra 385 28 the the DT work_sfc3mik6snaw7buodbobenrsra 385 29 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 385 30 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 385 31 are be VBP work_sfc3mik6snaw7buodbobenrsra 385 32 differ- differ- JJ work_sfc3mik6snaw7buodbobenrsra 385 33 ent ent NN work_sfc3mik6snaw7buodbobenrsra 385 34 from from IN work_sfc3mik6snaw7buodbobenrsra 385 35 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 385 36 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 385 37 , , , work_sfc3mik6snaw7buodbobenrsra 385 38 for for IN work_sfc3mik6snaw7buodbobenrsra 385 39 those those DT work_sfc3mik6snaw7buodbobenrsra 385 40 cases case NNS work_sfc3mik6snaw7buodbobenrsra 385 41 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 385 42 compared compare VBD work_sfc3mik6snaw7buodbobenrsra 385 43 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 385 44 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 385 45 results result NNS work_sfc3mik6snaw7buodbobenrsra 385 46 . . . work_sfc3mik6snaw7buodbobenrsra 386 1 � � JJ work_sfc3mik6snaw7buodbobenrsra 386 2 Experiment4 Experiment4 NNP work_sfc3mik6snaw7buodbobenrsra 386 3 : : : work_sfc3mik6snaw7buodbobenrsra 386 4 For for IN work_sfc3mik6snaw7buodbobenrsra 386 5 all all PDT work_sfc3mik6snaw7buodbobenrsra 386 6 the the DT work_sfc3mik6snaw7buodbobenrsra 386 7 three three CD work_sfc3mik6snaw7buodbobenrsra 386 8 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 386 9 to to TO work_sfc3mik6snaw7buodbobenrsra 386 10 compute compute VB work_sfc3mik6snaw7buodbobenrsra 386 11 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 386 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 386 13 centers center NNS work_sfc3mik6snaw7buodbobenrsra 386 14 i.e. i.e. FW work_sfc3mik6snaw7buodbobenrsra 387 1 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 387 2 , , , work_sfc3mik6snaw7buodbobenrsra 387 3 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 387 4 and and CC work_sfc3mik6snaw7buodbobenrsra 387 5 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 387 6 , , , work_sfc3mik6snaw7buodbobenrsra 387 7 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 387 8 com- com- RB work_sfc3mik6snaw7buodbobenrsra 387 9 puted put VBD work_sfc3mik6snaw7buodbobenrsra 387 10 the the DT work_sfc3mik6snaw7buodbobenrsra 387 11 matchMetric matchmetric NN work_sfc3mik6snaw7buodbobenrsra 387 12 to to TO work_sfc3mik6snaw7buodbobenrsra 387 13 measure measure VB work_sfc3mik6snaw7buodbobenrsra 387 14 the the DT work_sfc3mik6snaw7buodbobenrsra 387 15 quality quality NN work_sfc3mik6snaw7buodbobenrsra 387 16 of of IN work_sfc3mik6snaw7buodbobenrsra 387 17 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 387 18 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 387 19 centers center NNS work_sfc3mik6snaw7buodbobenrsra 387 20 in in IN work_sfc3mik6snaw7buodbobenrsra 387 21 terms term NNS work_sfc3mik6snaw7buodbobenrsra 387 22 of of IN work_sfc3mik6snaw7buodbobenrsra 387 23 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 387 24 closeness closeness NN work_sfc3mik6snaw7buodbobenrsra 387 25 to to IN work_sfc3mik6snaw7buodbobenrsra 387 26 the the DT work_sfc3mik6snaw7buodbobenrsra 387 27 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 387 28 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 387 29 or or CC work_sfc3mik6snaw7buodbobenrsra 387 30 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 387 31 centers center NNS work_sfc3mik6snaw7buodbobenrsra 387 32 of of IN work_sfc3mik6snaw7buodbobenrsra 387 33 the the DT work_sfc3mik6snaw7buodbobenrsra 387 34 data datum NNS work_sfc3mik6snaw7buodbobenrsra 387 35 . . . work_sfc3mik6snaw7buodbobenrsra 388 1 � � NNP work_sfc3mik6snaw7buodbobenrsra 388 2 Experiment5 experiment5 NN work_sfc3mik6snaw7buodbobenrsra 388 3 : : : work_sfc3mik6snaw7buodbobenrsra 388 4 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 388 5 performed perform VBD work_sfc3mik6snaw7buodbobenrsra 388 6 a a DT work_sfc3mik6snaw7buodbobenrsra 388 7 scalability scalability NN work_sfc3mik6snaw7buodbobenrsra 388 8 test test NN work_sfc3mik6snaw7buodbobenrsra 388 9 by by IN work_sfc3mik6snaw7buodbobenrsra 388 10 increasing increase VBG work_sfc3mik6snaw7buodbobenrsra 388 11 the the DT work_sfc3mik6snaw7buodbobenrsra 388 12 number number NN work_sfc3mik6snaw7buodbobenrsra 388 13 of of IN work_sfc3mik6snaw7buodbobenrsra 388 14 data datum NNS work_sfc3mik6snaw7buodbobenrsra 388 15 objects object NNS work_sfc3mik6snaw7buodbobenrsra 388 16 � � NNP work_sfc3mik6snaw7buodbobenrsra 388 17 100,000 100,000 CD work_sfc3mik6snaw7buodbobenrsra 388 18 and and CC work_sfc3mik6snaw7buodbobenrsra 388 19 recording record VBG work_sfc3mik6snaw7buodbobenrsra 388 20 the the DT work_sfc3mik6snaw7buodbobenrsra 388 21 time time NN work_sfc3mik6snaw7buodbobenrsra 388 22 spent spend VBN work_sfc3mik6snaw7buodbobenrsra 388 23 in in IN work_sfc3mik6snaw7buodbobenrsra 388 24 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 388 25 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 388 26 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 388 27 centers center NNS work_sfc3mik6snaw7buodbobenrsra 388 28 . . . work_sfc3mik6snaw7buodbobenrsra 389 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 389 2 also also RB work_sfc3mik6snaw7buodbobenrsra 389 3 compared compare VBD work_sfc3mik6snaw7buodbobenrsra 389 4 the the DT work_sfc3mik6snaw7buodbobenrsra 389 5 order order NN work_sfc3mik6snaw7buodbobenrsra 389 6 of of IN work_sfc3mik6snaw7buodbobenrsra 389 7 time time NN work_sfc3mik6snaw7buodbobenrsra 389 8 complexities complexity NNS work_sfc3mik6snaw7buodbobenrsra 389 9 of of IN work_sfc3mik6snaw7buodbobenrsra 389 10 the the DT work_sfc3mik6snaw7buodbobenrsra 389 11 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 389 12 method method NN work_sfc3mik6snaw7buodbobenrsra 389 13 with with IN work_sfc3mik6snaw7buodbobenrsra 389 14 two two CD work_sfc3mik6snaw7buodbobenrsra 389 15 other other JJ work_sfc3mik6snaw7buodbobenrsra 389 16 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 389 17 methods method NNS work_sfc3mik6snaw7buodbobenrsra 389 18 . . . work_sfc3mik6snaw7buodbobenrsra 390 1 Experiment1 Experiment1 NNP work_sfc3mik6snaw7buodbobenrsra 390 2 . . . work_sfc3mik6snaw7buodbobenrsra 391 1 Tables table NNS work_sfc3mik6snaw7buodbobenrsra 391 2 5–11 5–11 CD work_sfc3mik6snaw7buodbobenrsra 391 3 show show VBP work_sfc3mik6snaw7buodbobenrsra 391 4 the the DT work_sfc3mik6snaw7buodbobenrsra 391 5 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 391 6 results result NNS work_sfc3mik6snaw7buodbobenrsra 391 7 , , , work_sfc3mik6snaw7buodbobenrsra 391 8 with with IN work_sfc3mik6snaw7buodbobenrsra 391 9 con- con- NNP work_sfc3mik6snaw7buodbobenrsra 391 10 fusion fusion NNP work_sfc3mik6snaw7buodbobenrsra 391 11 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 391 12 representing represent VBG work_sfc3mik6snaw7buodbobenrsra 391 13 the the DT work_sfc3mik6snaw7buodbobenrsra 391 14 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 391 15 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 391 16 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 391 17 by by IN work_sfc3mik6snaw7buodbobenrsra 391 18 seed- seed- JJ work_sfc3mik6snaw7buodbobenrsra 391 19 ing ing NNP work_sfc3mik6snaw7buodbobenrsra 391 20 K K NNP work_sfc3mik6snaw7buodbobenrsra 391 21 - - HYPH work_sfc3mik6snaw7buodbobenrsra 391 22 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 391 23 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 391 24 with with IN work_sfc3mik6snaw7buodbobenrsra 391 25 the the DT work_sfc3mik6snaw7buodbobenrsra 391 26 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 391 27 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 391 28 centers center NNS work_sfc3mik6snaw7buodbobenrsra 391 29 computed compute VBD work_sfc3mik6snaw7buodbobenrsra 391 30 using use VBG work_sfc3mik6snaw7buodbobenrsra 391 31 the the DT work_sfc3mik6snaw7buodbobenrsra 391 32 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 391 33 method method NN work_sfc3mik6snaw7buodbobenrsra 391 34 . . . work_sfc3mik6snaw7buodbobenrsra 392 1 It -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 392 2 can can MD work_sfc3mik6snaw7buodbobenrsra 392 3 be be VB work_sfc3mik6snaw7buodbobenrsra 392 4 seen see VBN work_sfc3mik6snaw7buodbobenrsra 392 5 that that IN work_sfc3mik6snaw7buodbobenrsra 392 6 the the DT work_sfc3mik6snaw7buodbobenrsra 392 7 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 392 8 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 392 9 method method NN work_sfc3mik6snaw7buodbobenrsra 392 10 outperforms outperform VBZ work_sfc3mik6snaw7buodbobenrsra 392 11 random random JJ work_sfc3mik6snaw7buodbobenrsra 392 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 392 13 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 392 14 when when WRB work_sfc3mik6snaw7buodbobenrsra 392 15 used use VBN work_sfc3mik6snaw7buodbobenrsra 392 16 as as IN work_sfc3mik6snaw7buodbobenrsra 392 17 seed seed NN work_sfc3mik6snaw7buodbobenrsra 392 18 for for IN work_sfc3mik6snaw7buodbobenrsra 392 19 K K NNP work_sfc3mik6snaw7buodbobenrsra 392 20 - - HYPH work_sfc3mik6snaw7buodbobenrsra 392 21 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 392 22 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 392 23 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 392 24 for for IN work_sfc3mik6snaw7buodbobenrsra 392 25 the the DT work_sfc3mik6snaw7buodbobenrsra 392 26 cate- cate- NNP work_sfc3mik6snaw7buodbobenrsra 392 27 gorical gorical JJ work_sfc3mik6snaw7buodbobenrsra 392 28 data datum NNS work_sfc3mik6snaw7buodbobenrsra 392 29 in in IN work_sfc3mik6snaw7buodbobenrsra 392 30 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 392 31 , , , work_sfc3mik6snaw7buodbobenrsra 392 32 precision precision NN work_sfc3mik6snaw7buodbobenrsra 392 33 and and CC work_sfc3mik6snaw7buodbobenrsra 392 34 recall recall NN work_sfc3mik6snaw7buodbobenrsra 392 35 . . . work_sfc3mik6snaw7buodbobenrsra 393 1 The the DT work_sfc3mik6snaw7buodbobenrsra 393 2 random random JJ work_sfc3mik6snaw7buodbobenrsra 393 3 initiali- initiali- NN work_sfc3mik6snaw7buodbobenrsra 393 4 zation zation NN work_sfc3mik6snaw7buodbobenrsra 393 5 method method NN work_sfc3mik6snaw7buodbobenrsra 393 6 gives give VBZ work_sfc3mik6snaw7buodbobenrsra 393 7 non non JJ work_sfc3mik6snaw7buodbobenrsra 393 8 - - JJ work_sfc3mik6snaw7buodbobenrsra 393 9 repeatable repeatable JJ work_sfc3mik6snaw7buodbobenrsra 393 10 results result NNS work_sfc3mik6snaw7buodbobenrsra 393 11 , , , work_sfc3mik6snaw7buodbobenrsra 393 12 whereas whereas IN work_sfc3mik6snaw7buodbobenrsra 393 13 the the DT work_sfc3mik6snaw7buodbobenrsra 393 14 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 393 15 method method NN work_sfc3mik6snaw7buodbobenrsra 393 16 gives give VBZ work_sfc3mik6snaw7buodbobenrsra 393 17 fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 393 18 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 393 19 results result NNS work_sfc3mik6snaw7buodbobenrsra 393 20 . . . work_sfc3mik6snaw7buodbobenrsra 394 1 Therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 394 2 , , , work_sfc3mik6snaw7buodbobenrsra 394 3 repeat- repeat- NN work_sfc3mik6snaw7buodbobenrsra 394 4 able able JJ work_sfc3mik6snaw7buodbobenrsra 394 5 and and CC work_sfc3mik6snaw7buodbobenrsra 394 6 better better JJ work_sfc3mik6snaw7buodbobenrsra 394 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 394 8 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 394 9 can can MD work_sfc3mik6snaw7buodbobenrsra 394 10 be be VB work_sfc3mik6snaw7buodbobenrsra 394 11 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 394 12 by by IN work_sfc3mik6snaw7buodbobenrsra 394 13 using use VBG work_sfc3mik6snaw7buodbobenrsra 394 14 the the DT work_sfc3mik6snaw7buodbobenrsra 394 15 pro- pro- NN work_sfc3mik6snaw7buodbobenrsra 394 16 posed pose VBN work_sfc3mik6snaw7buodbobenrsra 394 17 method method NN work_sfc3mik6snaw7buodbobenrsra 394 18 . . . work_sfc3mik6snaw7buodbobenrsra 395 1 In in IN work_sfc3mik6snaw7buodbobenrsra 395 2 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 395 3 to to IN work_sfc3mik6snaw7buodbobenrsra 395 4 the the DT work_sfc3mik6snaw7buodbobenrsra 395 5 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 395 6 methods method NNS work_sfc3mik6snaw7buodbobenrsra 395 7 of of IN work_sfc3mik6snaw7buodbobenrsra 395 8 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 395 9 et et NNP work_sfc3mik6snaw7buodbobenrsra 395 10 al al NNP work_sfc3mik6snaw7buodbobenrsra 395 11 . . . work_sfc3mik6snaw7buodbobenrsra 396 1 and and CC work_sfc3mik6snaw7buodbobenrsra 396 2 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 396 3 et et NNP work_sfc3mik6snaw7buodbobenrsra 396 4 al al NNP work_sfc3mik6snaw7buodbobenrsra 396 5 . . NNP work_sfc3mik6snaw7buodbobenrsra 396 6 , , , work_sfc3mik6snaw7buodbobenrsra 396 7 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 396 8 evaluate evaluate VBP work_sfc3mik6snaw7buodbobenrsra 396 9 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 396 10 results result NNS work_sfc3mik6snaw7buodbobenrsra 396 11 in in IN work_sfc3mik6snaw7buodbobenrsra 396 12 terms term NNS work_sfc3mik6snaw7buodbobenrsra 396 13 of of IN work_sfc3mik6snaw7buodbobenrsra 396 14 : : : work_sfc3mik6snaw7buodbobenrsra 396 15 � � NNP work_sfc3mik6snaw7buodbobenrsra 396 16 Accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 396 17 – – : work_sfc3mik6snaw7buodbobenrsra 396 18 The the DT work_sfc3mik6snaw7buodbobenrsra 396 19 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 396 20 method method NN work_sfc3mik6snaw7buodbobenrsra 396 21 outperforms outperform NNS work_sfc3mik6snaw7buodbobenrsra 396 22 or or CC work_sfc3mik6snaw7buodbobenrsra 396 23 equals equal VBZ work_sfc3mik6snaw7buodbobenrsra 396 24 other other JJ work_sfc3mik6snaw7buodbobenrsra 396 25 methods method NNS work_sfc3mik6snaw7buodbobenrsra 396 26 in in IN work_sfc3mik6snaw7buodbobenrsra 396 27 4 4 CD work_sfc3mik6snaw7buodbobenrsra 396 28 cases case NNS work_sfc3mik6snaw7buodbobenrsra 396 29 and and CC work_sfc3mik6snaw7buodbobenrsra 396 30 perform perform VB work_sfc3mik6snaw7buodbobenrsra 396 31 worse bad JJR work_sfc3mik6snaw7buodbobenrsra 396 32 in in IN work_sfc3mik6snaw7buodbobenrsra 396 33 one one CD work_sfc3mik6snaw7buodbobenrsra 396 34 case case NN work_sfc3mik6snaw7buodbobenrsra 396 35 . . . work_sfc3mik6snaw7buodbobenrsra 397 1 � � NNP work_sfc3mik6snaw7buodbobenrsra 397 2 Precision precision NN work_sfc3mik6snaw7buodbobenrsra 397 3 – – : work_sfc3mik6snaw7buodbobenrsra 397 4 The the DT work_sfc3mik6snaw7buodbobenrsra 397 5 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 397 6 method method NN work_sfc3mik6snaw7buodbobenrsra 397 7 performs perform VBZ work_sfc3mik6snaw7buodbobenrsra 397 8 well well RB work_sfc3mik6snaw7buodbobenrsra 397 9 or or CC work_sfc3mik6snaw7buodbobenrsra 397 10 equals equal VBZ work_sfc3mik6snaw7buodbobenrsra 397 11 other other JJ work_sfc3mik6snaw7buodbobenrsra 397 12 methods method NNS work_sfc3mik6snaw7buodbobenrsra 397 13 in in IN work_sfc3mik6snaw7buodbobenrsra 397 14 2 2 CD work_sfc3mik6snaw7buodbobenrsra 397 15 cases case NNS work_sfc3mik6snaw7buodbobenrsra 397 16 and and CC work_sfc3mik6snaw7buodbobenrsra 397 17 performs perform VBZ work_sfc3mik6snaw7buodbobenrsra 397 18 worse bad JJR work_sfc3mik6snaw7buodbobenrsra 397 19 in in IN work_sfc3mik6snaw7buodbobenrsra 397 20 3 3 CD work_sfc3mik6snaw7buodbobenrsra 397 21 cases case NNS work_sfc3mik6snaw7buodbobenrsra 397 22 . . . work_sfc3mik6snaw7buodbobenrsra 398 1 � � NNP work_sfc3mik6snaw7buodbobenrsra 398 2 Recall recall NN work_sfc3mik6snaw7buodbobenrsra 398 3 – – : work_sfc3mik6snaw7buodbobenrsra 398 4 The the DT work_sfc3mik6snaw7buodbobenrsra 398 5 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 398 6 method method NN work_sfc3mik6snaw7buodbobenrsra 398 7 outperforms outperform NNS work_sfc3mik6snaw7buodbobenrsra 398 8 or or CC work_sfc3mik6snaw7buodbobenrsra 398 9 equals equal VBZ work_sfc3mik6snaw7buodbobenrsra 398 10 other other JJ work_sfc3mik6snaw7buodbobenrsra 398 11 methods method NNS work_sfc3mik6snaw7buodbobenrsra 398 12 in in IN work_sfc3mik6snaw7buodbobenrsra 398 13 4 4 CD work_sfc3mik6snaw7buodbobenrsra 398 14 cases case NNS work_sfc3mik6snaw7buodbobenrsra 398 15 and and CC work_sfc3mik6snaw7buodbobenrsra 398 16 performs perform VBZ work_sfc3mik6snaw7buodbobenrsra 398 17 worse bad JJR work_sfc3mik6snaw7buodbobenrsra 398 18 in in IN work_sfc3mik6snaw7buodbobenrsra 398 19 1 1 CD work_sfc3mik6snaw7buodbobenrsra 398 20 case case NN work_sfc3mik6snaw7buodbobenrsra 398 21 . . . work_sfc3mik6snaw7buodbobenrsra 399 1 The the DT work_sfc3mik6snaw7buodbobenrsra 399 2 results result NNS work_sfc3mik6snaw7buodbobenrsra 399 3 for for IN work_sfc3mik6snaw7buodbobenrsra 399 4 Congressional congressional JJ work_sfc3mik6snaw7buodbobenrsra 399 5 Vote Vote NNP work_sfc3mik6snaw7buodbobenrsra 399 6 and and CC work_sfc3mik6snaw7buodbobenrsra 399 7 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 399 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 399 9 are be VBP work_sfc3mik6snaw7buodbobenrsra 399 10 not not RB work_sfc3mik6snaw7buodbobenrsra 399 11 available available JJ work_sfc3mik6snaw7buodbobenrsra 399 12 from from IN work_sfc3mik6snaw7buodbobenrsra 399 13 the the DT work_sfc3mik6snaw7buodbobenrsra 399 14 papers paper NNS work_sfc3mik6snaw7buodbobenrsra 399 15 from from IN work_sfc3mik6snaw7buodbobenrsra 399 16 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 399 17 et et NNP work_sfc3mik6snaw7buodbobenrsra 399 18 al al NNP work_sfc3mik6snaw7buodbobenrsra 399 19 . . . work_sfc3mik6snaw7buodbobenrsra 400 1 and and CC work_sfc3mik6snaw7buodbobenrsra 400 2 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 400 3 et et NNP work_sfc3mik6snaw7buodbobenrsra 400 4 al al NNP work_sfc3mik6snaw7buodbobenrsra 400 5 . . NNP work_sfc3mik6snaw7buodbobenrsra 400 6 , , , work_sfc3mik6snaw7buodbobenrsra 400 7 there- there- NNP work_sfc3mik6snaw7buodbobenrsra 400 8 fore fore IN work_sfc3mik6snaw7buodbobenrsra 400 9 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 400 10 compared compare VBD work_sfc3mik6snaw7buodbobenrsra 400 11 the the DT work_sfc3mik6snaw7buodbobenrsra 400 12 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 400 13 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 400 14 of of IN work_sfc3mik6snaw7buodbobenrsra 400 15 the the DT work_sfc3mik6snaw7buodbobenrsra 400 16 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 400 17 method method NN work_sfc3mik6snaw7buodbobenrsra 400 18 against against IN work_sfc3mik6snaw7buodbobenrsra 400 19 the the DT work_sfc3mik6snaw7buodbobenrsra 400 20 random random JJ work_sfc3mik6snaw7buodbobenrsra 400 21 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 400 22 method method NN work_sfc3mik6snaw7buodbobenrsra 400 23 . . . work_sfc3mik6snaw7buodbobenrsra 401 1 The the DT work_sfc3mik6snaw7buodbobenrsra 401 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 401 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 401 4 for for IN work_sfc3mik6snaw7buodbobenrsra 401 5 Table table NN work_sfc3mik6snaw7buodbobenrsra 401 6 5 5 CD work_sfc3mik6snaw7buodbobenrsra 401 7 Clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 401 8 results result NNS work_sfc3mik6snaw7buodbobenrsra 401 9 for for IN work_sfc3mik6snaw7buodbobenrsra 401 10 Soybean Soybean NNP work_sfc3mik6snaw7buodbobenrsra 401 11 Small small JJ work_sfc3mik6snaw7buodbobenrsra 401 12 data datum NNS work_sfc3mik6snaw7buodbobenrsra 401 13 . . . work_sfc3mik6snaw7buodbobenrsra 402 1 Cluster Cluster NNP work_sfc3mik6snaw7buodbobenrsra 402 2 Class Class NNP work_sfc3mik6snaw7buodbobenrsra 402 3 D1 d1 NN work_sfc3mik6snaw7buodbobenrsra 402 4 D2 D2 NNP work_sfc3mik6snaw7buodbobenrsra 402 5 D3 D3 NNP work_sfc3mik6snaw7buodbobenrsra 402 6 D4 D4 NNP work_sfc3mik6snaw7buodbobenrsra 402 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 402 8 a a LS work_sfc3mik6snaw7buodbobenrsra 402 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 402 10 Confusion confusion NN work_sfc3mik6snaw7buodbobenrsra 402 11 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 402 12 D1 d1 NN work_sfc3mik6snaw7buodbobenrsra 402 13 10 10 CD work_sfc3mik6snaw7buodbobenrsra 402 14 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 15 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 16 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 17 D2 d2 NN work_sfc3mik6snaw7buodbobenrsra 402 18 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 19 10 10 CD work_sfc3mik6snaw7buodbobenrsra 402 20 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 21 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 22 D3 D3 NNS work_sfc3mik6snaw7buodbobenrsra 402 23 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 24 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 25 10 10 CD work_sfc3mik6snaw7buodbobenrsra 402 26 2 2 CD work_sfc3mik6snaw7buodbobenrsra 402 27 D4 d4 NN work_sfc3mik6snaw7buodbobenrsra 402 28 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 29 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 30 0 0 CD work_sfc3mik6snaw7buodbobenrsra 402 31 15 15 CD work_sfc3mik6snaw7buodbobenrsra 402 32 Random Random NNP work_sfc3mik6snaw7buodbobenrsra 402 33 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 402 34 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 402 35 Proposed Proposed NNP work_sfc3mik6snaw7buodbobenrsra 402 36 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 402 37 b b LS work_sfc3mik6snaw7buodbobenrsra 402 38 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 402 39 Performance Performance NNP work_sfc3mik6snaw7buodbobenrsra 402 40 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 402 41 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 402 42 0.8644 0.8644 CD work_sfc3mik6snaw7buodbobenrsra 402 43 1 1 CD work_sfc3mik6snaw7buodbobenrsra 402 44 1 1 CD work_sfc3mik6snaw7buodbobenrsra 402 45 0.9574 0.9574 CD work_sfc3mik6snaw7buodbobenrsra 402 46 PR pr CD work_sfc3mik6snaw7buodbobenrsra 402 47 0.8999 0.8999 CD work_sfc3mik6snaw7buodbobenrsra 402 48 1 1 CD work_sfc3mik6snaw7buodbobenrsra 402 49 1 1 CD work_sfc3mik6snaw7buodbobenrsra 402 50 0.9583 0.9583 CD work_sfc3mik6snaw7buodbobenrsra 402 51 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 402 52 0.8342 0.8342 CD work_sfc3mik6snaw7buodbobenrsra 402 53 1 1 CD work_sfc3mik6snaw7buodbobenrsra 402 54 1 1 CD work_sfc3mik6snaw7buodbobenrsra 402 55 0.9705 0.9705 CD work_sfc3mik6snaw7buodbobenrsra 402 56 Table table NN work_sfc3mik6snaw7buodbobenrsra 402 57 6 6 CD work_sfc3mik6snaw7buodbobenrsra 402 58 Clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 402 59 results result NNS work_sfc3mik6snaw7buodbobenrsra 402 60 for for IN work_sfc3mik6snaw7buodbobenrsra 402 61 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 402 62 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 402 63 data datum NNS work_sfc3mik6snaw7buodbobenrsra 402 64 . . . work_sfc3mik6snaw7buodbobenrsra 403 1 Cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 403 2 Class class NN work_sfc3mik6snaw7buodbobenrsra 403 3 Benign Benign NNP work_sfc3mik6snaw7buodbobenrsra 403 4 Malignant Malignant NNP work_sfc3mik6snaw7buodbobenrsra 403 5 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 403 6 a a DT work_sfc3mik6snaw7buodbobenrsra 403 7 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 403 8 Confusion confusion NN work_sfc3mik6snaw7buodbobenrsra 403 9 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 403 10 Benign Benign NNP work_sfc3mik6snaw7buodbobenrsra 403 11 453 453 CD work_sfc3mik6snaw7buodbobenrsra 403 12 56 56 CD work_sfc3mik6snaw7buodbobenrsra 403 13 Malignant malignant JJ work_sfc3mik6snaw7buodbobenrsra 403 14 5 5 CD work_sfc3mik6snaw7buodbobenrsra 403 15 185 185 CD work_sfc3mik6snaw7buodbobenrsra 403 16 Random Random NNP work_sfc3mik6snaw7buodbobenrsra 403 17 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 403 18 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 403 19 Proposed Proposed NNP work_sfc3mik6snaw7buodbobenrsra 403 20 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 403 21 b b LS work_sfc3mik6snaw7buodbobenrsra 403 22 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 403 23 Performance Performance NNP work_sfc3mik6snaw7buodbobenrsra 403 24 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 403 25 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 403 26 0.8364 0.8364 CD work_sfc3mik6snaw7buodbobenrsra 403 27 0.9113 0.9113 CD work_sfc3mik6snaw7buodbobenrsra 403 28 0.9113 0.9113 CD work_sfc3mik6snaw7buodbobenrsra 403 29 0.9127 0.9127 CD work_sfc3mik6snaw7buodbobenrsra 403 30 PR PR NNP work_sfc3mik6snaw7buodbobenrsra 403 31 0.8699 0.8699 CD work_sfc3mik6snaw7buodbobenrsra 403 32 0.9292 0.9292 CD work_sfc3mik6snaw7buodbobenrsra 403 33 0.9292 0.9292 CD work_sfc3mik6snaw7buodbobenrsra 403 34 0.9318 0.9318 CD work_sfc3mik6snaw7buodbobenrsra 403 35 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 403 36 0.7743 0.7743 CD work_sfc3mik6snaw7buodbobenrsra 403 37 0.8773 0.8773 CD work_sfc3mik6snaw7buodbobenrsra 403 38 0.8773 0.8773 CD work_sfc3mik6snaw7buodbobenrsra 403 39 0.8783 0.8783 CD work_sfc3mik6snaw7buodbobenrsra 403 40 Table table NN work_sfc3mik6snaw7buodbobenrsra 403 41 7 7 CD work_sfc3mik6snaw7buodbobenrsra 403 42 Clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 403 43 results result NNS work_sfc3mik6snaw7buodbobenrsra 403 44 for for IN work_sfc3mik6snaw7buodbobenrsra 403 45 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 403 46 data datum NNS work_sfc3mik6snaw7buodbobenrsra 403 47 . . . work_sfc3mik6snaw7buodbobenrsra 404 1 Cluster Cluster NNP work_sfc3mik6snaw7buodbobenrsra 404 2 Class Class NNP work_sfc3mik6snaw7buodbobenrsra 404 3 a a NN work_sfc3mik6snaw7buodbobenrsra 404 4 b b NN work_sfc3mik6snaw7buodbobenrsra 404 5 c c NN work_sfc3mik6snaw7buodbobenrsra 404 6 d d NNP work_sfc3mik6snaw7buodbobenrsra 404 7 e e NNP work_sfc3mik6snaw7buodbobenrsra 404 8 f f NNP work_sfc3mik6snaw7buodbobenrsra 404 9 g g NNP work_sfc3mik6snaw7buodbobenrsra 404 10 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 404 11 a a LS work_sfc3mik6snaw7buodbobenrsra 404 12 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 404 13 Confusion confusion NN work_sfc3mik6snaw7buodbobenrsra 404 14 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 404 15 a a DT work_sfc3mik6snaw7buodbobenrsra 404 16 39 39 CD work_sfc3mik6snaw7buodbobenrsra 404 17 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 18 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 19 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 20 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 21 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 22 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 23 b b NN work_sfc3mik6snaw7buodbobenrsra 404 24 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 25 19 19 CD work_sfc3mik6snaw7buodbobenrsra 404 26 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 27 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 28 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 29 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 30 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 31 c c NN work_sfc3mik6snaw7buodbobenrsra 404 32 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 33 1 1 CD work_sfc3mik6snaw7buodbobenrsra 404 34 4 4 CD work_sfc3mik6snaw7buodbobenrsra 404 35 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 36 4 4 CD work_sfc3mik6snaw7buodbobenrsra 404 37 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 38 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 39 d d NN work_sfc3mik6snaw7buodbobenrsra 404 40 2 2 CD work_sfc3mik6snaw7buodbobenrsra 404 41 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 42 1 1 CD work_sfc3mik6snaw7buodbobenrsra 404 43 13 13 CD work_sfc3mik6snaw7buodbobenrsra 404 44 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 45 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 46 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 47 e e NN work_sfc3mik6snaw7buodbobenrsra 404 48 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 49 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 50 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 51 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 52 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 53 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 54 1 1 CD work_sfc3mik6snaw7buodbobenrsra 404 55 f f CD work_sfc3mik6snaw7buodbobenrsra 404 56 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 57 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 58 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 59 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 60 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 61 8 8 CD work_sfc3mik6snaw7buodbobenrsra 404 62 2 2 CD work_sfc3mik6snaw7buodbobenrsra 404 63 g g NN work_sfc3mik6snaw7buodbobenrsra 404 64 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 65 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 66 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 67 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 68 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 69 0 0 CD work_sfc3mik6snaw7buodbobenrsra 404 70 7 7 CD work_sfc3mik6snaw7buodbobenrsra 404 71 Random Random NNP work_sfc3mik6snaw7buodbobenrsra 404 72 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 404 73 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 404 74 Proposed Proposed NNP work_sfc3mik6snaw7buodbobenrsra 404 75 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 404 76 b b LS work_sfc3mik6snaw7buodbobenrsra 404 77 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 404 78 Performance performance NN work_sfc3mik6snaw7buodbobenrsra 404 79 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 404 80 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 404 81 0.8356 0.8356 CD work_sfc3mik6snaw7buodbobenrsra 404 82 0.8812 0.8812 CD work_sfc3mik6snaw7buodbobenrsra 404 83 0.8812 0.8812 CD work_sfc3mik6snaw7buodbobenrsra 404 84 0.8911 0.8911 CD work_sfc3mik6snaw7buodbobenrsra 404 85 PR pr IN work_sfc3mik6snaw7buodbobenrsra 404 86 0.8072 0.8072 CD work_sfc3mik6snaw7buodbobenrsra 404 87 0.8702 0.8702 CD work_sfc3mik6snaw7buodbobenrsra 404 88 0.8702 0.8702 CD work_sfc3mik6snaw7buodbobenrsra 404 89 0.7224 0.7224 CD work_sfc3mik6snaw7buodbobenrsra 404 90 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 404 91 0.6012 0.6012 CD work_sfc3mik6snaw7buodbobenrsra 404 92 0.6714 0.6714 CD work_sfc3mik6snaw7buodbobenrsra 404 93 0.6714 0.6714 CD work_sfc3mik6snaw7buodbobenrsra 404 94 0.7716 0.7716 CD work_sfc3mik6snaw7buodbobenrsra 404 95 Table table NN work_sfc3mik6snaw7buodbobenrsra 404 96 8 8 CD work_sfc3mik6snaw7buodbobenrsra 404 97 Clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 404 98 results result NNS work_sfc3mik6snaw7buodbobenrsra 404 99 for for IN work_sfc3mik6snaw7buodbobenrsra 404 100 Lung Lung NNP work_sfc3mik6snaw7buodbobenrsra 404 101 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 404 102 data datum NNS work_sfc3mik6snaw7buodbobenrsra 404 103 . . . work_sfc3mik6snaw7buodbobenrsra 405 1 Cluster Cluster NNP work_sfc3mik6snaw7buodbobenrsra 405 2 Class Class NNP work_sfc3mik6snaw7buodbobenrsra 405 3 a a NN work_sfc3mik6snaw7buodbobenrsra 405 4 b b NN work_sfc3mik6snaw7buodbobenrsra 405 5 c c NN work_sfc3mik6snaw7buodbobenrsra 405 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 405 7 a a LS work_sfc3mik6snaw7buodbobenrsra 405 8 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 405 9 Confusion confusion NN work_sfc3mik6snaw7buodbobenrsra 405 10 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 405 11 a a DT work_sfc3mik6snaw7buodbobenrsra 405 12 8 8 CD work_sfc3mik6snaw7buodbobenrsra 405 13 7 7 CD work_sfc3mik6snaw7buodbobenrsra 405 14 0 0 CD work_sfc3mik6snaw7buodbobenrsra 405 15 b b NN work_sfc3mik6snaw7buodbobenrsra 405 16 1 1 CD work_sfc3mik6snaw7buodbobenrsra 405 17 6 6 CD work_sfc3mik6snaw7buodbobenrsra 405 18 8 8 CD work_sfc3mik6snaw7buodbobenrsra 405 19 c c NN work_sfc3mik6snaw7buodbobenrsra 405 20 0 0 CD work_sfc3mik6snaw7buodbobenrsra 405 21 0 0 CD work_sfc3mik6snaw7buodbobenrsra 405 22 2 2 CD work_sfc3mik6snaw7buodbobenrsra 405 23 Random Random NNP work_sfc3mik6snaw7buodbobenrsra 405 24 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 405 25 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 405 26 Proposed Proposed NNP work_sfc3mik6snaw7buodbobenrsra 405 27 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 405 28 b b LS work_sfc3mik6snaw7buodbobenrsra 405 29 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 405 30 Performance Performance NNP work_sfc3mik6snaw7buodbobenrsra 405 31 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 405 32 AC ac NN work_sfc3mik6snaw7buodbobenrsra 405 33 0.5210 0.5210 IN work_sfc3mik6snaw7buodbobenrsra 405 34 0.5000 0.5000 CD work_sfc3mik6snaw7buodbobenrsra 405 35 0.5000 0.5000 CD work_sfc3mik6snaw7buodbobenrsra 405 36 0.5000 0.5000 CD work_sfc3mik6snaw7buodbobenrsra 405 37 PR pr NN work_sfc3mik6snaw7buodbobenrsra 405 38 0.5766 0.5766 CD work_sfc3mik6snaw7buodbobenrsra 405 39 0.5584 0.5584 CD work_sfc3mik6snaw7buodbobenrsra 405 40 0.5584 0.5584 CD work_sfc3mik6snaw7buodbobenrsra 405 41 0.6444 0.6444 CD work_sfc3mik6snaw7buodbobenrsra 405 42 RE re NN work_sfc3mik6snaw7buodbobenrsra 405 43 0.5123 0.5123 CD work_sfc3mik6snaw7buodbobenrsra 405 44 0.5014 0.5014 CD work_sfc3mik6snaw7buodbobenrsra 405 45 0.5014 0.5014 CD work_sfc3mik6snaw7buodbobenrsra 405 46 0.5168 0.5168 CD work_sfc3mik6snaw7buodbobenrsra 405 47 Table table NN work_sfc3mik6snaw7buodbobenrsra 405 48 9 9 CD work_sfc3mik6snaw7buodbobenrsra 405 49 Clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 405 50 results result NNS work_sfc3mik6snaw7buodbobenrsra 405 51 for for IN work_sfc3mik6snaw7buodbobenrsra 405 52 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 405 53 data datum NNS work_sfc3mik6snaw7buodbobenrsra 405 54 . . . work_sfc3mik6snaw7buodbobenrsra 406 1 Cluster Cluster NNP work_sfc3mik6snaw7buodbobenrsra 406 2 Class Class NNP work_sfc3mik6snaw7buodbobenrsra 406 3 Poisonous Poisonous NNP work_sfc3mik6snaw7buodbobenrsra 406 4 Edible Edible NNP work_sfc3mik6snaw7buodbobenrsra 406 5 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 406 6 a a LS work_sfc3mik6snaw7buodbobenrsra 406 7 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 406 8 Confusion confusion NN work_sfc3mik6snaw7buodbobenrsra 406 9 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 406 10 Poisonous poisonous JJ work_sfc3mik6snaw7buodbobenrsra 406 11 3052 3052 CD work_sfc3mik6snaw7buodbobenrsra 406 12 98 98 CD work_sfc3mik6snaw7buodbobenrsra 406 13 Edible edible JJ work_sfc3mik6snaw7buodbobenrsra 406 14 864 864 CD work_sfc3mik6snaw7buodbobenrsra 406 15 4110 4110 CD work_sfc3mik6snaw7buodbobenrsra 406 16 Random Random NNP work_sfc3mik6snaw7buodbobenrsra 406 17 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 406 18 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 406 19 Proposed Proposed NNP work_sfc3mik6snaw7buodbobenrsra 406 20 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 406 21 b b LS work_sfc3mik6snaw7buodbobenrsra 406 22 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 406 23 Performance performance NN work_sfc3mik6snaw7buodbobenrsra 406 24 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 406 25 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 406 26 0.7231 0.7231 CD work_sfc3mik6snaw7buodbobenrsra 406 27 0.8754 0.8754 CD work_sfc3mik6snaw7buodbobenrsra 406 28 0.8754 0.8754 CD work_sfc3mik6snaw7buodbobenrsra 406 29 0.8815 0.8815 CD work_sfc3mik6snaw7buodbobenrsra 406 30 PR pr NN work_sfc3mik6snaw7buodbobenrsra 406 31 0.7614 0.7614 CD work_sfc3mik6snaw7buodbobenrsra 406 32 0.9019 0.9019 CD work_sfc3mik6snaw7buodbobenrsra 406 33 0.9019 0.9019 CD work_sfc3mik6snaw7buodbobenrsra 406 34 0.8975 0.8975 CD work_sfc3mik6snaw7buodbobenrsra 406 35 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 406 36 0.7174 0.7174 CD work_sfc3mik6snaw7buodbobenrsra 406 37 0.8709 0.8709 CD work_sfc3mik6snaw7buodbobenrsra 406 38 0.8709 0.8709 CD work_sfc3mik6snaw7buodbobenrsra 406 39 0.8780 0.8780 CD work_sfc3mik6snaw7buodbobenrsra 406 40 Table table NN work_sfc3mik6snaw7buodbobenrsra 406 41 10 10 CD work_sfc3mik6snaw7buodbobenrsra 406 42 Clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 406 43 results result NNS work_sfc3mik6snaw7buodbobenrsra 406 44 for for IN work_sfc3mik6snaw7buodbobenrsra 406 45 Congressional Congressional NNP work_sfc3mik6snaw7buodbobenrsra 406 46 Vote Vote NNP work_sfc3mik6snaw7buodbobenrsra 406 47 data datum NNS work_sfc3mik6snaw7buodbobenrsra 406 48 . . . work_sfc3mik6snaw7buodbobenrsra 407 1 Cluster Cluster NNP work_sfc3mik6snaw7buodbobenrsra 407 2 Class Class NNP work_sfc3mik6snaw7buodbobenrsra 407 3 Republican Republican NNP work_sfc3mik6snaw7buodbobenrsra 407 4 Democrat Democrat NNP work_sfc3mik6snaw7buodbobenrsra 407 5 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 407 6 a a LS work_sfc3mik6snaw7buodbobenrsra 407 7 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 407 8 Confusion confusion NN work_sfc3mik6snaw7buodbobenrsra 407 9 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 407 10 Republican Republican NNP work_sfc3mik6snaw7buodbobenrsra 407 11 158 158 CD work_sfc3mik6snaw7buodbobenrsra 407 12 55 55 CD work_sfc3mik6snaw7buodbobenrsra 407 13 Democrat Democrat NNP work_sfc3mik6snaw7buodbobenrsra 407 14 10 10 CD work_sfc3mik6snaw7buodbobenrsra 407 15 212 212 CD work_sfc3mik6snaw7buodbobenrsra 407 16 Random Random NNP work_sfc3mik6snaw7buodbobenrsra 407 17 Proposed Proposed NNP work_sfc3mik6snaw7buodbobenrsra 407 18 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 407 19 b b LS work_sfc3mik6snaw7buodbobenrsra 407 20 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 407 21 Performance performance NN work_sfc3mik6snaw7buodbobenrsra 407 22 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 407 23 AC ac NN work_sfc3mik6snaw7buodbobenrsra 407 24 0.4972 0.4972 CD work_sfc3mik6snaw7buodbobenrsra 407 25 0.8506 0.8506 CD work_sfc3mik6snaw7buodbobenrsra 407 26 PR pr NN work_sfc3mik6snaw7buodbobenrsra 407 27 0.5030 0.5030 CD work_sfc3mik6snaw7buodbobenrsra 407 28 0.8484 0.8484 CD work_sfc3mik6snaw7buodbobenrsra 407 29 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 407 30 0.5031 0.5031 CD work_sfc3mik6snaw7buodbobenrsra 407 31 0.8672 0.8672 CD work_sfc3mik6snaw7buodbobenrsra 407 32 7452 7452 CD work_sfc3mik6snaw7buodbobenrsra 407 33 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 407 34 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 407 35 , , , work_sfc3mik6snaw7buodbobenrsra 407 36 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 407 37 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 407 38 / / SYM work_sfc3mik6snaw7buodbobenrsra 407 39 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 407 40 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 407 41 with with IN work_sfc3mik6snaw7buodbobenrsra 407 42 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 407 43 40 40 CD work_sfc3mik6snaw7buodbobenrsra 407 44 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 407 45 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 407 46 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 407 47 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 407 48 Author author NN work_sfc3mik6snaw7buodbobenrsra 407 49 's 's POS work_sfc3mik6snaw7buodbobenrsra 407 50 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 407 51 copy copy NN work_sfc3mik6snaw7buodbobenrsra 407 52 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 407 53 data datum NNS work_sfc3mik6snaw7buodbobenrsra 407 54 with with IN work_sfc3mik6snaw7buodbobenrsra 407 55 random random JJ work_sfc3mik6snaw7buodbobenrsra 407 56 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 407 57 are be VBP work_sfc3mik6snaw7buodbobenrsra 407 58 worse bad JJR work_sfc3mik6snaw7buodbobenrsra 407 59 due due JJ work_sfc3mik6snaw7buodbobenrsra 407 60 to to IN work_sfc3mik6snaw7buodbobenrsra 407 61 mixing mix VBG work_sfc3mik6snaw7buodbobenrsra 407 62 up up RP work_sfc3mik6snaw7buodbobenrsra 407 63 of of IN work_sfc3mik6snaw7buodbobenrsra 407 64 data datum NNS work_sfc3mik6snaw7buodbobenrsra 407 65 objects object NNS work_sfc3mik6snaw7buodbobenrsra 407 66 among among IN work_sfc3mik6snaw7buodbobenrsra 407 67 various various JJ work_sfc3mik6snaw7buodbobenrsra 407 68 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 407 69 . . . work_sfc3mik6snaw7buodbobenrsra 408 1 The the DT work_sfc3mik6snaw7buodbobenrsra 408 2 above above JJ work_sfc3mik6snaw7buodbobenrsra 408 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 408 4 are be VBP work_sfc3mik6snaw7buodbobenrsra 408 5 very very RB work_sfc3mik6snaw7buodbobenrsra 408 6 encouraging encouraging JJ work_sfc3mik6snaw7buodbobenrsra 408 7 due due IN work_sfc3mik6snaw7buodbobenrsra 408 8 to to IN work_sfc3mik6snaw7buodbobenrsra 408 9 the the DT work_sfc3mik6snaw7buodbobenrsra 408 10 fact fact NN work_sfc3mik6snaw7buodbobenrsra 408 11 that that IN work_sfc3mik6snaw7buodbobenrsra 408 12 the the DT work_sfc3mik6snaw7buodbobenrsra 408 13 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 408 14 method method NN work_sfc3mik6snaw7buodbobenrsra 408 15 attempts attempt NNS work_sfc3mik6snaw7buodbobenrsra 408 16 to to TO work_sfc3mik6snaw7buodbobenrsra 408 17 find find VB work_sfc3mik6snaw7buodbobenrsra 408 18 dense dense JJ work_sfc3mik6snaw7buodbobenrsra 408 19 localized localize VBN work_sfc3mik6snaw7buodbobenrsra 408 20 regions region NNS work_sfc3mik6snaw7buodbobenrsra 408 21 and and CC work_sfc3mik6snaw7buodbobenrsra 408 22 dis- dis- RB work_sfc3mik6snaw7buodbobenrsra 408 23 cards card NNS work_sfc3mik6snaw7buodbobenrsra 408 24 the the DT work_sfc3mik6snaw7buodbobenrsra 408 25 boundary boundary JJ work_sfc3mik6snaw7buodbobenrsra 408 26 cases case NNS work_sfc3mik6snaw7buodbobenrsra 408 27 , , , work_sfc3mik6snaw7buodbobenrsra 408 28 thus thus RB work_sfc3mik6snaw7buodbobenrsra 408 29 ensuring ensure VBG work_sfc3mik6snaw7buodbobenrsra 408 30 the the DT work_sfc3mik6snaw7buodbobenrsra 408 31 selection selection NN work_sfc3mik6snaw7buodbobenrsra 408 32 of of IN work_sfc3mik6snaw7buodbobenrsra 408 33 better well JJR work_sfc3mik6snaw7buodbobenrsra 408 34 ini- ini- DT work_sfc3mik6snaw7buodbobenrsra 408 35 tial tial JJ work_sfc3mik6snaw7buodbobenrsra 408 36 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 408 37 centers center NNS work_sfc3mik6snaw7buodbobenrsra 408 38 with with IN work_sfc3mik6snaw7buodbobenrsra 408 39 log log NN work_sfc3mik6snaw7buodbobenrsra 408 40 - - HYPH work_sfc3mik6snaw7buodbobenrsra 408 41 linear linear NN work_sfc3mik6snaw7buodbobenrsra 408 42 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 408 43 - - HYPH work_sfc3mik6snaw7buodbobenrsra 408 44 case case NN work_sfc3mik6snaw7buodbobenrsra 408 45 time time NN work_sfc3mik6snaw7buodbobenrsra 408 46 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 408 47 . . . work_sfc3mik6snaw7buodbobenrsra 409 1 The the DT work_sfc3mik6snaw7buodbobenrsra 409 2 method method NN work_sfc3mik6snaw7buodbobenrsra 409 3 of of IN work_sfc3mik6snaw7buodbobenrsra 409 4 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 409 5 et et NNP work_sfc3mik6snaw7buodbobenrsra 409 6 al al NNP work_sfc3mik6snaw7buodbobenrsra 409 7 . . . work_sfc3mik6snaw7buodbobenrsra 410 1 induces induce VBZ work_sfc3mik6snaw7buodbobenrsra 410 2 random random JJ work_sfc3mik6snaw7buodbobenrsra 410 3 selection selection NN work_sfc3mik6snaw7buodbobenrsra 410 4 of of IN work_sfc3mik6snaw7buodbobenrsra 410 5 data datum NNS work_sfc3mik6snaw7buodbobenrsra 410 6 objects object NNS work_sfc3mik6snaw7buodbobenrsra 410 7 and and CC work_sfc3mik6snaw7buodbobenrsra 410 8 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 410 9 et et NNP work_sfc3mik6snaw7buodbobenrsra 410 10 al al NNP work_sfc3mik6snaw7buodbobenrsra 410 11 . . . work_sfc3mik6snaw7buodbobenrsra 411 1 can can MD work_sfc3mik6snaw7buodbobenrsra 411 2 select select VB work_sfc3mik6snaw7buodbobenrsra 411 3 boundary boundary JJ work_sfc3mik6snaw7buodbobenrsra 411 4 cases case NNS work_sfc3mik6snaw7buodbobenrsra 411 5 as as IN work_sfc3mik6snaw7buodbobenrsra 411 6 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 411 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 411 8 centers center NNS work_sfc3mik6snaw7buodbobenrsra 411 9 which which WDT work_sfc3mik6snaw7buodbobenrsra 411 10 can can MD work_sfc3mik6snaw7buodbobenrsra 411 11 be be VB work_sfc3mik6snaw7buodbobenrsra 411 12 detrimental detrimental JJ work_sfc3mik6snaw7buodbobenrsra 411 13 to to IN work_sfc3mik6snaw7buodbobenrsra 411 14 the the DT work_sfc3mik6snaw7buodbobenrsra 411 15 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 411 16 results result NNS work_sfc3mik6snaw7buodbobenrsra 411 17 . . . work_sfc3mik6snaw7buodbobenrsra 412 1 The the DT work_sfc3mik6snaw7buodbobenrsra 412 2 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 412 3 values value NNS work_sfc3mik6snaw7buodbobenrsra 412 4 of of IN work_sfc3mik6snaw7buodbobenrsra 412 5 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 412 6 method method NN work_sfc3mik6snaw7buodbobenrsra 412 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 412 8 better well JJR work_sfc3mik6snaw7buodbobenrsra 412 9 than than IN work_sfc3mik6snaw7buodbobenrsra 412 10 or or CC work_sfc3mik6snaw7buodbobenrsra 412 11 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 412 12 to to IN work_sfc3mik6snaw7buodbobenrsra 412 13 other other JJ work_sfc3mik6snaw7buodbobenrsra 412 14 methods method NNS work_sfc3mik6snaw7buodbobenrsra 412 15 . . . work_sfc3mik6snaw7buodbobenrsra 413 1 The the DT work_sfc3mik6snaw7buodbobenrsra 413 2 only only JJ work_sfc3mik6snaw7buodbobenrsra 413 3 case case NN work_sfc3mik6snaw7buodbobenrsra 413 4 where where WRB work_sfc3mik6snaw7buodbobenrsra 413 5 the the DT work_sfc3mik6snaw7buodbobenrsra 413 6 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 413 7 method method NN work_sfc3mik6snaw7buodbobenrsra 413 8 perform perform VBP work_sfc3mik6snaw7buodbobenrsra 413 9 worse bad JJR work_sfc3mik6snaw7buodbobenrsra 413 10 in in IN work_sfc3mik6snaw7buodbobenrsra 413 11 all all DT work_sfc3mik6snaw7buodbobenrsra 413 12 three three CD work_sfc3mik6snaw7buodbobenrsra 413 13 performance performance NN work_sfc3mik6snaw7buodbobenrsra 413 14 metric metric NN work_sfc3mik6snaw7buodbobenrsra 413 15 is be VBZ work_sfc3mik6snaw7buodbobenrsra 413 16 the the DT work_sfc3mik6snaw7buodbobenrsra 413 17 Soybean Soybean NNP work_sfc3mik6snaw7buodbobenrsra 413 18 Small Small NNP work_sfc3mik6snaw7buodbobenrsra 413 19 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 413 20 . . . work_sfc3mik6snaw7buodbobenrsra 414 1 This this DT work_sfc3mik6snaw7buodbobenrsra 414 2 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 414 3 has have VBZ work_sfc3mik6snaw7buodbobenrsra 414 4 only only RB work_sfc3mik6snaw7buodbobenrsra 414 5 47 47 CD work_sfc3mik6snaw7buodbobenrsra 414 6 data datum NNS work_sfc3mik6snaw7buodbobenrsra 414 7 objects object NNS work_sfc3mik6snaw7buodbobenrsra 414 8 , , , work_sfc3mik6snaw7buodbobenrsra 414 9 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 414 10 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 414 11 could could MD work_sfc3mik6snaw7buodbobenrsra 414 12 not not RB work_sfc3mik6snaw7buodbobenrsra 414 13 cluster cluster VB work_sfc3mik6snaw7buodbobenrsra 414 14 only only RB work_sfc3mik6snaw7buodbobenrsra 414 15 2 2 CD work_sfc3mik6snaw7buodbobenrsra 414 16 data datum NNS work_sfc3mik6snaw7buodbobenrsra 414 17 objects object NNS work_sfc3mik6snaw7buodbobenrsra 414 18 correctly correctly RB work_sfc3mik6snaw7buodbobenrsra 414 19 . . . work_sfc3mik6snaw7buodbobenrsra 415 1 However however RB work_sfc3mik6snaw7buodbobenrsra 415 2 , , , work_sfc3mik6snaw7buodbobenrsra 415 3 due due IN work_sfc3mik6snaw7buodbobenrsra 415 4 to to IN work_sfc3mik6snaw7buodbobenrsra 415 5 the the DT work_sfc3mik6snaw7buodbobenrsra 415 6 small small JJ work_sfc3mik6snaw7buodbobenrsra 415 7 size size NN work_sfc3mik6snaw7buodbobenrsra 415 8 of of IN work_sfc3mik6snaw7buodbobenrsra 415 9 the the DT work_sfc3mik6snaw7buodbobenrsra 415 10 data- data- JJ work_sfc3mik6snaw7buodbobenrsra 415 11 set set NN work_sfc3mik6snaw7buodbobenrsra 415 12 , , , work_sfc3mik6snaw7buodbobenrsra 415 13 the the DT work_sfc3mik6snaw7buodbobenrsra 415 14 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 415 15 error error NN work_sfc3mik6snaw7buodbobenrsra 415 16 appears appear VBZ work_sfc3mik6snaw7buodbobenrsra 415 17 to to TO work_sfc3mik6snaw7buodbobenrsra 415 18 be be VB work_sfc3mik6snaw7buodbobenrsra 415 19 large large JJ work_sfc3mik6snaw7buodbobenrsra 415 20 . . . work_sfc3mik6snaw7buodbobenrsra 416 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 416 2 observe observe VBP work_sfc3mik6snaw7buodbobenrsra 416 3 that that IN work_sfc3mik6snaw7buodbobenrsra 416 4 on on IN work_sfc3mik6snaw7buodbobenrsra 416 5 some some DT work_sfc3mik6snaw7buodbobenrsra 416 6 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 416 7 the the DT work_sfc3mik6snaw7buodbobenrsra 416 8 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 416 9 method method NN work_sfc3mik6snaw7buodbobenrsra 416 10 gives give VBZ work_sfc3mik6snaw7buodbobenrsra 416 11 worse bad JJR work_sfc3mik6snaw7buodbobenrsra 416 12 values value NNS work_sfc3mik6snaw7buodbobenrsra 416 13 for for IN work_sfc3mik6snaw7buodbobenrsra 416 14 precision precision NN work_sfc3mik6snaw7buodbobenrsra 416 15 , , , work_sfc3mik6snaw7buodbobenrsra 416 16 which which WDT work_sfc3mik6snaw7buodbobenrsra 416 17 implies imply VBZ work_sfc3mik6snaw7buodbobenrsra 416 18 that that IN work_sfc3mik6snaw7buodbobenrsra 416 19 in in IN work_sfc3mik6snaw7buodbobenrsra 416 20 those those DT work_sfc3mik6snaw7buodbobenrsra 416 21 cases case NNS work_sfc3mik6snaw7buodbobenrsra 416 22 some some DT work_sfc3mik6snaw7buodbobenrsra 416 23 data datum NNS work_sfc3mik6snaw7buodbobenrsra 416 24 objects object NNS work_sfc3mik6snaw7buodbobenrsra 416 25 from from IN work_sfc3mik6snaw7buodbobenrsra 416 26 non non NNS work_sfc3mik6snaw7buodbobenrsra 416 27 - - NNS work_sfc3mik6snaw7buodbobenrsra 416 28 classes class NNS work_sfc3mik6snaw7buodbobenrsra 416 29 are be VBP work_sfc3mik6snaw7buodbobenrsra 416 30 getting get VBG work_sfc3mik6snaw7buodbobenrsra 416 31 clustered cluster VBN work_sfc3mik6snaw7buodbobenrsra 416 32 in in IN work_sfc3mik6snaw7buodbobenrsra 416 33 given give VBN work_sfc3mik6snaw7buodbobenrsra 416 34 classes class NNS work_sfc3mik6snaw7buodbobenrsra 416 35 . . . work_sfc3mik6snaw7buodbobenrsra 417 1 The the DT work_sfc3mik6snaw7buodbobenrsra 417 2 recall recall NN work_sfc3mik6snaw7buodbobenrsra 417 3 values value NNS work_sfc3mik6snaw7buodbobenrsra 417 4 of of IN work_sfc3mik6snaw7buodbobenrsra 417 5 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 417 6 method method NN work_sfc3mik6snaw7buodbobenrsra 417 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 417 8 better well JJR work_sfc3mik6snaw7buodbobenrsra 417 9 than than IN work_sfc3mik6snaw7buodbobenrsra 417 10 the the DT work_sfc3mik6snaw7buodbobenrsra 417 11 other other JJ work_sfc3mik6snaw7buodbobenrsra 417 12 methods method NNS work_sfc3mik6snaw7buodbobenrsra 417 13 , , , work_sfc3mik6snaw7buodbobenrsra 417 14 which which WDT work_sfc3mik6snaw7buodbobenrsra 417 15 suggests suggest VBZ work_sfc3mik6snaw7buodbobenrsra 417 16 that that IN work_sfc3mik6snaw7buodbobenrsra 417 17 the the DT work_sfc3mik6snaw7buodbobenrsra 417 18 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 417 19 approach approach NN work_sfc3mik6snaw7buodbobenrsra 417 20 tightly tightly RB work_sfc3mik6snaw7buodbobenrsra 417 21 con- con- NNP work_sfc3mik6snaw7buodbobenrsra 417 22 trols trol VBZ work_sfc3mik6snaw7buodbobenrsra 417 23 the the DT work_sfc3mik6snaw7buodbobenrsra 417 24 data data NN work_sfc3mik6snaw7buodbobenrsra 417 25 objects object NNS work_sfc3mik6snaw7buodbobenrsra 417 26 from from IN work_sfc3mik6snaw7buodbobenrsra 417 27 given give VBN work_sfc3mik6snaw7buodbobenrsra 417 28 classes class NNS work_sfc3mik6snaw7buodbobenrsra 417 29 to to TO work_sfc3mik6snaw7buodbobenrsra 417 30 be be VB work_sfc3mik6snaw7buodbobenrsra 417 31 not not RB work_sfc3mik6snaw7buodbobenrsra 417 32 clustered cluster VBN work_sfc3mik6snaw7buodbobenrsra 417 33 to to IN work_sfc3mik6snaw7buodbobenrsra 417 34 non non NNS work_sfc3mik6snaw7buodbobenrsra 417 35 - - NNS work_sfc3mik6snaw7buodbobenrsra 417 36 classes class NNS work_sfc3mik6snaw7buodbobenrsra 417 37 . . . work_sfc3mik6snaw7buodbobenrsra 418 1 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 418 2 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 418 3 data datum NNS work_sfc3mik6snaw7buodbobenrsra 418 4 has have VBZ work_sfc3mik6snaw7buodbobenrsra 418 5 no no DT work_sfc3mik6snaw7buodbobenrsra 418 6 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 418 7 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 418 8 in in IN work_sfc3mik6snaw7buodbobenrsra 418 9 the the DT work_sfc3mik6snaw7buodbobenrsra 418 10 data datum NNS work_sfc3mik6snaw7buodbobenrsra 418 11 and and CC work_sfc3mik6snaw7buodbobenrsra 418 12 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 418 13 all all PDT work_sfc3mik6snaw7buodbobenrsra 418 14 the the DT work_sfc3mik6snaw7buodbobenrsra 418 15 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 418 16 and and CC work_sfc3mik6snaw7buodbobenrsra 418 17 produces produce VBZ work_sfc3mik6snaw7buodbobenrsra 418 18 comparable comparable JJ work_sfc3mik6snaw7buodbobenrsra 418 19 results result NNS work_sfc3mik6snaw7buodbobenrsra 418 20 to to IN work_sfc3mik6snaw7buodbobenrsra 418 21 other other JJ work_sfc3mik6snaw7buodbobenrsra 418 22 methods method NNS work_sfc3mik6snaw7buodbobenrsra 418 23 . . . work_sfc3mik6snaw7buodbobenrsra 419 1 Lung Lung NNP work_sfc3mik6snaw7buodbobenrsra 419 2 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 419 3 data datum NNS work_sfc3mik6snaw7buodbobenrsra 419 4 , , , work_sfc3mik6snaw7buodbobenrsra 419 5 though though IN work_sfc3mik6snaw7buodbobenrsra 419 6 smaller small JJR work_sfc3mik6snaw7buodbobenrsra 419 7 in in IN work_sfc3mik6snaw7buodbobenrsra 419 8 size size NN work_sfc3mik6snaw7buodbobenrsra 419 9 has have VBZ work_sfc3mik6snaw7buodbobenrsra 419 10 high high JJ work_sfc3mik6snaw7buodbobenrsra 419 11 dimension dimension NN work_sfc3mik6snaw7buodbobenrsra 419 12 and and CC work_sfc3mik6snaw7buodbobenrsra 419 13 the the DT work_sfc3mik6snaw7buodbobenrsra 419 14 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 419 15 method method NN work_sfc3mik6snaw7buodbobenrsra 419 16 is be VBZ work_sfc3mik6snaw7buodbobenrsra 419 17 able able JJ work_sfc3mik6snaw7buodbobenrsra 419 18 to to TO work_sfc3mik6snaw7buodbobenrsra 419 19 produce produce VB work_sfc3mik6snaw7buodbobenrsra 419 20 better well JJR work_sfc3mik6snaw7buodbobenrsra 419 21 precision precision NN work_sfc3mik6snaw7buodbobenrsra 419 22 and and CC work_sfc3mik6snaw7buodbobenrsra 419 23 recall recall NN work_sfc3mik6snaw7buodbobenrsra 419 24 rates rate NNS work_sfc3mik6snaw7buodbobenrsra 419 25 than than IN work_sfc3mik6snaw7buodbobenrsra 419 26 other other JJ work_sfc3mik6snaw7buodbobenrsra 419 27 methods method NNS work_sfc3mik6snaw7buodbobenrsra 419 28 . . . work_sfc3mik6snaw7buodbobenrsra 420 1 It -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 420 2 is be VBZ work_sfc3mik6snaw7buodbobenrsra 420 3 also also RB work_sfc3mik6snaw7buodbobenrsra 420 4 observed observe VBN work_sfc3mik6snaw7buodbobenrsra 420 5 that that IN work_sfc3mik6snaw7buodbobenrsra 420 6 the the DT work_sfc3mik6snaw7buodbobenrsra 420 7 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 420 8 method method NN work_sfc3mik6snaw7buodbobenrsra 420 9 performs perform VBZ work_sfc3mik6snaw7buodbobenrsra 420 10 well well RB work_sfc3mik6snaw7buodbobenrsra 420 11 on on IN work_sfc3mik6snaw7buodbobenrsra 420 12 large large JJ work_sfc3mik6snaw7buodbobenrsra 420 13 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 420 14 such such JJ work_sfc3mik6snaw7buodbobenrsra 420 15 as as IN work_sfc3mik6snaw7buodbobenrsra 420 16 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 420 17 data datum NNS work_sfc3mik6snaw7buodbobenrsra 420 18 with with IN work_sfc3mik6snaw7buodbobenrsra 420 19 more more JJR work_sfc3mik6snaw7buodbobenrsra 420 20 than than IN work_sfc3mik6snaw7buodbobenrsra 420 21 8000 8000 CD work_sfc3mik6snaw7buodbobenrsra 420 22 data datum NNS work_sfc3mik6snaw7buodbobenrsra 420 23 objects object NNS work_sfc3mik6snaw7buodbobenrsra 420 24 . . . work_sfc3mik6snaw7buodbobenrsra 421 1 In in IN work_sfc3mik6snaw7buodbobenrsra 421 2 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 421 3 experi- experi- JJ work_sfc3mik6snaw7buodbobenrsra 421 4 ments ment NNS work_sfc3mik6snaw7buodbobenrsra 421 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 421 6 did do VBD work_sfc3mik6snaw7buodbobenrsra 421 7 not not RB work_sfc3mik6snaw7buodbobenrsra 421 8 encounter encounter VB work_sfc3mik6snaw7buodbobenrsra 421 9 a a DT work_sfc3mik6snaw7buodbobenrsra 421 10 scenario scenario NN work_sfc3mik6snaw7buodbobenrsra 421 11 where where WRB work_sfc3mik6snaw7buodbobenrsra 421 12 the the DT work_sfc3mik6snaw7buodbobenrsra 421 13 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 421 14 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 421 15 strings string NNS work_sfc3mik6snaw7buodbobenrsra 421 16 are be VBP work_sfc3mik6snaw7buodbobenrsra 421 17 less less JJR work_sfc3mik6snaw7buodbobenrsra 421 18 than than IN work_sfc3mik6snaw7buodbobenrsra 421 19 the the DT work_sfc3mik6snaw7buodbobenrsra 421 20 desired desire VBN work_sfc3mik6snaw7buodbobenrsra 421 21 number number NN work_sfc3mik6snaw7buodbobenrsra 421 22 of of IN work_sfc3mik6snaw7buodbobenrsra 421 23 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 421 24 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 421 25 step step NN work_sfc3mik6snaw7buodbobenrsra 421 26 7 7 CD work_sfc3mik6snaw7buodbobenrsra 421 27 of of IN work_sfc3mik6snaw7buodbobenrsra 421 28 Algo- Algo- NNP work_sfc3mik6snaw7buodbobenrsra 421 29 rithm rithm NNP work_sfc3mik6snaw7buodbobenrsra 421 30 3 3 CD work_sfc3mik6snaw7buodbobenrsra 421 31 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 421 32 . . . work_sfc3mik6snaw7buodbobenrsra 422 1 Experiment2 Experiment2 NNP work_sfc3mik6snaw7buodbobenrsra 422 2 . . . work_sfc3mik6snaw7buodbobenrsra 423 1 Table table NN work_sfc3mik6snaw7buodbobenrsra 423 2 12 12 CD work_sfc3mik6snaw7buodbobenrsra 423 3 shows show VBZ work_sfc3mik6snaw7buodbobenrsra 423 4 that that IN work_sfc3mik6snaw7buodbobenrsra 423 5 for for IN work_sfc3mik6snaw7buodbobenrsra 423 6 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 423 7 , , , work_sfc3mik6snaw7buodbobenrsra 423 8 Vote Vote NNP work_sfc3mik6snaw7buodbobenrsra 423 9 and and CC work_sfc3mik6snaw7buodbobenrsra 423 10 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 423 11 Can- Can- NNP work_sfc3mik6snaw7buodbobenrsra 423 12 cer cer NN work_sfc3mik6snaw7buodbobenrsra 423 13 datasets dataset VBZ work_sfc3mik6snaw7buodbobenrsra 423 14 , , , work_sfc3mik6snaw7buodbobenrsra 423 15 the the DT work_sfc3mik6snaw7buodbobenrsra 423 16 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 423 17 results result NNS work_sfc3mik6snaw7buodbobenrsra 423 18 using use VBG work_sfc3mik6snaw7buodbobenrsra 423 19 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 423 20 and and CC work_sfc3mik6snaw7buodbobenrsra 423 21 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 423 22 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 423 23 are be VBP work_sfc3mik6snaw7buodbobenrsra 423 24 same same JJ work_sfc3mik6snaw7buodbobenrsra 423 25 . . . work_sfc3mik6snaw7buodbobenrsra 424 1 This this DT work_sfc3mik6snaw7buodbobenrsra 424 2 is be VBZ work_sfc3mik6snaw7buodbobenrsra 424 3 because because IN work_sfc3mik6snaw7buodbobenrsra 424 4 all all PDT work_sfc3mik6snaw7buodbobenrsra 424 5 the the DT work_sfc3mik6snaw7buodbobenrsra 424 6 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 424 7 are be VBP work_sfc3mik6snaw7buodbobenrsra 424 8 consid- consid- JJ work_sfc3mik6snaw7buodbobenrsra 424 9 ered ered JJ work_sfc3mik6snaw7buodbobenrsra 424 10 in in IN work_sfc3mik6snaw7buodbobenrsra 424 11 these these DT work_sfc3mik6snaw7buodbobenrsra 424 12 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 424 13 for for IN work_sfc3mik6snaw7buodbobenrsra 424 14 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 424 15 the the DT work_sfc3mik6snaw7buodbobenrsra 424 16 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 424 17 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 424 18 centers center NNS work_sfc3mik6snaw7buodbobenrsra 424 19 . . . work_sfc3mik6snaw7buodbobenrsra 425 1 For for IN work_sfc3mik6snaw7buodbobenrsra 425 2 other other JJ work_sfc3mik6snaw7buodbobenrsra 425 3 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 425 4 , , , work_sfc3mik6snaw7buodbobenrsra 425 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 425 6 observe observe VBP work_sfc3mik6snaw7buodbobenrsra 425 7 that that IN work_sfc3mik6snaw7buodbobenrsra 425 8 using use VBG work_sfc3mik6snaw7buodbobenrsra 425 9 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 425 10 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 425 11 is be VBZ work_sfc3mik6snaw7buodbobenrsra 425 12 a a DT work_sfc3mik6snaw7buodbobenrsra 425 13 better well JJR work_sfc3mik6snaw7buodbobenrsra 425 14 choice choice NN work_sfc3mik6snaw7buodbobenrsra 425 15 than than IN work_sfc3mik6snaw7buodbobenrsra 425 16 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 425 17 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 425 18 . . . work_sfc3mik6snaw7buodbobenrsra 426 1 Although although IN work_sfc3mik6snaw7buodbobenrsra 426 2 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 426 3 choose choose VBP work_sfc3mik6snaw7buodbobenrsra 426 4 the the DT work_sfc3mik6snaw7buodbobenrsra 426 5 same same JJ work_sfc3mik6snaw7buodbobenrsra 426 6 number number NN work_sfc3mik6snaw7buodbobenrsra 426 7 of of IN work_sfc3mik6snaw7buodbobenrsra 426 8 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 426 9 and and CC work_sfc3mik6snaw7buodbobenrsra 426 10 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 426 11 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 426 12 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 426 13 specially specially RB work_sfc3mik6snaw7buodbobenrsra 426 14 when when WRB work_sfc3mik6snaw7buodbobenrsra 426 15 all all PDT work_sfc3mik6snaw7buodbobenrsra 426 16 the the DT work_sfc3mik6snaw7buodbobenrsra 426 17 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 426 18 are be VBP work_sfc3mik6snaw7buodbobenrsra 426 19 not not RB work_sfc3mik6snaw7buodbobenrsra 426 20 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 426 21 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 426 22 , , , work_sfc3mik6snaw7buodbobenrsra 426 23 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 426 24 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 426 25 results result NNS work_sfc3mik6snaw7buodbobenrsra 426 26 varies varie NNS work_sfc3mik6snaw7buodbobenrsra 426 27 because because IN work_sfc3mik6snaw7buodbobenrsra 426 28 both both DT work_sfc3mik6snaw7buodbobenrsra 426 29 of of IN work_sfc3mik6snaw7buodbobenrsra 426 30 the the DT work_sfc3mik6snaw7buodbobenrsra 426 31 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 426 32 spaces space NNS work_sfc3mik6snaw7buodbobenrsra 426 33 may may MD work_sfc3mik6snaw7buodbobenrsra 426 34 contain contain VB work_sfc3mik6snaw7buodbobenrsra 426 35 different different JJ work_sfc3mik6snaw7buodbobenrsra 426 36 set set NN work_sfc3mik6snaw7buodbobenrsra 426 37 of of IN work_sfc3mik6snaw7buodbobenrsra 426 38 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 426 39 . . . work_sfc3mik6snaw7buodbobenrsra 427 1 The the DT work_sfc3mik6snaw7buodbobenrsra 427 2 reason reason NN work_sfc3mik6snaw7buodbobenrsra 427 3 is be VBZ work_sfc3mik6snaw7buodbobenrsra 427 4 that that IN work_sfc3mik6snaw7buodbobenrsra 427 5 by by IN work_sfc3mik6snaw7buodbobenrsra 427 6 definition definition NN work_sfc3mik6snaw7buodbobenrsra 427 7 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 427 8 see see VB work_sfc3mik6snaw7buodbobenrsra 427 9 Section section NN work_sfc3mik6snaw7buodbobenrsra 427 10 4 4 CD work_sfc3mik6snaw7buodbobenrsra 427 11 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 427 12 , , , work_sfc3mik6snaw7buodbobenrsra 427 13 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 427 14 and and CC work_sfc3mik6snaw7buodbobenrsra 427 15 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 427 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 427 17 use use VBP work_sfc3mik6snaw7buodbobenrsra 427 18 different different JJ work_sfc3mik6snaw7buodbobenrsra 427 19 criteria criterion NNS work_sfc3mik6snaw7buodbobenrsra 427 20 to to TO work_sfc3mik6snaw7buodbobenrsra 427 21 choose choose VB work_sfc3mik6snaw7buodbobenrsra 427 22 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 427 23 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 427 24 for for IN work_sfc3mik6snaw7buodbobenrsra 427 25 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 427 26 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 427 27 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 427 28 centers center NNS work_sfc3mik6snaw7buodbobenrsra 427 29 . . . work_sfc3mik6snaw7buodbobenrsra 428 1 Moreover moreover RB work_sfc3mik6snaw7buodbobenrsra 428 2 , , , work_sfc3mik6snaw7buodbobenrsra 428 3 generating generate VBG work_sfc3mik6snaw7buodbobenrsra 428 4 the the DT work_sfc3mik6snaw7buodbobenrsra 428 5 ranking ranking NN work_sfc3mik6snaw7buodbobenrsra 428 6 of of IN work_sfc3mik6snaw7buodbobenrsra 428 7 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 428 8 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 428 9 is be VBZ work_sfc3mik6snaw7buodbobenrsra 428 10 costlier costlier NNP work_sfc3mik6snaw7buodbobenrsra 428 11 in in IN work_sfc3mik6snaw7buodbobenrsra 428 12 terms term NNS work_sfc3mik6snaw7buodbobenrsra 428 13 of of IN work_sfc3mik6snaw7buodbobenrsra 428 14 time time NN work_sfc3mik6snaw7buodbobenrsra 428 15 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 428 16 than than IN work_sfc3mik6snaw7buodbobenrsra 428 17 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 428 18 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 428 19 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 428 20 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 428 21 see see VB work_sfc3mik6snaw7buodbobenrsra 428 22 Section section NN work_sfc3mik6snaw7buodbobenrsra 428 23 4.4.3 4.4.3 NNS work_sfc3mik6snaw7buodbobenrsra 428 24 for for IN work_sfc3mik6snaw7buodbobenrsra 428 25 details detail NNS work_sfc3mik6snaw7buodbobenrsra 428 26 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 428 27 . . . work_sfc3mik6snaw7buodbobenrsra 429 1 Experiment3 Experiment3 NNP work_sfc3mik6snaw7buodbobenrsra 429 2 . . . work_sfc3mik6snaw7buodbobenrsra 430 1 As as IN work_sfc3mik6snaw7buodbobenrsra 430 2 per per IN work_sfc3mik6snaw7buodbobenrsra 430 3 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 430 4 1 1 CD work_sfc3mik6snaw7buodbobenrsra 430 5 , , , work_sfc3mik6snaw7buodbobenrsra 430 6 for for IN work_sfc3mik6snaw7buodbobenrsra 430 7 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 430 8 , , , work_sfc3mik6snaw7buodbobenrsra 430 9 Vote Vote NNP work_sfc3mik6snaw7buodbobenrsra 430 10 and and CC work_sfc3mik6snaw7buodbobenrsra 430 11 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 430 12 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 430 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 430 14 all all PDT work_sfc3mik6snaw7buodbobenrsra 430 15 the the DT work_sfc3mik6snaw7buodbobenrsra 430 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 430 17 are be VBP work_sfc3mik6snaw7buodbobenrsra 430 18 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 430 19 . . . work_sfc3mik6snaw7buodbobenrsra 431 1 For for IN work_sfc3mik6snaw7buodbobenrsra 431 2 the the DT work_sfc3mik6snaw7buodbobenrsra 431 3 rest rest NN work_sfc3mik6snaw7buodbobenrsra 431 4 of of IN work_sfc3mik6snaw7buodbobenrsra 431 5 the the DT work_sfc3mik6snaw7buodbobenrsra 431 6 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 431 7 , , , work_sfc3mik6snaw7buodbobenrsra 431 8 this this DT work_sfc3mik6snaw7buodbobenrsra 431 9 is be VBZ work_sfc3mik6snaw7buodbobenrsra 431 10 not not RB work_sfc3mik6snaw7buodbobenrsra 431 11 the the DT work_sfc3mik6snaw7buodbobenrsra 431 12 case case NN work_sfc3mik6snaw7buodbobenrsra 431 13 and and CC work_sfc3mik6snaw7buodbobenrsra 431 14 the the DT work_sfc3mik6snaw7buodbobenrsra 431 15 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 431 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 431 17 are be VBP work_sfc3mik6snaw7buodbobenrsra 431 18 less less JJR work_sfc3mik6snaw7buodbobenrsra 431 19 than than IN work_sfc3mik6snaw7buodbobenrsra 431 20 the the DT work_sfc3mik6snaw7buodbobenrsra 431 21 total total JJ work_sfc3mik6snaw7buodbobenrsra 431 22 number number NN work_sfc3mik6snaw7buodbobenrsra 431 23 of of IN work_sfc3mik6snaw7buodbobenrsra 431 24 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 431 25 . . . work_sfc3mik6snaw7buodbobenrsra 432 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 432 2 performed perform VBD work_sfc3mik6snaw7buodbobenrsra 432 3 an an DT work_sfc3mik6snaw7buodbobenrsra 432 4 experiment experiment NN work_sfc3mik6snaw7buodbobenrsra 432 5 to to TO work_sfc3mik6snaw7buodbobenrsra 432 6 analyze analyze VB work_sfc3mik6snaw7buodbobenrsra 432 7 the the DT work_sfc3mik6snaw7buodbobenrsra 432 8 scenario scenario NN work_sfc3mik6snaw7buodbobenrsra 432 9 when when WRB work_sfc3mik6snaw7buodbobenrsra 432 10 there there EX work_sfc3mik6snaw7buodbobenrsra 432 11 are be VBP work_sfc3mik6snaw7buodbobenrsra 432 12 fewer few JJR work_sfc3mik6snaw7buodbobenrsra 432 13 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 432 14 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 432 15 and and CC work_sfc3mik6snaw7buodbobenrsra 432 16 its -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 432 17 impact impact NN work_sfc3mik6snaw7buodbobenrsra 432 18 on on IN work_sfc3mik6snaw7buodbobenrsra 432 19 overall overall JJ work_sfc3mik6snaw7buodbobenrsra 432 20 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 432 21 results result NNS work_sfc3mik6snaw7buodbobenrsra 432 22 . . . work_sfc3mik6snaw7buodbobenrsra 433 1 Table table NN work_sfc3mik6snaw7buodbobenrsra 433 2 13 13 CD work_sfc3mik6snaw7buodbobenrsra 433 3 shows show VBZ work_sfc3mik6snaw7buodbobenrsra 433 4 that that IN work_sfc3mik6snaw7buodbobenrsra 433 5 for for IN work_sfc3mik6snaw7buodbobenrsra 433 6 all all PDT work_sfc3mik6snaw7buodbobenrsra 433 7 the the DT work_sfc3mik6snaw7buodbobenrsra 433 8 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 433 9 except except IN work_sfc3mik6snaw7buodbobenrsra 433 10 Soybean Soybean NNP work_sfc3mik6snaw7buodbobenrsra 433 11 Small Small NNP work_sfc3mik6snaw7buodbobenrsra 433 12 , , , work_sfc3mik6snaw7buodbobenrsra 433 13 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 433 14 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 433 15 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 433 16 less less JJR work_sfc3mik6snaw7buodbobenrsra 433 17 than than IN work_sfc3mik6snaw7buodbobenrsra 433 18 the the DT work_sfc3mik6snaw7buodbobenrsra 433 19 total total JJ work_sfc3mik6snaw7buodbobenrsra 433 20 number number NN work_sfc3mik6snaw7buodbobenrsra 433 21 of of IN work_sfc3mik6snaw7buodbobenrsra 433 22 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 433 23 improve improve VBP work_sfc3mik6snaw7buodbobenrsra 433 24 the the DT work_sfc3mik6snaw7buodbobenrsra 433 25 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 433 26 performance performance NN work_sfc3mik6snaw7buodbobenrsra 433 27 . . . work_sfc3mik6snaw7buodbobenrsra 434 1 Choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 434 2 all all DT work_sfc3mik6snaw7buodbobenrsra 434 3 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 434 4 in in IN work_sfc3mik6snaw7buodbobenrsra 434 5 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 434 6 to to IN work_sfc3mik6snaw7buodbobenrsra 434 7 Table table NN work_sfc3mik6snaw7buodbobenrsra 434 8 11 11 CD work_sfc3mik6snaw7buodbobenrsra 434 9 Clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 434 10 results result NNS work_sfc3mik6snaw7buodbobenrsra 434 11 for for IN work_sfc3mik6snaw7buodbobenrsra 434 12 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 434 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 434 14 . . . work_sfc3mik6snaw7buodbobenrsra 435 1 Cluster Cluster NNP work_sfc3mik6snaw7buodbobenrsra 435 2 Class Class NNP work_sfc3mik6snaw7buodbobenrsra 435 3 Seboreic Seboreic NNP work_sfc3mik6snaw7buodbobenrsra 435 4 dermatitis dermatitis NN work_sfc3mik6snaw7buodbobenrsra 435 5 Psoriasis Psoriasis NNP work_sfc3mik6snaw7buodbobenrsra 435 6 Lichen Lichen NNP work_sfc3mik6snaw7buodbobenrsra 435 7 planus planus NN work_sfc3mik6snaw7buodbobenrsra 435 8 Cronic cronic JJ work_sfc3mik6snaw7buodbobenrsra 435 9 dermatitis dermatitis NN work_sfc3mik6snaw7buodbobenrsra 435 10 Pityriasis pityriasis NN work_sfc3mik6snaw7buodbobenrsra 435 11 rosea rosea NNP work_sfc3mik6snaw7buodbobenrsra 435 12 Pityriasis Pityriasis NNP work_sfc3mik6snaw7buodbobenrsra 435 13 rubra rubra NNP work_sfc3mik6snaw7buodbobenrsra 435 14 pilaris pilaris NNP work_sfc3mik6snaw7buodbobenrsra 435 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 435 16 a a LS work_sfc3mik6snaw7buodbobenrsra 435 17 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 435 18 Confusion confusion NN work_sfc3mik6snaw7buodbobenrsra 435 19 matrix matrix NN work_sfc3mik6snaw7buodbobenrsra 435 20 Seboreic Seboreic NNP work_sfc3mik6snaw7buodbobenrsra 435 21 dermatitis dermatitis NN work_sfc3mik6snaw7buodbobenrsra 435 22 53 53 CD work_sfc3mik6snaw7buodbobenrsra 435 23 7 7 CD work_sfc3mik6snaw7buodbobenrsra 435 24 5 5 CD work_sfc3mik6snaw7buodbobenrsra 435 25 2 2 CD work_sfc3mik6snaw7buodbobenrsra 435 26 36 36 CD work_sfc3mik6snaw7buodbobenrsra 435 27 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 28 Psoriasis psoriasis NN work_sfc3mik6snaw7buodbobenrsra 435 29 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 30 96 96 CD work_sfc3mik6snaw7buodbobenrsra 435 31 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 32 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 33 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 34 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 35 Lichen Lichen NNP work_sfc3mik6snaw7buodbobenrsra 435 36 planus planus NN work_sfc3mik6snaw7buodbobenrsra 435 37 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 38 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 39 66 66 CD work_sfc3mik6snaw7buodbobenrsra 435 40 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 41 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 42 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 43 Cronic cronic JJ work_sfc3mik6snaw7buodbobenrsra 435 44 dermatitis dermatitis NN work_sfc3mik6snaw7buodbobenrsra 435 45 2 2 CD work_sfc3mik6snaw7buodbobenrsra 435 46 1 1 CD work_sfc3mik6snaw7buodbobenrsra 435 47 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 48 39 39 CD work_sfc3mik6snaw7buodbobenrsra 435 49 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 50 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 51 Pityriasis Pityriasis NNP work_sfc3mik6snaw7buodbobenrsra 435 52 rosea rosea NN work_sfc3mik6snaw7buodbobenrsra 435 53 6 6 CD work_sfc3mik6snaw7buodbobenrsra 435 54 8 8 CD work_sfc3mik6snaw7buodbobenrsra 435 55 1 1 CD work_sfc3mik6snaw7buodbobenrsra 435 56 11 11 CD work_sfc3mik6snaw7buodbobenrsra 435 57 13 13 CD work_sfc3mik6snaw7buodbobenrsra 435 58 4 4 CD work_sfc3mik6snaw7buodbobenrsra 435 59 Pityriasis Pityriasis NNP work_sfc3mik6snaw7buodbobenrsra 435 60 rubra rubra NN work_sfc3mik6snaw7buodbobenrsra 435 61 pilaris pilaris NNP work_sfc3mik6snaw7buodbobenrsra 435 62 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 63 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 64 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 65 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 66 0 0 CD work_sfc3mik6snaw7buodbobenrsra 435 67 16 16 CD work_sfc3mik6snaw7buodbobenrsra 435 68 Random Random NNP work_sfc3mik6snaw7buodbobenrsra 435 69 Proposed Proposed NNP work_sfc3mik6snaw7buodbobenrsra 435 70 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 435 71 b b LS work_sfc3mik6snaw7buodbobenrsra 435 72 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 435 73 Performance performance NN work_sfc3mik6snaw7buodbobenrsra 435 74 comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 435 75 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 435 76 0.2523 0.2523 CD work_sfc3mik6snaw7buodbobenrsra 435 77 0.7732 0.7732 CD work_sfc3mik6snaw7buodbobenrsra 435 78 PR pr NN work_sfc3mik6snaw7buodbobenrsra 435 79 0.2697 0.2697 CD work_sfc3mik6snaw7buodbobenrsra 435 80 0.7909 0.7909 CD work_sfc3mik6snaw7buodbobenrsra 435 81 RE re NN work_sfc3mik6snaw7buodbobenrsra 435 82 0.2954 0.2954 CD work_sfc3mik6snaw7buodbobenrsra 435 83 0.7570 0.7570 CD work_sfc3mik6snaw7buodbobenrsra 435 84 Table table NN work_sfc3mik6snaw7buodbobenrsra 435 85 12 12 CD work_sfc3mik6snaw7buodbobenrsra 435 86 Comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 435 87 of of IN work_sfc3mik6snaw7buodbobenrsra 435 88 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 435 89 results result NNS work_sfc3mik6snaw7buodbobenrsra 435 90 using use VBG work_sfc3mik6snaw7buodbobenrsra 435 91 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 435 92 and and CC work_sfc3mik6snaw7buodbobenrsra 435 93 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 435 94 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 435 95 . . . work_sfc3mik6snaw7buodbobenrsra 436 1 Dataset Dataset NNP work_sfc3mik6snaw7buodbobenrsra 436 2 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 436 3 Significant Significant NNP work_sfc3mik6snaw7buodbobenrsra 436 4 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 436 5 PR PR NNP work_sfc3mik6snaw7buodbobenrsra 436 6 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 436 7 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 436 8 PR PR NNP work_sfc3mik6snaw7buodbobenrsra 436 9 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 436 10 Soybean soybean NN work_sfc3mik6snaw7buodbobenrsra 436 11 0.9574 0.9574 CD work_sfc3mik6snaw7buodbobenrsra 436 12 0.9583 0.9583 CD work_sfc3mik6snaw7buodbobenrsra 436 13 0.9705 0.9705 CD work_sfc3mik6snaw7buodbobenrsra 436 14 0.6809 0.6809 CD work_sfc3mik6snaw7buodbobenrsra 436 15 0.7549 0.7549 CD work_sfc3mik6snaw7buodbobenrsra 436 16 0.7176 0.7176 CD work_sfc3mik6snaw7buodbobenrsra 436 17 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 436 18 0.8815 0.8815 CD work_sfc3mik6snaw7buodbobenrsra 436 19 0.8975 0.8975 CD work_sfc3mik6snaw7buodbobenrsra 436 20 0.8780 0.8780 CD work_sfc3mik6snaw7buodbobenrsra 436 21 0.5086 0.5086 CD work_sfc3mik6snaw7buodbobenrsra 436 22 0.7303 0.7303 CD work_sfc3mik6snaw7buodbobenrsra 436 23 0.5256 0.5256 CD work_sfc3mik6snaw7buodbobenrsra 436 24 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 436 25 0.7732 0.7732 CD work_sfc3mik6snaw7buodbobenrsra 436 26 0.7909 0.7909 CD work_sfc3mik6snaw7buodbobenrsra 436 27 0.7570 0.7570 CD work_sfc3mik6snaw7buodbobenrsra 436 28 0.6502 0.6502 CD work_sfc3mik6snaw7buodbobenrsra 436 29 0.5601 0.5601 CD work_sfc3mik6snaw7buodbobenrsra 436 30 0.5512 0.5512 CD work_sfc3mik6snaw7buodbobenrsra 436 31 Lung Lung NNP work_sfc3mik6snaw7buodbobenrsra 436 32 - - HYPH work_sfc3mik6snaw7buodbobenrsra 436 33 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 436 34 0.5000 0.5000 CD work_sfc3mik6snaw7buodbobenrsra 436 35 0.6444 0.6444 CD work_sfc3mik6snaw7buodbobenrsra 436 36 0.5168 0.5168 CD work_sfc3mik6snaw7buodbobenrsra 436 37 0.46875 0.46875 CD work_sfc3mik6snaw7buodbobenrsra 436 38 0.5079 0.5079 CD work_sfc3mik6snaw7buodbobenrsra 436 39 0.4838 0.4838 CD work_sfc3mik6snaw7buodbobenrsra 436 40 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 436 41 0.8911 0.8911 CD work_sfc3mik6snaw7buodbobenrsra 436 42 0.7224 0.7224 CD work_sfc3mik6snaw7buodbobenrsra 436 43 0.7716 0.7716 CD work_sfc3mik6snaw7buodbobenrsra 436 44 0.8911 0.8911 CD work_sfc3mik6snaw7buodbobenrsra 436 45 0.7224 0.7224 CD work_sfc3mik6snaw7buodbobenrsra 436 46 0.7716 0.7716 CD work_sfc3mik6snaw7buodbobenrsra 436 47 Vote vote NN work_sfc3mik6snaw7buodbobenrsra 436 48 0.8506 0.8506 CD work_sfc3mik6snaw7buodbobenrsra 436 49 0.8484 0.8484 CD work_sfc3mik6snaw7buodbobenrsra 436 50 0.8672 0.8672 CD work_sfc3mik6snaw7buodbobenrsra 436 51 0.8506 0.8506 CD work_sfc3mik6snaw7buodbobenrsra 436 52 0.8484 0.8484 CD work_sfc3mik6snaw7buodbobenrsra 436 53 0.8672 0.8672 CD work_sfc3mik6snaw7buodbobenrsra 436 54 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 436 55 - - HYPH work_sfc3mik6snaw7buodbobenrsra 436 56 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 436 57 0.9127 0.9127 CD work_sfc3mik6snaw7buodbobenrsra 436 58 0.9318 0.9318 CD work_sfc3mik6snaw7buodbobenrsra 436 59 0.8783 0.8783 CD work_sfc3mik6snaw7buodbobenrsra 436 60 0.9127 0.9127 CD work_sfc3mik6snaw7buodbobenrsra 436 61 0.9318 0.9318 CD work_sfc3mik6snaw7buodbobenrsra 436 62 0.8783 0.8783 CD work_sfc3mik6snaw7buodbobenrsra 436 63 Table table NN work_sfc3mik6snaw7buodbobenrsra 436 64 13 13 CD work_sfc3mik6snaw7buodbobenrsra 436 65 Comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 436 66 of of IN work_sfc3mik6snaw7buodbobenrsra 436 67 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 436 68 results result NNS work_sfc3mik6snaw7buodbobenrsra 436 69 using use VBG work_sfc3mik6snaw7buodbobenrsra 436 70 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 436 71 and and CC work_sfc3mik6snaw7buodbobenrsra 436 72 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 436 73 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 436 74 . . . work_sfc3mik6snaw7buodbobenrsra 437 1 Dataset Dataset NNP work_sfc3mik6snaw7buodbobenrsra 437 2 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 437 3 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 437 4 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 437 5 PR PR NNP work_sfc3mik6snaw7buodbobenrsra 437 6 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 437 7 AC AC NNP work_sfc3mik6snaw7buodbobenrsra 437 8 PR PR NNP work_sfc3mik6snaw7buodbobenrsra 437 9 RE RE NNP work_sfc3mik6snaw7buodbobenrsra 437 10 Soybean Soybean NNP work_sfc3mik6snaw7buodbobenrsra 437 11 0.9787 0.9787 CD work_sfc3mik6snaw7buodbobenrsra 437 12 0.9772 0.9772 CD work_sfc3mik6snaw7buodbobenrsra 437 13 0.9853 0.9853 CD work_sfc3mik6snaw7buodbobenrsra 437 14 0.9574 0.9574 CD work_sfc3mik6snaw7buodbobenrsra 437 15 0.9583 0.9583 CD work_sfc3mik6snaw7buodbobenrsra 437 16 0.9705 0.9705 CD work_sfc3mik6snaw7buodbobenrsra 437 17 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 437 18 0.6745 0.6745 CD work_sfc3mik6snaw7buodbobenrsra 437 19 0.7970 0.7970 CD work_sfc3mik6snaw7buodbobenrsra 437 20 0.6627 0.6627 CD work_sfc3mik6snaw7buodbobenrsra 437 21 0.8816 0.8816 CD work_sfc3mik6snaw7buodbobenrsra 437 22 0.8976 0.8976 CD work_sfc3mik6snaw7buodbobenrsra 437 23 0.87803 0.87803 CD work_sfc3mik6snaw7buodbobenrsra 437 24 Dermatology dermatology NN work_sfc3mik6snaw7buodbobenrsra 437 25 0.4180 0.4180 CD work_sfc3mik6snaw7buodbobenrsra 437 26 0.3889 0.3889 CD work_sfc3mik6snaw7buodbobenrsra 437 27 0.3420 0.3420 CD work_sfc3mik6snaw7buodbobenrsra 437 28 0.7372 0.7372 CD work_sfc3mik6snaw7buodbobenrsra 437 29 0.7909 0.7909 CD work_sfc3mik6snaw7buodbobenrsra 437 30 0.7570 0.7570 CD work_sfc3mik6snaw7buodbobenrsra 437 31 Lung Lung NNP work_sfc3mik6snaw7buodbobenrsra 437 32 - - HYPH work_sfc3mik6snaw7buodbobenrsra 437 33 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 437 34 0.5000 0.5000 CD work_sfc3mik6snaw7buodbobenrsra 437 35 6317 6317 CD work_sfc3mik6snaw7buodbobenrsra 437 36 0.5017 0.5017 CD work_sfc3mik6snaw7buodbobenrsra 437 37 0.5 0.5 CD work_sfc3mik6snaw7buodbobenrsra 437 38 0.6444 0.6444 CD work_sfc3mik6snaw7buodbobenrsra 437 39 0.5168 0.5168 CD work_sfc3mik6snaw7buodbobenrsra 437 40 Table table NN work_sfc3mik6snaw7buodbobenrsra 437 41 14 14 CD work_sfc3mik6snaw7buodbobenrsra 437 42 Comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 437 43 of of IN work_sfc3mik6snaw7buodbobenrsra 437 44 matchMetric matchmetric NN work_sfc3mik6snaw7buodbobenrsra 437 45 and and CC work_sfc3mik6snaw7buodbobenrsra 437 46 its -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 437 47 effect effect NN work_sfc3mik6snaw7buodbobenrsra 437 48 on on IN work_sfc3mik6snaw7buodbobenrsra 437 49 K K NNP work_sfc3mik6snaw7buodbobenrsra 437 50 - - HYPH work_sfc3mik6snaw7buodbobenrsra 437 51 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 437 52 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 437 53 convergence convergence NN work_sfc3mik6snaw7buodbobenrsra 437 54 . . . work_sfc3mik6snaw7buodbobenrsra 438 1 Dataset Dataset NNP work_sfc3mik6snaw7buodbobenrsra 438 2 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 438 3 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 438 4 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 438 5 matchMetric matchmetric NN work_sfc3mik6snaw7buodbobenrsra 438 6 # # $ work_sfc3mik6snaw7buodbobenrsra 438 7 Itr Itr VBZ work_sfc3mik6snaw7buodbobenrsra 438 8 matchMetric matchmetric VBP work_sfc3mik6snaw7buodbobenrsra 438 9 # # $ work_sfc3mik6snaw7buodbobenrsra 438 10 Itr Itr VBZ work_sfc3mik6snaw7buodbobenrsra 438 11 matchMetric matchmetric VBP work_sfc3mik6snaw7buodbobenrsra 438 12 # # NN work_sfc3mik6snaw7buodbobenrsra 438 13 Itr Itr NNP work_sfc3mik6snaw7buodbobenrsra 438 14 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 438 15 a a DT work_sfc3mik6snaw7buodbobenrsra 438 16 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 438 17 p p NN work_sfc3mik6snaw7buodbobenrsra 438 18 < < XX work_sfc3mik6snaw7buodbobenrsra 438 19 m m NNP work_sfc3mik6snaw7buodbobenrsra 438 20 Soybean soybean NN work_sfc3mik6snaw7buodbobenrsra 438 21 0.7357 0.7357 CD work_sfc3mik6snaw7buodbobenrsra 438 22 2 2 CD work_sfc3mik6snaw7buodbobenrsra 438 23 0.9643 0.9643 CD work_sfc3mik6snaw7buodbobenrsra 438 24 2 2 CD work_sfc3mik6snaw7buodbobenrsra 438 25 0.8428 0.8428 CD work_sfc3mik6snaw7buodbobenrsra 438 26 2 2 CD work_sfc3mik6snaw7buodbobenrsra 438 27 Mushroom mushroom NN work_sfc3mik6snaw7buodbobenrsra 438 28 0.6136 0.6136 CD work_sfc3mik6snaw7buodbobenrsra 438 29 2 2 CD work_sfc3mik6snaw7buodbobenrsra 438 30 0.8863 0.8863 CD work_sfc3mik6snaw7buodbobenrsra 438 31 2 2 CD work_sfc3mik6snaw7buodbobenrsra 438 32 0.5681 0.5681 CD work_sfc3mik6snaw7buodbobenrsra 438 33 1 1 CD work_sfc3mik6snaw7buodbobenrsra 438 34 Dermatology Dermatology NNP work_sfc3mik6snaw7buodbobenrsra 438 35 0.6176 0.6176 CD work_sfc3mik6snaw7buodbobenrsra 438 36 5 5 CD work_sfc3mik6snaw7buodbobenrsra 438 37 0.6813 0.6813 CD work_sfc3mik6snaw7buodbobenrsra 438 38 6 6 CD work_sfc3mik6snaw7buodbobenrsra 438 39 0.6274 0.6274 CD work_sfc3mik6snaw7buodbobenrsra 438 40 6 6 CD work_sfc3mik6snaw7buodbobenrsra 438 41 Lug Lug NNP work_sfc3mik6snaw7buodbobenrsra 438 42 - - HYPH work_sfc3mik6snaw7buodbobenrsra 438 43 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 438 44 0.6726 0.6726 CD work_sfc3mik6snaw7buodbobenrsra 438 45 6 6 CD work_sfc3mik6snaw7buodbobenrsra 438 46 0.7261 0.7261 CD work_sfc3mik6snaw7buodbobenrsra 438 47 5 5 CD work_sfc3mik6snaw7buodbobenrsra 438 48 0.7321 0.7321 CD work_sfc3mik6snaw7buodbobenrsra 438 49 8 8 CD work_sfc3mik6snaw7buodbobenrsra 438 50 Dataset Dataset NNP work_sfc3mik6snaw7buodbobenrsra 438 51 Vanilla Vanilla NNP work_sfc3mik6snaw7buodbobenrsra 438 52 matchMetric matchmetric NN work_sfc3mik6snaw7buodbobenrsra 438 53 # # NN work_sfc3mik6snaw7buodbobenrsra 438 54 Itr Itr NNP work_sfc3mik6snaw7buodbobenrsra 438 55 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 438 56 b b NN work_sfc3mik6snaw7buodbobenrsra 438 57 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 438 58 p p NN work_sfc3mik6snaw7buodbobenrsra 438 59 = = SYM work_sfc3mik6snaw7buodbobenrsra 438 60 m m NNP work_sfc3mik6snaw7buodbobenrsra 438 61 Zoo Zoo NNP work_sfc3mik6snaw7buodbobenrsra 438 62 0.8661 0.8661 CD work_sfc3mik6snaw7buodbobenrsra 438 63 2 2 CD work_sfc3mik6snaw7buodbobenrsra 438 64 Vote vote NN work_sfc3mik6snaw7buodbobenrsra 438 65 0.7500 0.7500 CD work_sfc3mik6snaw7buodbobenrsra 438 66 2 2 CD work_sfc3mik6snaw7buodbobenrsra 438 67 Breast Breast NNP work_sfc3mik6snaw7buodbobenrsra 438 68 - - HYPH work_sfc3mik6snaw7buodbobenrsra 438 69 Cancer Cancer NNP work_sfc3mik6snaw7buodbobenrsra 438 70 0.8333 0.8333 CD work_sfc3mik6snaw7buodbobenrsra 438 71 3 3 CD work_sfc3mik6snaw7buodbobenrsra 438 72 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 438 73 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 438 74 , , , work_sfc3mik6snaw7buodbobenrsra 438 75 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 438 76 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 438 77 / / SYM work_sfc3mik6snaw7buodbobenrsra 438 78 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 438 79 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 438 80 with with IN work_sfc3mik6snaw7buodbobenrsra 438 81 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 438 82 40 40 CD work_sfc3mik6snaw7buodbobenrsra 438 83 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 438 84 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 438 85 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 438 86 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 438 87 7453 7453 CD work_sfc3mik6snaw7buodbobenrsra 438 88 Author author NN work_sfc3mik6snaw7buodbobenrsra 438 89 's 's POS work_sfc3mik6snaw7buodbobenrsra 438 90 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 438 91 copy copy NN work_sfc3mik6snaw7buodbobenrsra 438 92 fewer fewer RBR work_sfc3mik6snaw7buodbobenrsra 438 93 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 438 94 attributes attribute VBZ work_sfc3mik6snaw7buodbobenrsra 438 95 generates generate VBZ work_sfc3mik6snaw7buodbobenrsra 438 96 more more RBR work_sfc3mik6snaw7buodbobenrsra 438 97 cluster cluster JJ work_sfc3mik6snaw7buodbobenrsra 438 98 strings string NNS work_sfc3mik6snaw7buodbobenrsra 438 99 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 438 100 see see VB work_sfc3mik6snaw7buodbobenrsra 438 101 Table table NN work_sfc3mik6snaw7buodbobenrsra 438 102 4 4 CD work_sfc3mik6snaw7buodbobenrsra 438 103 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 438 104 . . . work_sfc3mik6snaw7buodbobenrsra 439 1 If if IN work_sfc3mik6snaw7buodbobenrsra 439 2 these these DT work_sfc3mik6snaw7buodbobenrsra 439 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 439 4 strings string NNS work_sfc3mik6snaw7buodbobenrsra 439 5 are be VBP work_sfc3mik6snaw7buodbobenrsra 439 6 more more JJR work_sfc3mik6snaw7buodbobenrsra 439 7 than than IN work_sfc3mik6snaw7buodbobenrsra 439 8 n0.5 n0.5 NNS work_sfc3mik6snaw7buodbobenrsra 439 9 , , , work_sfc3mik6snaw7buodbobenrsra 439 10 then then RB work_sfc3mik6snaw7buodbobenrsra 439 11 many many JJ work_sfc3mik6snaw7buodbobenrsra 439 12 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 439 13 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 439 14 strings string NNS work_sfc3mik6snaw7buodbobenrsra 439 15 may may MD work_sfc3mik6snaw7buodbobenrsra 439 16 be be VB work_sfc3mik6snaw7buodbobenrsra 439 17 not not RB work_sfc3mik6snaw7buodbobenrsra 439 18 be be VB work_sfc3mik6snaw7buodbobenrsra 439 19 chosen choose VBN work_sfc3mik6snaw7buodbobenrsra 439 20 , , , work_sfc3mik6snaw7buodbobenrsra 439 21 which which WDT work_sfc3mik6snaw7buodbobenrsra 439 22 if if IN work_sfc3mik6snaw7buodbobenrsra 439 23 included include VBN work_sfc3mik6snaw7buodbobenrsra 439 24 could could MD work_sfc3mik6snaw7buodbobenrsra 439 25 have have VB work_sfc3mik6snaw7buodbobenrsra 439 26 contributed contribute VBN work_sfc3mik6snaw7buodbobenrsra 439 27 in in IN work_sfc3mik6snaw7buodbobenrsra 439 28 computation computation NN work_sfc3mik6snaw7buodbobenrsra 439 29 of of IN work_sfc3mik6snaw7buodbobenrsra 439 30 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 439 31 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 439 32 centers center NNS work_sfc3mik6snaw7buodbobenrsra 439 33 . . . work_sfc3mik6snaw7buodbobenrsra 440 1 Experiment4 Experiment4 NNP work_sfc3mik6snaw7buodbobenrsra 440 2 . . . work_sfc3mik6snaw7buodbobenrsra 441 1 For for IN work_sfc3mik6snaw7buodbobenrsra 441 2 all all PDT work_sfc3mik6snaw7buodbobenrsra 441 3 the the DT work_sfc3mik6snaw7buodbobenrsra 441 4 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 441 5 using use VBG work_sfc3mik6snaw7buodbobenrsra 441 6 the the DT work_sfc3mik6snaw7buodbobenrsra 441 7 three three CD work_sfc3mik6snaw7buodbobenrsra 441 8 methods method NNS work_sfc3mik6snaw7buodbobenrsra 441 9 of of IN work_sfc3mik6snaw7buodbobenrsra 441 10 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 441 11 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 441 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 441 13 centers center NNS work_sfc3mik6snaw7buodbobenrsra 441 14 , , , work_sfc3mik6snaw7buodbobenrsra 441 15 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 441 16 computed compute VBD work_sfc3mik6snaw7buodbobenrsra 441 17 the the DT work_sfc3mik6snaw7buodbobenrsra 441 18 matchMetric matchmetric NN work_sfc3mik6snaw7buodbobenrsra 441 19 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 441 20 see see VB work_sfc3mik6snaw7buodbobenrsra 441 21 Eq Eq NNP work_sfc3mik6snaw7buodbobenrsra 441 22 . . . work_sfc3mik6snaw7buodbobenrsra 442 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 442 2 8) 8) CD work_sfc3mik6snaw7buodbobenrsra 442 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 442 4 , , , work_sfc3mik6snaw7buodbobenrsra 442 5 which which WDT work_sfc3mik6snaw7buodbobenrsra 442 6 measures measure VBZ work_sfc3mik6snaw7buodbobenrsra 442 7 the the DT work_sfc3mik6snaw7buodbobenrsra 442 8 degree degree NN work_sfc3mik6snaw7buodbobenrsra 442 9 of of IN work_sfc3mik6snaw7buodbobenrsra 442 10 closeness closeness NN work_sfc3mik6snaw7buodbobenrsra 442 11 of of IN work_sfc3mik6snaw7buodbobenrsra 442 12 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 442 13 and and CC work_sfc3mik6snaw7buodbobenrsra 442 14 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 442 15 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 442 16 . . . work_sfc3mik6snaw7buodbobenrsra 443 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 443 2 also also RB work_sfc3mik6snaw7buodbobenrsra 443 3 studied study VBD work_sfc3mik6snaw7buodbobenrsra 443 4 the the DT work_sfc3mik6snaw7buodbobenrsra 443 5 impact impact NN work_sfc3mik6snaw7buodbobenrsra 443 6 of of IN work_sfc3mik6snaw7buodbobenrsra 443 7 quality quality NN work_sfc3mik6snaw7buodbobenrsra 443 8 of of IN work_sfc3mik6snaw7buodbobenrsra 443 9 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 443 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 443 11 centers center NNS work_sfc3mik6snaw7buodbobenrsra 443 12 on on IN work_sfc3mik6snaw7buodbobenrsra 443 13 the the DT work_sfc3mik6snaw7buodbobenrsra 443 14 convergence convergence NN work_sfc3mik6snaw7buodbobenrsra 443 15 of of IN work_sfc3mik6snaw7buodbobenrsra 443 16 the the DT work_sfc3mik6snaw7buodbobenrsra 443 17 K K NNP work_sfc3mik6snaw7buodbobenrsra 443 18 - - HYPH work_sfc3mik6snaw7buodbobenrsra 443 19 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 443 20 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 443 21 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 443 22 in in IN work_sfc3mik6snaw7buodbobenrsra 443 23 terms term NNS work_sfc3mik6snaw7buodbobenrsra 443 24 of of IN work_sfc3mik6snaw7buodbobenrsra 443 25 number number NN work_sfc3mik6snaw7buodbobenrsra 443 26 of of IN work_sfc3mik6snaw7buodbobenrsra 443 27 iterations iteration NNS work_sfc3mik6snaw7buodbobenrsra 443 28 , , , work_sfc3mik6snaw7buodbobenrsra 443 29 # # $ work_sfc3mik6snaw7buodbobenrsra 443 30 Itr Itr NNP work_sfc3mik6snaw7buodbobenrsra 443 31 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 443 32 . . . work_sfc3mik6snaw7buodbobenrsra 444 1 Table Table NNP work_sfc3mik6snaw7buodbobenrsra 444 2 14(a 14(a NNP work_sfc3mik6snaw7buodbobenrsra 444 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 444 4 shows show VBZ work_sfc3mik6snaw7buodbobenrsra 444 5 the the DT work_sfc3mik6snaw7buodbobenrsra 444 6 case case NN work_sfc3mik6snaw7buodbobenrsra 444 7 when when WRB work_sfc3mik6snaw7buodbobenrsra 444 8 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 444 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 444 10 are be VBP work_sfc3mik6snaw7buodbobenrsra 444 11 less less JJR work_sfc3mik6snaw7buodbobenrsra 444 12 than than IN work_sfc3mik6snaw7buodbobenrsra 444 13 total total JJ work_sfc3mik6snaw7buodbobenrsra 444 14 number number NN work_sfc3mik6snaw7buodbobenrsra 444 15 of of IN work_sfc3mik6snaw7buodbobenrsra 444 16 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 444 17 . . . work_sfc3mik6snaw7buodbobenrsra 445 1 The the DT work_sfc3mik6snaw7buodbobenrsra 445 2 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 445 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 445 4 centers center NNS work_sfc3mik6snaw7buodbobenrsra 445 5 selected select VBN work_sfc3mik6snaw7buodbobenrsra 445 6 by by IN work_sfc3mik6snaw7buodbobenrsra 445 7 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 445 8 / / SYM work_sfc3mik6snaw7buodbobenrsra 445 9 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 445 10 attri- attri- NN work_sfc3mik6snaw7buodbobenrsra 445 11 butes bute NNS work_sfc3mik6snaw7buodbobenrsra 445 12 are be VBP work_sfc3mik6snaw7buodbobenrsra 445 13 always always RB work_sfc3mik6snaw7buodbobenrsra 445 14 closer close JJR work_sfc3mik6snaw7buodbobenrsra 445 15 to to IN work_sfc3mik6snaw7buodbobenrsra 445 16 the the DT work_sfc3mik6snaw7buodbobenrsra 445 17 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 445 18 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 445 19 of of IN work_sfc3mik6snaw7buodbobenrsra 445 20 the the DT work_sfc3mik6snaw7buodbobenrsra 445 21 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 445 22 in in IN work_sfc3mik6snaw7buodbobenrsra 445 23 terms term NNS work_sfc3mik6snaw7buodbobenrsra 445 24 of of IN work_sfc3mik6snaw7buodbobenrsra 445 25 the the DT work_sfc3mik6snaw7buodbobenrsra 445 26 matchMetric matchmetric NN work_sfc3mik6snaw7buodbobenrsra 445 27 and and CC work_sfc3mik6snaw7buodbobenrsra 445 28 therefore therefore RB work_sfc3mik6snaw7buodbobenrsra 445 29 the the DT work_sfc3mik6snaw7buodbobenrsra 445 30 K K NNP work_sfc3mik6snaw7buodbobenrsra 445 31 - - HYPH work_sfc3mik6snaw7buodbobenrsra 445 32 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 445 33 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 445 34 converges converge VBZ work_sfc3mik6snaw7buodbobenrsra 445 35 in in IN work_sfc3mik6snaw7buodbobenrsra 445 36 very very RB work_sfc3mik6snaw7buodbobenrsra 445 37 few few JJ work_sfc3mik6snaw7buodbobenrsra 445 38 iterations iteration NNS work_sfc3mik6snaw7buodbobenrsra 445 39 with with IN work_sfc3mik6snaw7buodbobenrsra 445 40 good good JJ work_sfc3mik6snaw7buodbobenrsra 445 41 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 445 42 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 445 43 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 445 44 see see VB work_sfc3mik6snaw7buodbobenrsra 445 45 discussion discussion NN work_sfc3mik6snaw7buodbobenrsra 445 46 of of IN work_sfc3mik6snaw7buodbobenrsra 445 47 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 445 48 results result NNS work_sfc3mik6snaw7buodbobenrsra 445 49 in in IN work_sfc3mik6snaw7buodbobenrsra 445 50 Experiment1 Experiment1 NNP work_sfc3mik6snaw7buodbobenrsra 445 51 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 445 52 . . . work_sfc3mik6snaw7buodbobenrsra 446 1 Similar similar JJ work_sfc3mik6snaw7buodbobenrsra 446 2 results result NNS work_sfc3mik6snaw7buodbobenrsra 446 3 were be VBD work_sfc3mik6snaw7buodbobenrsra 446 4 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 446 5 when when WRB work_sfc3mik6snaw7buodbobenrsra 446 6 all all PDT work_sfc3mik6snaw7buodbobenrsra 446 7 the the DT work_sfc3mik6snaw7buodbobenrsra 446 8 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 446 9 are be VBP work_sfc3mik6snaw7buodbobenrsra 446 10 chosen choose VBN work_sfc3mik6snaw7buodbobenrsra 446 11 as as IN work_sfc3mik6snaw7buodbobenrsra 446 12 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 446 13 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 446 14 and and CC work_sfc3mik6snaw7buodbobenrsra 446 15 used use VBD work_sfc3mik6snaw7buodbobenrsra 446 16 to to TO work_sfc3mik6snaw7buodbobenrsra 446 17 compute compute VB work_sfc3mik6snaw7buodbobenrsra 446 18 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 446 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 446 20 centers center NNS work_sfc3mik6snaw7buodbobenrsra 446 21 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 446 22 see see VB work_sfc3mik6snaw7buodbobenrsra 446 23 Table Table NNP work_sfc3mik6snaw7buodbobenrsra 446 24 14(b 14(b NNP work_sfc3mik6snaw7buodbobenrsra 446 25 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 446 26 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 446 27 . . . work_sfc3mik6snaw7buodbobenrsra 447 1 The the DT work_sfc3mik6snaw7buodbobenrsra 447 2 high high JJ work_sfc3mik6snaw7buodbobenrsra 447 3 values value NNS work_sfc3mik6snaw7buodbobenrsra 447 4 of of IN work_sfc3mik6snaw7buodbobenrsra 447 5 matchMetric matchmetric JJ work_sfc3mik6snaw7buodbobenrsra 447 6 show show NN work_sfc3mik6snaw7buodbobenrsra 447 7 that that IN work_sfc3mik6snaw7buodbobenrsra 447 8 the the DT work_sfc3mik6snaw7buodbobenrsra 447 9 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 447 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 447 11 centers center NNS work_sfc3mik6snaw7buodbobenrsra 447 12 are be VBP work_sfc3mik6snaw7buodbobenrsra 447 13 close close JJ work_sfc3mik6snaw7buodbobenrsra 447 14 to to IN work_sfc3mik6snaw7buodbobenrsra 447 15 the the DT work_sfc3mik6snaw7buodbobenrsra 447 16 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 447 17 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 447 18 centers center NNS work_sfc3mik6snaw7buodbobenrsra 447 19 and and CC work_sfc3mik6snaw7buodbobenrsra 447 20 the the DT work_sfc3mik6snaw7buodbobenrsra 447 21 K K NNP work_sfc3mik6snaw7buodbobenrsra 447 22 - - HYPH work_sfc3mik6snaw7buodbobenrsra 447 23 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 447 24 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 447 25 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 447 26 with with IN work_sfc3mik6snaw7buodbobenrsra 447 27 these these DT work_sfc3mik6snaw7buodbobenrsra 447 28 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 447 29 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 447 30 centers center NNS work_sfc3mik6snaw7buodbobenrsra 447 31 converges converge NNS work_sfc3mik6snaw7buodbobenrsra 447 32 fast fast RB work_sfc3mik6snaw7buodbobenrsra 447 33 with with IN work_sfc3mik6snaw7buodbobenrsra 447 34 good good JJ work_sfc3mik6snaw7buodbobenrsra 447 35 cluster- cluster- NN work_sfc3mik6snaw7buodbobenrsra 447 36 ing ing NN work_sfc3mik6snaw7buodbobenrsra 447 37 performance performance NN work_sfc3mik6snaw7buodbobenrsra 447 38 . . . work_sfc3mik6snaw7buodbobenrsra 448 1 The the DT work_sfc3mik6snaw7buodbobenrsra 448 2 reason reason NN work_sfc3mik6snaw7buodbobenrsra 448 3 for for IN work_sfc3mik6snaw7buodbobenrsra 448 4 the the DT work_sfc3mik6snaw7buodbobenrsra 448 5 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 448 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 448 7 centers center NNS work_sfc3mik6snaw7buodbobenrsra 448 8 to to TO work_sfc3mik6snaw7buodbobenrsra 448 9 be be VB work_sfc3mik6snaw7buodbobenrsra 448 10 close close JJ work_sfc3mik6snaw7buodbobenrsra 448 11 to to IN work_sfc3mik6snaw7buodbobenrsra 448 12 the the DT work_sfc3mik6snaw7buodbobenrsra 448 13 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 448 14 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 448 15 centers center NNS work_sfc3mik6snaw7buodbobenrsra 448 16 is be VBZ work_sfc3mik6snaw7buodbobenrsra 448 17 that that IN work_sfc3mik6snaw7buodbobenrsra 448 18 the the DT work_sfc3mik6snaw7buodbobenrsra 448 19 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 448 20 method method NN work_sfc3mik6snaw7buodbobenrsra 448 21 finds find VBZ work_sfc3mik6snaw7buodbobenrsra 448 22 dense dense JJ work_sfc3mik6snaw7buodbobenrsra 448 23 localized localize VBN work_sfc3mik6snaw7buodbobenrsra 448 24 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 448 25 , , , work_sfc3mik6snaw7buodbobenrsra 448 26 merges merge VBZ work_sfc3mik6snaw7buodbobenrsra 448 27 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 448 28 if if IN work_sfc3mik6snaw7buodbobenrsra 448 29 needed need VBN work_sfc3mik6snaw7buodbobenrsra 448 30 and and CC work_sfc3mik6snaw7buodbobenrsra 448 31 discards discard VBZ work_sfc3mik6snaw7buodbobenrsra 448 32 the the DT work_sfc3mik6snaw7buodbobenrsra 448 33 insignificant insignificant JJ work_sfc3mik6snaw7buodbobenrsra 448 34 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 448 35 . . . work_sfc3mik6snaw7buodbobenrsra 449 1 Experiment5 Experiment5 NNP work_sfc3mik6snaw7buodbobenrsra 449 2 . . . work_sfc3mik6snaw7buodbobenrsra 450 1 Time Time NNP work_sfc3mik6snaw7buodbobenrsra 450 2 Scalability Scalability NNP work_sfc3mik6snaw7buodbobenrsra 450 3 of of IN work_sfc3mik6snaw7buodbobenrsra 450 4 the the DT work_sfc3mik6snaw7buodbobenrsra 450 5 Proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 450 6 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 450 7 . . . work_sfc3mik6snaw7buodbobenrsra 451 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 451 2 per- per- RB work_sfc3mik6snaw7buodbobenrsra 451 3 formed form VBD work_sfc3mik6snaw7buodbobenrsra 451 4 an an DT work_sfc3mik6snaw7buodbobenrsra 451 5 experiment experiment NN work_sfc3mik6snaw7buodbobenrsra 451 6 to to TO work_sfc3mik6snaw7buodbobenrsra 451 7 test test VB work_sfc3mik6snaw7buodbobenrsra 451 8 the the DT work_sfc3mik6snaw7buodbobenrsra 451 9 scalability scalability NN work_sfc3mik6snaw7buodbobenrsra 451 10 of of IN work_sfc3mik6snaw7buodbobenrsra 451 11 the the DT work_sfc3mik6snaw7buodbobenrsra 451 12 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 451 13 meth- meth- NN work_sfc3mik6snaw7buodbobenrsra 451 14 od od NNP work_sfc3mik6snaw7buodbobenrsra 451 15 for for IN work_sfc3mik6snaw7buodbobenrsra 451 16 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 451 17 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 451 18 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 451 19 centers center NNS work_sfc3mik6snaw7buodbobenrsra 451 20 for for IN work_sfc3mik6snaw7buodbobenrsra 451 21 large large JJ work_sfc3mik6snaw7buodbobenrsra 451 22 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 451 23 . . . work_sfc3mik6snaw7buodbobenrsra 452 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 452 2 used use VBD work_sfc3mik6snaw7buodbobenrsra 452 3 the the DT work_sfc3mik6snaw7buodbobenrsra 452 4 Mushroom Mushroom NNP work_sfc3mik6snaw7buodbobenrsra 452 5 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 452 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 452 7 see see VB work_sfc3mik6snaw7buodbobenrsra 452 8 Section Section NNP work_sfc3mik6snaw7buodbobenrsra 452 9 5.1 5.1 CD work_sfc3mik6snaw7buodbobenrsra 452 10 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 452 11 that that WDT work_sfc3mik6snaw7buodbobenrsra 452 12 contains contain VBZ work_sfc3mik6snaw7buodbobenrsra 452 13 8124 8124 CD work_sfc3mik6snaw7buodbobenrsra 452 14 data datum NNS work_sfc3mik6snaw7buodbobenrsra 452 15 objects object NNS work_sfc3mik6snaw7buodbobenrsra 452 16 described describe VBN work_sfc3mik6snaw7buodbobenrsra 452 17 by by IN work_sfc3mik6snaw7buodbobenrsra 452 18 22 22 CD work_sfc3mik6snaw7buodbobenrsra 452 19 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 452 20 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 452 21 and and CC work_sfc3mik6snaw7buodbobenrsra 452 22 2 2 CD work_sfc3mik6snaw7buodbobenrsra 452 23 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 452 24 . . . work_sfc3mik6snaw7buodbobenrsra 453 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 453 2 made make VBD work_sfc3mik6snaw7buodbobenrsra 453 3 copies copy NNS work_sfc3mik6snaw7buodbobenrsra 453 4 of of IN work_sfc3mik6snaw7buodbobenrsra 453 5 this this DT work_sfc3mik6snaw7buodbobenrsra 453 6 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 453 7 in in IN work_sfc3mik6snaw7buodbobenrsra 453 8 multiples multiple NNS work_sfc3mik6snaw7buodbobenrsra 453 9 of of IN work_sfc3mik6snaw7buodbobenrsra 453 10 2 2 CD work_sfc3mik6snaw7buodbobenrsra 453 11 , , , work_sfc3mik6snaw7buodbobenrsra 453 12 4 4 CD work_sfc3mik6snaw7buodbobenrsra 453 13 , , , work_sfc3mik6snaw7buodbobenrsra 453 14 6 6 CD work_sfc3mik6snaw7buodbobenrsra 453 15 , , , work_sfc3mik6snaw7buodbobenrsra 453 16 8 8 CD work_sfc3mik6snaw7buodbobenrsra 453 17 , , , work_sfc3mik6snaw7buodbobenrsra 453 18 10 10 CD work_sfc3mik6snaw7buodbobenrsra 453 19 and and CC work_sfc3mik6snaw7buodbobenrsra 453 20 12 12 CD work_sfc3mik6snaw7buodbobenrsra 453 21 such such JJ work_sfc3mik6snaw7buodbobenrsra 453 22 that that IN work_sfc3mik6snaw7buodbobenrsra 453 23 the the DT work_sfc3mik6snaw7buodbobenrsra 453 24 data datum NNS work_sfc3mik6snaw7buodbobenrsra 453 25 size size NN work_sfc3mik6snaw7buodbobenrsra 453 26 varies vary VBZ work_sfc3mik6snaw7buodbobenrsra 453 27 from from IN work_sfc3mik6snaw7buodbobenrsra 453 28 8124 8124 CD work_sfc3mik6snaw7buodbobenrsra 453 29 to to IN work_sfc3mik6snaw7buodbobenrsra 453 30 113,736 113,736 CD work_sfc3mik6snaw7buodbobenrsra 453 31 . . . work_sfc3mik6snaw7buodbobenrsra 454 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 454 2 execute execute VBP work_sfc3mik6snaw7buodbobenrsra 454 3 the the DT work_sfc3mik6snaw7buodbobenrsra 454 4 pro- pro- NN work_sfc3mik6snaw7buodbobenrsra 454 5 posed pose VBN work_sfc3mik6snaw7buodbobenrsra 454 6 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 454 7 for for IN work_sfc3mik6snaw7buodbobenrsra 454 8 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 454 9 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 454 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 454 11 centers center NNS work_sfc3mik6snaw7buodbobenrsra 454 12 on on IN work_sfc3mik6snaw7buodbobenrsra 454 13 each each DT work_sfc3mik6snaw7buodbobenrsra 454 14 of of IN work_sfc3mik6snaw7buodbobenrsra 454 15 these these DT work_sfc3mik6snaw7buodbobenrsra 454 16 copies copy NNS work_sfc3mik6snaw7buodbobenrsra 454 17 separately separately RB work_sfc3mik6snaw7buodbobenrsra 454 18 . . . work_sfc3mik6snaw7buodbobenrsra 455 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 455 2 ran run VBD work_sfc3mik6snaw7buodbobenrsra 455 3 the the DT work_sfc3mik6snaw7buodbobenrsra 455 4 experiment experiment NN work_sfc3mik6snaw7buodbobenrsra 455 5 on on IN work_sfc3mik6snaw7buodbobenrsra 455 6 a a DT work_sfc3mik6snaw7buodbobenrsra 455 7 HP HP NNP work_sfc3mik6snaw7buodbobenrsra 455 8 Touch- Touch- NNP work_sfc3mik6snaw7buodbobenrsra 455 9 Smart Smart NNP work_sfc3mik6snaw7buodbobenrsra 455 10 tm2 tm2 NN work_sfc3mik6snaw7buodbobenrsra 455 11 machine machine NN work_sfc3mik6snaw7buodbobenrsra 455 12 with with IN work_sfc3mik6snaw7buodbobenrsra 455 13 Intel Intel NNP work_sfc3mik6snaw7buodbobenrsra 455 14 Pentium Pentium NNP work_sfc3mik6snaw7buodbobenrsra 455 15 ™ ™ CD work_sfc3mik6snaw7buodbobenrsra 455 16 U4100 U4100 NNP work_sfc3mik6snaw7buodbobenrsra 455 17 1.3 1.3 CD work_sfc3mik6snaw7buodbobenrsra 455 18 GHz GHz NNPS work_sfc3mik6snaw7buodbobenrsra 455 19 proces- proces- NN work_sfc3mik6snaw7buodbobenrsra 455 20 sor sor NN work_sfc3mik6snaw7buodbobenrsra 455 21 , , , work_sfc3mik6snaw7buodbobenrsra 455 22 L2 l2 JJ work_sfc3mik6snaw7buodbobenrsra 455 23 cache cache NN work_sfc3mik6snaw7buodbobenrsra 455 24 2048 2048 CD work_sfc3mik6snaw7buodbobenrsra 455 25 KB KB NNP work_sfc3mik6snaw7buodbobenrsra 455 26 and and CC work_sfc3mik6snaw7buodbobenrsra 455 27 4 4 CD work_sfc3mik6snaw7buodbobenrsra 455 28 GB GB NNP work_sfc3mik6snaw7buodbobenrsra 455 29 RAM ram NN work_sfc3mik6snaw7buodbobenrsra 455 30 . . . work_sfc3mik6snaw7buodbobenrsra 456 1 Fig fig NN work_sfc3mik6snaw7buodbobenrsra 456 2 . . . work_sfc3mik6snaw7buodbobenrsra 457 1 1 1 CD work_sfc3mik6snaw7buodbobenrsra 457 2 shows show VBZ work_sfc3mik6snaw7buodbobenrsra 457 3 the the DT work_sfc3mik6snaw7buodbobenrsra 457 4 plot plot NN work_sfc3mik6snaw7buodbobenrsra 457 5 between between IN work_sfc3mik6snaw7buodbobenrsra 457 6 the the DT work_sfc3mik6snaw7buodbobenrsra 457 7 different different JJ work_sfc3mik6snaw7buodbobenrsra 457 8 sizes size NNS work_sfc3mik6snaw7buodbobenrsra 457 9 of of IN work_sfc3mik6snaw7buodbobenrsra 457 10 the the DT work_sfc3mik6snaw7buodbobenrsra 457 11 data datum NNS work_sfc3mik6snaw7buodbobenrsra 457 12 and and CC work_sfc3mik6snaw7buodbobenrsra 457 13 the the DT work_sfc3mik6snaw7buodbobenrsra 457 14 corresponding corresponding JJ work_sfc3mik6snaw7buodbobenrsra 457 15 time time NN work_sfc3mik6snaw7buodbobenrsra 457 16 consumed consume VBN work_sfc3mik6snaw7buodbobenrsra 457 17 in in IN work_sfc3mik6snaw7buodbobenrsra 457 18 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 457 19 the the DT work_sfc3mik6snaw7buodbobenrsra 457 20 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 457 21 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 457 22 centers center NNS work_sfc3mik6snaw7buodbobenrsra 457 23 . . . work_sfc3mik6snaw7buodbobenrsra 458 1 It -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 458 2 can can MD work_sfc3mik6snaw7buodbobenrsra 458 3 be be VB work_sfc3mik6snaw7buodbobenrsra 458 4 ob- ob- RB work_sfc3mik6snaw7buodbobenrsra 458 5 served serve VBN work_sfc3mik6snaw7buodbobenrsra 458 6 that that IN work_sfc3mik6snaw7buodbobenrsra 458 7 the the DT work_sfc3mik6snaw7buodbobenrsra 458 8 time time NN work_sfc3mik6snaw7buodbobenrsra 458 9 cost cost NN work_sfc3mik6snaw7buodbobenrsra 458 10 of of IN work_sfc3mik6snaw7buodbobenrsra 458 11 the the DT work_sfc3mik6snaw7buodbobenrsra 458 12 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 458 13 method method NN work_sfc3mik6snaw7buodbobenrsra 458 14 grows grow VBZ work_sfc3mik6snaw7buodbobenrsra 458 15 almost almost RB work_sfc3mik6snaw7buodbobenrsra 458 16 lin- lin- RB work_sfc3mik6snaw7buodbobenrsra 458 17 early early RB work_sfc3mik6snaw7buodbobenrsra 458 18 with with IN work_sfc3mik6snaw7buodbobenrsra 458 19 the the DT work_sfc3mik6snaw7buodbobenrsra 458 20 increase increase NN work_sfc3mik6snaw7buodbobenrsra 458 21 in in IN work_sfc3mik6snaw7buodbobenrsra 458 22 the the DT work_sfc3mik6snaw7buodbobenrsra 458 23 number number NN work_sfc3mik6snaw7buodbobenrsra 458 24 of of IN work_sfc3mik6snaw7buodbobenrsra 458 25 data datum NNS work_sfc3mik6snaw7buodbobenrsra 458 26 objects object NNS work_sfc3mik6snaw7buodbobenrsra 458 27 . . . work_sfc3mik6snaw7buodbobenrsra 459 1 The the DT work_sfc3mik6snaw7buodbobenrsra 459 2 experimental experimental JJ work_sfc3mik6snaw7buodbobenrsra 459 3 results result NNS work_sfc3mik6snaw7buodbobenrsra 459 4 suggest suggest VBP work_sfc3mik6snaw7buodbobenrsra 459 5 that that IN work_sfc3mik6snaw7buodbobenrsra 459 6 the the DT work_sfc3mik6snaw7buodbobenrsra 459 7 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 459 8 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 459 9 center center NN work_sfc3mik6snaw7buodbobenrsra 459 10 ini- ini- CC work_sfc3mik6snaw7buodbobenrsra 459 11 tialization tialization NN work_sfc3mik6snaw7buodbobenrsra 459 12 method method NN work_sfc3mik6snaw7buodbobenrsra 459 13 scales scale VBZ work_sfc3mik6snaw7buodbobenrsra 459 14 linearly linearly RB work_sfc3mik6snaw7buodbobenrsra 459 15 and and CC work_sfc3mik6snaw7buodbobenrsra 459 16 can can MD work_sfc3mik6snaw7buodbobenrsra 459 17 be be VB work_sfc3mik6snaw7buodbobenrsra 459 18 implemented implement VBN work_sfc3mik6snaw7buodbobenrsra 459 19 for for IN work_sfc3mik6snaw7buodbobenrsra 459 20 large large JJ work_sfc3mik6snaw7buodbobenrsra 459 21 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 459 22 . . . work_sfc3mik6snaw7buodbobenrsra 460 1 Table table NN work_sfc3mik6snaw7buodbobenrsra 460 2 15 15 CD work_sfc3mik6snaw7buodbobenrsra 460 3 compares compare VBZ work_sfc3mik6snaw7buodbobenrsra 460 4 the the DT work_sfc3mik6snaw7buodbobenrsra 460 5 time time NN work_sfc3mik6snaw7buodbobenrsra 460 6 complexities complexity NNS work_sfc3mik6snaw7buodbobenrsra 460 7 of of IN work_sfc3mik6snaw7buodbobenrsra 460 8 the the DT work_sfc3mik6snaw7buodbobenrsra 460 9 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 460 10 clus- clus- NNP work_sfc3mik6snaw7buodbobenrsra 460 11 ter ter NN work_sfc3mik6snaw7buodbobenrsra 460 12 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 460 13 algorithms algorithms NNP work_sfc3mik6snaw7buodbobenrsra 460 14 with with IN work_sfc3mik6snaw7buodbobenrsra 460 15 the the DT work_sfc3mik6snaw7buodbobenrsra 460 16 two two CD work_sfc3mik6snaw7buodbobenrsra 460 17 competing compete VBG work_sfc3mik6snaw7buodbobenrsra 460 18 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 460 19 methods method NNS work_sfc3mik6snaw7buodbobenrsra 460 20 of of IN work_sfc3mik6snaw7buodbobenrsra 460 21 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 460 22 et et NNP work_sfc3mik6snaw7buodbobenrsra 460 23 al al NNP work_sfc3mik6snaw7buodbobenrsra 460 24 . . . work_sfc3mik6snaw7buodbobenrsra 461 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 461 2 2009 2009 CD work_sfc3mik6snaw7buodbobenrsra 461 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 461 4 and and CC work_sfc3mik6snaw7buodbobenrsra 461 5 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 461 6 et et NNP work_sfc3mik6snaw7buodbobenrsra 461 7 al al NNP work_sfc3mik6snaw7buodbobenrsra 461 8 . . . work_sfc3mik6snaw7buodbobenrsra 462 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 462 2 2007 2007 CD work_sfc3mik6snaw7buodbobenrsra 462 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 462 4 . . . work_sfc3mik6snaw7buodbobenrsra 463 1 In in IN work_sfc3mik6snaw7buodbobenrsra 463 2 the the DT work_sfc3mik6snaw7buodbobenrsra 463 3 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 463 4 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 463 5 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 463 6 with with IN work_sfc3mik6snaw7buodbobenrsra 463 7 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 463 8 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 463 9 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 463 10 , , , work_sfc3mik6snaw7buodbobenrsra 463 11 if if IN work_sfc3mik6snaw7buodbobenrsra 463 12 rKm2 rKm2 NNP work_sfc3mik6snaw7buodbobenrsra 463 13 is be VBZ work_sfc3mik6snaw7buodbobenrsra 463 14 larger large JJR work_sfc3mik6snaw7buodbobenrsra 463 15 than than IN work_sfc3mik6snaw7buodbobenrsra 463 16 logn logn NNP work_sfc3mik6snaw7buodbobenrsra 463 17 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 463 18 which which WDT work_sfc3mik6snaw7buodbobenrsra 463 19 is be VBZ work_sfc3mik6snaw7buodbobenrsra 463 20 more more RBR work_sfc3mik6snaw7buodbobenrsra 463 21 likely likely JJ work_sfc3mik6snaw7buodbobenrsra 463 22 to to TO work_sfc3mik6snaw7buodbobenrsra 463 23 be be VB work_sfc3mik6snaw7buodbobenrsra 463 24 true true JJ work_sfc3mik6snaw7buodbobenrsra 463 25 for for IN work_sfc3mik6snaw7buodbobenrsra 463 26 high high JJ work_sfc3mik6snaw7buodbobenrsra 463 27 dimensional dimensional JJ work_sfc3mik6snaw7buodbobenrsra 463 28 dataset dataset NN work_sfc3mik6snaw7buodbobenrsra 463 29 with with IN work_sfc3mik6snaw7buodbobenrsra 463 30 large large JJ work_sfc3mik6snaw7buodbobenrsra 463 31 number number NN work_sfc3mik6snaw7buodbobenrsra 463 32 of of IN work_sfc3mik6snaw7buodbobenrsra 463 33 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 463 34 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 463 35 , , , work_sfc3mik6snaw7buodbobenrsra 463 36 the the DT work_sfc3mik6snaw7buodbobenrsra 463 37 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 463 38 is be VBZ work_sfc3mik6snaw7buodbobenrsra 463 39 decided decide VBN work_sfc3mik6snaw7buodbobenrsra 463 40 by by IN work_sfc3mik6snaw7buodbobenrsra 463 41 the the DT work_sfc3mik6snaw7buodbobenrsra 463 42 second second JJ work_sfc3mik6snaw7buodbobenrsra 463 43 term term NN work_sfc3mik6snaw7buodbobenrsra 463 44 , , , work_sfc3mik6snaw7buodbobenrsra 463 45 rKm2n rkm2n ADD work_sfc3mik6snaw7buodbobenrsra 463 46 , , , work_sfc3mik6snaw7buodbobenrsra 463 47 which which WDT work_sfc3mik6snaw7buodbobenrsra 463 48 is be VBZ work_sfc3mik6snaw7buodbobenrsra 463 49 linear linear JJ work_sfc3mik6snaw7buodbobenrsra 463 50 in in IN work_sfc3mik6snaw7buodbobenrsra 463 51 number number NN work_sfc3mik6snaw7buodbobenrsra 463 52 of of IN work_sfc3mik6snaw7buodbobenrsra 463 53 data datum NNS work_sfc3mik6snaw7buodbobenrsra 463 54 objects object NNS work_sfc3mik6snaw7buodbobenrsra 463 55 and and CC work_sfc3mik6snaw7buodbobenrsra 463 56 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 463 57 to to IN work_sfc3mik6snaw7buodbobenrsra 463 58 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 463 59 ’s ’s POS work_sfc3mik6snaw7buodbobenrsra 463 60 method method NN work_sfc3mik6snaw7buodbobenrsra 463 61 and and CC work_sfc3mik6snaw7buodbobenrsra 463 62 better well JJR work_sfc3mik6snaw7buodbobenrsra 463 63 than than IN work_sfc3mik6snaw7buodbobenrsra 463 64 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 463 65 ’s ’s NNP work_sfc3mik6snaw7buodbobenrsra 463 66 method method NN work_sfc3mik6snaw7buodbobenrsra 463 67 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 463 68 with with IN work_sfc3mik6snaw7buodbobenrsra 463 69 respect respect NN work_sfc3mik6snaw7buodbobenrsra 463 70 to to IN work_sfc3mik6snaw7buodbobenrsra 463 71 the the DT work_sfc3mik6snaw7buodbobenrsra 463 72 number number NN work_sfc3mik6snaw7buodbobenrsra 463 73 of of IN work_sfc3mik6snaw7buodbobenrsra 463 74 data datum NNS work_sfc3mik6snaw7buodbobenrsra 463 75 objects object NNS work_sfc3mik6snaw7buodbobenrsra 463 76 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 463 77 . . . work_sfc3mik6snaw7buodbobenrsra 464 1 This this DT work_sfc3mik6snaw7buodbobenrsra 464 2 linear linear JJ work_sfc3mik6snaw7buodbobenrsra 464 3 time time NN work_sfc3mik6snaw7buodbobenrsra 464 4 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 464 5 behavior behavior NN work_sfc3mik6snaw7buodbobenrsra 464 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 464 7 also also RB work_sfc3mik6snaw7buodbobenrsra 464 8 observed observe VBN work_sfc3mik6snaw7buodbobenrsra 464 9 in in IN work_sfc3mik6snaw7buodbobenrsra 464 10 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 464 11 scalability scalability NN work_sfc3mik6snaw7buodbobenrsra 464 12 experiments experiment NNS work_sfc3mik6snaw7buodbobenrsra 464 13 . . . work_sfc3mik6snaw7buodbobenrsra 465 1 Multiple Multiple NNP work_sfc3mik6snaw7buodbobenrsra 465 2 Attributes Attributes NNPS work_sfc3mik6snaw7buodbobenrsra 465 3 Clustering Clustering NNP work_sfc3mik6snaw7buodbobenrsra 465 4 Challenges Challenges NNPS work_sfc3mik6snaw7buodbobenrsra 465 5 In in IN work_sfc3mik6snaw7buodbobenrsra 465 6 Section section NN work_sfc3mik6snaw7buodbobenrsra 465 7 4 4 CD work_sfc3mik6snaw7buodbobenrsra 465 8 , , , work_sfc3mik6snaw7buodbobenrsra 465 9 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 465 10 men- men- RB work_sfc3mik6snaw7buodbobenrsra 465 11 tioned tione VBD work_sfc3mik6snaw7buodbobenrsra 465 12 some some DT work_sfc3mik6snaw7buodbobenrsra 465 13 of of IN work_sfc3mik6snaw7buodbobenrsra 465 14 the the DT work_sfc3mik6snaw7buodbobenrsra 465 15 challenges challenge NNS work_sfc3mik6snaw7buodbobenrsra 465 16 in in IN work_sfc3mik6snaw7buodbobenrsra 465 17 employing employ VBG work_sfc3mik6snaw7buodbobenrsra 465 18 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 465 19 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 465 20 ap- ap- XX work_sfc3mik6snaw7buodbobenrsra 465 21 proaches proache NNS work_sfc3mik6snaw7buodbobenrsra 465 22 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 465 23 as as IN work_sfc3mik6snaw7buodbobenrsra 465 24 defined define VBN work_sfc3mik6snaw7buodbobenrsra 465 25 by by IN work_sfc3mik6snaw7buodbobenrsra 465 26 Müller Müller NNP work_sfc3mik6snaw7buodbobenrsra 465 27 et et NNP work_sfc3mik6snaw7buodbobenrsra 465 28 al al NNP work_sfc3mik6snaw7buodbobenrsra 465 29 . . . work_sfc3mik6snaw7buodbobenrsra 466 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 466 2 2010 2010 CD work_sfc3mik6snaw7buodbobenrsra 466 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 466 4 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 466 5 . . . work_sfc3mik6snaw7buodbobenrsra 467 1 The the DT work_sfc3mik6snaw7buodbobenrsra 467 2 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 467 3 method method NN work_sfc3mik6snaw7buodbobenrsra 467 4 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 467 5 the the DT work_sfc3mik6snaw7buodbobenrsra 467 6 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 467 7 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 467 8 approach approach NN work_sfc3mik6snaw7buodbobenrsra 467 9 to to TO work_sfc3mik6snaw7buodbobenrsra 467 10 find find VB work_sfc3mik6snaw7buodbobenrsra 467 11 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 467 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 467 13 centers center NNS work_sfc3mik6snaw7buodbobenrsra 467 14 for for IN work_sfc3mik6snaw7buodbobenrsra 467 15 a a DT work_sfc3mik6snaw7buodbobenrsra 467 16 partitional partitional JJ work_sfc3mik6snaw7buodbobenrsra 467 17 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 467 18 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 467 19 . . . work_sfc3mik6snaw7buodbobenrsra 468 1 The the DT work_sfc3mik6snaw7buodbobenrsra 468 2 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 468 3 approach approach NN work_sfc3mik6snaw7buodbobenrsra 468 4 suc- suc- NNP work_sfc3mik6snaw7buodbobenrsra 468 5 cessfully cessfully RB work_sfc3mik6snaw7buodbobenrsra 468 6 generated generate VBN work_sfc3mik6snaw7buodbobenrsra 468 7 and and CC work_sfc3mik6snaw7buodbobenrsra 468 8 detected detect VBD work_sfc3mik6snaw7buodbobenrsra 468 9 the the DT work_sfc3mik6snaw7buodbobenrsra 468 10 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 468 11 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 468 12 views view NNS work_sfc3mik6snaw7buodbobenrsra 468 13 from from IN work_sfc3mik6snaw7buodbobenrsra 468 14 the the DT work_sfc3mik6snaw7buodbobenrsra 468 15 data datum NNS work_sfc3mik6snaw7buodbobenrsra 468 16 and and CC work_sfc3mik6snaw7buodbobenrsra 468 17 can can MD work_sfc3mik6snaw7buodbobenrsra 468 18 process process VB work_sfc3mik6snaw7buodbobenrsra 468 19 different different JJ work_sfc3mik6snaw7buodbobenrsra 468 20 distinguishable distinguishable JJ work_sfc3mik6snaw7buodbobenrsra 468 21 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 468 22 into into IN work_sfc3mik6snaw7buodbobenrsra 468 23 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 468 24 number number NN work_sfc3mik6snaw7buodbobenrsra 468 25 of of IN work_sfc3mik6snaw7buodbobenrsra 468 26 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 468 27 by by IN work_sfc3mik6snaw7buodbobenrsra 468 28 a a DT work_sfc3mik6snaw7buodbobenrsra 468 29 modified modify VBN work_sfc3mik6snaw7buodbobenrsra 468 30 hierarchical hierarchical NN work_sfc3mik6snaw7buodbobenrsra 468 31 cluster- cluster- NN work_sfc3mik6snaw7buodbobenrsra 468 32 ing e VBG work_sfc3mik6snaw7buodbobenrsra 468 33 approach approach NN work_sfc3mik6snaw7buodbobenrsra 468 34 or or CC work_sfc3mik6snaw7buodbobenrsra 468 35 use use VBP work_sfc3mik6snaw7buodbobenrsra 468 36 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 468 37 unaltered unaltere VBD work_sfc3mik6snaw7buodbobenrsra 468 38 , , , work_sfc3mik6snaw7buodbobenrsra 468 39 whichever whichever WDT work_sfc3mik6snaw7buodbobenrsra 468 40 the the DT work_sfc3mik6snaw7buodbobenrsra 468 41 case case NN work_sfc3mik6snaw7buodbobenrsra 468 42 may may MD work_sfc3mik6snaw7buodbobenrsra 468 43 be be VB work_sfc3mik6snaw7buodbobenrsra 468 44 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 468 45 as as IN work_sfc3mik6snaw7buodbobenrsra 468 46 0 0 CD work_sfc3mik6snaw7buodbobenrsra 468 47 2 2 CD work_sfc3mik6snaw7buodbobenrsra 468 48 4 4 CD work_sfc3mik6snaw7buodbobenrsra 468 49 6 6 CD work_sfc3mik6snaw7buodbobenrsra 468 50 8 8 CD work_sfc3mik6snaw7buodbobenrsra 468 51 10 10 CD work_sfc3mik6snaw7buodbobenrsra 468 52 12 12 CD work_sfc3mik6snaw7buodbobenrsra 468 53 x x SYM work_sfc3mik6snaw7buodbobenrsra 468 54 10 10 CD work_sfc3mik6snaw7buodbobenrsra 468 55 4 4 CD work_sfc3mik6snaw7buodbobenrsra 468 56 5 5 CD work_sfc3mik6snaw7buodbobenrsra 468 57 10 10 CD work_sfc3mik6snaw7buodbobenrsra 468 58 15 15 CD work_sfc3mik6snaw7buodbobenrsra 468 59 20 20 CD work_sfc3mik6snaw7buodbobenrsra 468 60 25 25 CD work_sfc3mik6snaw7buodbobenrsra 468 61 30 30 CD work_sfc3mik6snaw7buodbobenrsra 468 62 35 35 CD work_sfc3mik6snaw7buodbobenrsra 468 63 40 40 CD work_sfc3mik6snaw7buodbobenrsra 468 64 45 45 CD work_sfc3mik6snaw7buodbobenrsra 468 65 50 50 CD work_sfc3mik6snaw7buodbobenrsra 468 66 Number number NN work_sfc3mik6snaw7buodbobenrsra 468 67 of of IN work_sfc3mik6snaw7buodbobenrsra 468 68 data datum NNS work_sfc3mik6snaw7buodbobenrsra 468 69 objects object NNS work_sfc3mik6snaw7buodbobenrsra 468 70 Ti Ti NNP work_sfc3mik6snaw7buodbobenrsra 468 71 m m NNP work_sfc3mik6snaw7buodbobenrsra 468 72 e e NNP work_sfc3mik6snaw7buodbobenrsra 468 73 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 468 74 s s NNP work_sfc3mik6snaw7buodbobenrsra 468 75 ec ec NNP work_sfc3mik6snaw7buodbobenrsra 468 76 on on IN work_sfc3mik6snaw7buodbobenrsra 468 77 ds ds NNP work_sfc3mik6snaw7buodbobenrsra 468 78 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 468 79 Fig Fig NNP work_sfc3mik6snaw7buodbobenrsra 468 80 . . . work_sfc3mik6snaw7buodbobenrsra 469 1 1 1 LS work_sfc3mik6snaw7buodbobenrsra 469 2 . . . work_sfc3mik6snaw7buodbobenrsra 470 1 Time time NN work_sfc3mik6snaw7buodbobenrsra 470 2 consumption consumption NN work_sfc3mik6snaw7buodbobenrsra 470 3 in in IN work_sfc3mik6snaw7buodbobenrsra 470 4 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 470 5 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 470 6 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 470 7 center center NN work_sfc3mik6snaw7buodbobenrsra 470 8 for for IN work_sfc3mik6snaw7buodbobenrsra 470 9 variable variable JJ work_sfc3mik6snaw7buodbobenrsra 470 10 data data NN work_sfc3mik6snaw7buodbobenrsra 470 11 size size NN work_sfc3mik6snaw7buodbobenrsra 470 12 . . . work_sfc3mik6snaw7buodbobenrsra 471 1 Table table NN work_sfc3mik6snaw7buodbobenrsra 471 2 15 15 CD work_sfc3mik6snaw7buodbobenrsra 471 3 Comparison comparison NN work_sfc3mik6snaw7buodbobenrsra 471 4 of of IN work_sfc3mik6snaw7buodbobenrsra 471 5 time time NN work_sfc3mik6snaw7buodbobenrsra 471 6 complexities complexity NNS work_sfc3mik6snaw7buodbobenrsra 471 7 . . . work_sfc3mik6snaw7buodbobenrsra 472 1 Initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 472 2 method method NN work_sfc3mik6snaw7buodbobenrsra 472 3 Order order NN work_sfc3mik6snaw7buodbobenrsra 472 4 of of IN work_sfc3mik6snaw7buodbobenrsra 472 5 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 472 6 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 472 7 et et NNP work_sfc3mik6snaw7buodbobenrsra 472 8 al al NNP work_sfc3mik6snaw7buodbobenrsra 472 9 . . . work_sfc3mik6snaw7buodbobenrsra 473 1 O(nmK2 o(nmk2 LS work_sfc3mik6snaw7buodbobenrsra 473 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 473 3 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 473 4 et et NNP work_sfc3mik6snaw7buodbobenrsra 473 5 al al NNP work_sfc3mik6snaw7buodbobenrsra 473 6 . . . work_sfc3mik6snaw7buodbobenrsra 474 1 O(cn O(cn NNP work_sfc3mik6snaw7buodbobenrsra 474 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 474 3 , , , work_sfc3mik6snaw7buodbobenrsra 474 4 where where WRB work_sfc3mik6snaw7buodbobenrsra 474 5 c c NN work_sfc3mik6snaw7buodbobenrsra 474 6 can can MD work_sfc3mik6snaw7buodbobenrsra 474 7 be be VB work_sfc3mik6snaw7buodbobenrsra 474 8 between between IN work_sfc3mik6snaw7buodbobenrsra 474 9 2 2 CD work_sfc3mik6snaw7buodbobenrsra 474 10 to to IN work_sfc3mik6snaw7buodbobenrsra 474 11 n0.5 n0.5 JJ work_sfc3mik6snaw7buodbobenrsra 474 12 Proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 474 13 method method NN work_sfc3mik6snaw7buodbobenrsra 474 14 O(nm o(nm RB work_sfc3mik6snaw7buodbobenrsra 474 15 + + CC work_sfc3mik6snaw7buodbobenrsra 474 16 rKm2n rkm2n CD work_sfc3mik6snaw7buodbobenrsra 474 17 + + CC work_sfc3mik6snaw7buodbobenrsra 474 18 n n CC work_sfc3mik6snaw7buodbobenrsra 474 19 log log NN work_sfc3mik6snaw7buodbobenrsra 474 20 n n XX work_sfc3mik6snaw7buodbobenrsra 474 21 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 474 22 , , , work_sfc3mik6snaw7buodbobenrsra 474 23 for for IN work_sfc3mik6snaw7buodbobenrsra 474 24 all all DT work_sfc3mik6snaw7buodbobenrsra 474 25 / / SYM work_sfc3mik6snaw7buodbobenrsra 474 26 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 474 27 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 474 28 7454 7454 CD work_sfc3mik6snaw7buodbobenrsra 474 29 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 474 30 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 474 31 , , , work_sfc3mik6snaw7buodbobenrsra 474 32 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 474 33 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 474 34 / / SYM work_sfc3mik6snaw7buodbobenrsra 474 35 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 474 36 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 474 37 with with IN work_sfc3mik6snaw7buodbobenrsra 474 38 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 474 39 40 40 CD work_sfc3mik6snaw7buodbobenrsra 474 40 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 474 41 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 474 42 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 474 43 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 474 44 Author author NN work_sfc3mik6snaw7buodbobenrsra 474 45 's 's POS work_sfc3mik6snaw7buodbobenrsra 474 46 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 474 47 copy copy NN work_sfc3mik6snaw7buodbobenrsra 474 48 discussed discuss VBN work_sfc3mik6snaw7buodbobenrsra 474 49 in in IN work_sfc3mik6snaw7buodbobenrsra 474 50 Algorithm Algorithm NNP work_sfc3mik6snaw7buodbobenrsra 474 51 3 3 CD work_sfc3mik6snaw7buodbobenrsra 474 52 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 474 53 . . . work_sfc3mik6snaw7buodbobenrsra 475 1 In in IN work_sfc3mik6snaw7buodbobenrsra 475 2 the the DT work_sfc3mik6snaw7buodbobenrsra 475 3 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 475 4 - - HYPH work_sfc3mik6snaw7buodbobenrsra 475 5 case case NN work_sfc3mik6snaw7buodbobenrsra 475 6 , , , work_sfc3mik6snaw7buodbobenrsra 475 7 the the DT work_sfc3mik6snaw7buodbobenrsra 475 8 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 475 9 algo- algo- NNP work_sfc3mik6snaw7buodbobenrsra 475 10 rithm rithm NNP work_sfc3mik6snaw7buodbobenrsra 475 11 will will MD work_sfc3mik6snaw7buodbobenrsra 475 12 generate generate VB work_sfc3mik6snaw7buodbobenrsra 475 13 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 475 14 views view NNS work_sfc3mik6snaw7buodbobenrsra 475 15 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 475 16 to to IN work_sfc3mik6snaw7buodbobenrsra 475 17 the the DT work_sfc3mik6snaw7buodbobenrsra 475 18 number number NN work_sfc3mik6snaw7buodbobenrsra 475 19 of of IN work_sfc3mik6snaw7buodbobenrsra 475 20 total total JJ work_sfc3mik6snaw7buodbobenrsra 475 21 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 475 22 in in IN work_sfc3mik6snaw7buodbobenrsra 475 23 the the DT work_sfc3mik6snaw7buodbobenrsra 475 24 data datum NNS work_sfc3mik6snaw7buodbobenrsra 475 25 . . . work_sfc3mik6snaw7buodbobenrsra 476 1 This this DT work_sfc3mik6snaw7buodbobenrsra 476 2 is be VBZ work_sfc3mik6snaw7buodbobenrsra 476 3 a a DT work_sfc3mik6snaw7buodbobenrsra 476 4 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 476 5 improvement improvement NN work_sfc3mik6snaw7buodbobenrsra 476 6 over over IN work_sfc3mik6snaw7buodbobenrsra 476 7 other other JJ work_sfc3mik6snaw7buodbobenrsra 476 8 approaches approach NNS work_sfc3mik6snaw7buodbobenrsra 476 9 such such JJ work_sfc3mik6snaw7buodbobenrsra 476 10 as as IN work_sfc3mik6snaw7buodbobenrsra 476 11 by by IN work_sfc3mik6snaw7buodbobenrsra 476 12 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 476 13 and and CC work_sfc3mik6snaw7buodbobenrsra 476 14 Kant Kant NNP work_sfc3mik6snaw7buodbobenrsra 476 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 476 16 2007 2007 CD work_sfc3mik6snaw7buodbobenrsra 476 17 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 476 18 , , , work_sfc3mik6snaw7buodbobenrsra 476 19 which which WDT work_sfc3mik6snaw7buodbobenrsra 476 20 can can MD work_sfc3mik6snaw7buodbobenrsra 476 21 run run VB work_sfc3mik6snaw7buodbobenrsra 476 22 arbi- arbi- NNP work_sfc3mik6snaw7buodbobenrsra 476 23 trary trary JJ work_sfc3mik6snaw7buodbobenrsra 476 24 number number NN work_sfc3mik6snaw7buodbobenrsra 476 25 of of IN work_sfc3mik6snaw7buodbobenrsra 476 26 times time NNS work_sfc3mik6snaw7buodbobenrsra 476 27 for for IN work_sfc3mik6snaw7buodbobenrsra 476 28 evidence evidence NN work_sfc3mik6snaw7buodbobenrsra 476 29 accumulation accumulation NN work_sfc3mik6snaw7buodbobenrsra 476 30 . . . work_sfc3mik6snaw7buodbobenrsra 477 1 The the DT work_sfc3mik6snaw7buodbobenrsra 477 2 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 477 3 method method NN work_sfc3mik6snaw7buodbobenrsra 477 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 477 5 flexible flexible JJ work_sfc3mik6snaw7buodbobenrsra 477 6 and and CC work_sfc3mik6snaw7buodbobenrsra 477 7 tested test VBN work_sfc3mik6snaw7buodbobenrsra 477 8 on on IN work_sfc3mik6snaw7buodbobenrsra 477 9 various various JJ work_sfc3mik6snaw7buodbobenrsra 477 10 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 477 11 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 477 12 , , , work_sfc3mik6snaw7buodbobenrsra 477 13 how- how- RB work_sfc3mik6snaw7buodbobenrsra 477 14 ever ever RB work_sfc3mik6snaw7buodbobenrsra 477 15 a a DT work_sfc3mik6snaw7buodbobenrsra 477 16 known know VBN work_sfc3mik6snaw7buodbobenrsra 477 17 limitation limitation NN work_sfc3mik6snaw7buodbobenrsra 477 18 is be VBZ work_sfc3mik6snaw7buodbobenrsra 477 19 the the DT work_sfc3mik6snaw7buodbobenrsra 477 20 advance advance JJ work_sfc3mik6snaw7buodbobenrsra 477 21 knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 477 22 of of IN work_sfc3mik6snaw7buodbobenrsra 477 23 number number NN work_sfc3mik6snaw7buodbobenrsra 477 24 of of IN work_sfc3mik6snaw7buodbobenrsra 477 25 natural natural JJ work_sfc3mik6snaw7buodbobenrsra 477 26 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 477 27 in in IN work_sfc3mik6snaw7buodbobenrsra 477 28 the the DT work_sfc3mik6snaw7buodbobenrsra 477 29 data datum NNS work_sfc3mik6snaw7buodbobenrsra 477 30 . . . work_sfc3mik6snaw7buodbobenrsra 478 1 6 6 CD work_sfc3mik6snaw7buodbobenrsra 478 2 . . . work_sfc3mik6snaw7buodbobenrsra 479 1 Conclusions Conclusions NNPS work_sfc3mik6snaw7buodbobenrsra 479 2 K K NNP work_sfc3mik6snaw7buodbobenrsra 479 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 479 4 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 479 5 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 479 6 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 479 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 479 8 employed employ VBN work_sfc3mik6snaw7buodbobenrsra 479 9 to to TO work_sfc3mik6snaw7buodbobenrsra 479 10 partition partition VB work_sfc3mik6snaw7buodbobenrsra 479 11 the the DT work_sfc3mik6snaw7buodbobenrsra 479 12 cat- cat- JJ work_sfc3mik6snaw7buodbobenrsra 479 13 egorical egorical JJ work_sfc3mik6snaw7buodbobenrsra 479 14 data datum NNS work_sfc3mik6snaw7buodbobenrsra 479 15 into into IN work_sfc3mik6snaw7buodbobenrsra 479 16 pre pre JJ work_sfc3mik6snaw7buodbobenrsra 479 17 - - VBN work_sfc3mik6snaw7buodbobenrsra 479 18 defined define VBN work_sfc3mik6snaw7buodbobenrsra 479 19 K K NNP work_sfc3mik6snaw7buodbobenrsra 479 20 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 479 21 , , , work_sfc3mik6snaw7buodbobenrsra 479 22 however however RB work_sfc3mik6snaw7buodbobenrsra 479 23 the the DT work_sfc3mik6snaw7buodbobenrsra 479 24 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 479 25 results result NNS work_sfc3mik6snaw7buodbobenrsra 479 26 intrinsically intrinsically RB work_sfc3mik6snaw7buodbobenrsra 479 27 depend depend VBP work_sfc3mik6snaw7buodbobenrsra 479 28 on on IN work_sfc3mik6snaw7buodbobenrsra 479 29 the the DT work_sfc3mik6snaw7buodbobenrsra 479 30 choice choice NN work_sfc3mik6snaw7buodbobenrsra 479 31 of of IN work_sfc3mik6snaw7buodbobenrsra 479 32 random random JJ work_sfc3mik6snaw7buodbobenrsra 479 33 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 479 34 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 479 35 centers center NNS work_sfc3mik6snaw7buodbobenrsra 479 36 , , , work_sfc3mik6snaw7buodbobenrsra 479 37 that that WDT work_sfc3mik6snaw7buodbobenrsra 479 38 can can MD work_sfc3mik6snaw7buodbobenrsra 479 39 cause cause VB work_sfc3mik6snaw7buodbobenrsra 479 40 non non JJ work_sfc3mik6snaw7buodbobenrsra 479 41 - - JJ work_sfc3mik6snaw7buodbobenrsra 479 42 repeatable repeatable JJ work_sfc3mik6snaw7buodbobenrsra 479 43 results result NNS work_sfc3mik6snaw7buodbobenrsra 479 44 and and CC work_sfc3mik6snaw7buodbobenrsra 479 45 produce produce VBP work_sfc3mik6snaw7buodbobenrsra 479 46 impro- impro- NN work_sfc3mik6snaw7buodbobenrsra 479 47 per per IN work_sfc3mik6snaw7buodbobenrsra 479 48 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 479 49 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 479 50 . . . work_sfc3mik6snaw7buodbobenrsra 480 1 In in IN work_sfc3mik6snaw7buodbobenrsra 480 2 this this DT work_sfc3mik6snaw7buodbobenrsra 480 3 paper paper NN work_sfc3mik6snaw7buodbobenrsra 480 4 , , , work_sfc3mik6snaw7buodbobenrsra 480 5 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 480 6 propose propose VBP work_sfc3mik6snaw7buodbobenrsra 480 7 an an DT work_sfc3mik6snaw7buodbobenrsra 480 8 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 480 9 to to TO work_sfc3mik6snaw7buodbobenrsra 480 10 compute compute VB work_sfc3mik6snaw7buodbobenrsra 480 11 the the DT work_sfc3mik6snaw7buodbobenrsra 480 12 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 480 13 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 480 14 centers center NNS work_sfc3mik6snaw7buodbobenrsra 480 15 for for IN work_sfc3mik6snaw7buodbobenrsra 480 16 the the DT work_sfc3mik6snaw7buodbobenrsra 480 17 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 480 18 data datum NNS work_sfc3mik6snaw7buodbobenrsra 480 19 by by IN work_sfc3mik6snaw7buodbobenrsra 480 20 per- per- RB work_sfc3mik6snaw7buodbobenrsra 480 21 forming form VBG work_sfc3mik6snaw7buodbobenrsra 480 22 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 480 23 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 480 24 of of IN work_sfc3mik6snaw7buodbobenrsra 480 25 data datum NNS work_sfc3mik6snaw7buodbobenrsra 480 26 based base VBN work_sfc3mik6snaw7buodbobenrsra 480 27 on on IN work_sfc3mik6snaw7buodbobenrsra 480 28 the the DT work_sfc3mik6snaw7buodbobenrsra 480 29 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 480 30 values value NNS work_sfc3mik6snaw7buodbobenrsra 480 31 present present JJ work_sfc3mik6snaw7buodbobenrsra 480 32 in in IN work_sfc3mik6snaw7buodbobenrsra 480 33 different different JJ work_sfc3mik6snaw7buodbobenrsra 480 34 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 480 35 . . . work_sfc3mik6snaw7buodbobenrsra 481 1 The the DT work_sfc3mik6snaw7buodbobenrsra 481 2 present present JJ work_sfc3mik6snaw7buodbobenrsra 481 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 481 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 481 5 based base VBN work_sfc3mik6snaw7buodbobenrsra 481 6 on on IN work_sfc3mik6snaw7buodbobenrsra 481 7 the the DT work_sfc3mik6snaw7buodbobenrsra 481 8 experimental experimental JJ work_sfc3mik6snaw7buodbobenrsra 481 9 fact fact NN work_sfc3mik6snaw7buodbobenrsra 481 10 that that IN work_sfc3mik6snaw7buodbobenrsra 481 11 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 481 12 data data NN work_sfc3mik6snaw7buodbobenrsra 481 13 objects object NNS work_sfc3mik6snaw7buodbobenrsra 481 14 form form VBP work_sfc3mik6snaw7buodbobenrsra 481 15 the the DT work_sfc3mik6snaw7buodbobenrsra 481 16 core core NN work_sfc3mik6snaw7buodbobenrsra 481 17 of of IN work_sfc3mik6snaw7buodbobenrsra 481 18 the the DT work_sfc3mik6snaw7buodbobenrsra 481 19 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 481 20 and and CC work_sfc3mik6snaw7buodbobenrsra 481 21 are be VBP work_sfc3mik6snaw7buodbobenrsra 481 22 not not RB work_sfc3mik6snaw7buodbobenrsra 481 23 affected affect VBN work_sfc3mik6snaw7buodbobenrsra 481 24 by by IN work_sfc3mik6snaw7buodbobenrsra 481 25 the the DT work_sfc3mik6snaw7buodbobenrsra 481 26 selection selection NN work_sfc3mik6snaw7buodbobenrsra 481 27 of of IN work_sfc3mik6snaw7buodbobenrsra 481 28 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 481 29 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 481 30 centers center NNS work_sfc3mik6snaw7buodbobenrsra 481 31 , , , work_sfc3mik6snaw7buodbobenrsra 481 32 and and CC work_sfc3mik6snaw7buodbobenrsra 481 33 that that IN work_sfc3mik6snaw7buodbobenrsra 481 34 individual individual JJ work_sfc3mik6snaw7buodbobenrsra 481 35 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 481 36 also also RB work_sfc3mik6snaw7buodbobenrsra 481 37 provides provide VBZ work_sfc3mik6snaw7buodbobenrsra 481 38 useful useful JJ work_sfc3mik6snaw7buodbobenrsra 481 39 informa- informa- JJ work_sfc3mik6snaw7buodbobenrsra 481 40 tion tion NN work_sfc3mik6snaw7buodbobenrsra 481 41 in in IN work_sfc3mik6snaw7buodbobenrsra 481 42 generating generate VBG work_sfc3mik6snaw7buodbobenrsra 481 43 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 481 44 structures structure NNS work_sfc3mik6snaw7buodbobenrsra 481 45 . . . work_sfc3mik6snaw7buodbobenrsra 482 1 The the DT work_sfc3mik6snaw7buodbobenrsra 482 2 proposed proposed JJ work_sfc3mik6snaw7buodbobenrsra 482 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 482 4 is be VBZ work_sfc3mik6snaw7buodbobenrsra 482 5 composed compose VBN work_sfc3mik6snaw7buodbobenrsra 482 6 of of IN work_sfc3mik6snaw7buodbobenrsra 482 7 two two CD work_sfc3mik6snaw7buodbobenrsra 482 8 parts part NNS work_sfc3mik6snaw7buodbobenrsra 482 9 – – : work_sfc3mik6snaw7buodbobenrsra 482 10 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 482 11 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 482 12 selection selection NN work_sfc3mik6snaw7buodbobenrsra 482 13 and and CC work_sfc3mik6snaw7buodbobenrsra 482 14 comput- comput- VBZ work_sfc3mik6snaw7buodbobenrsra 482 15 ing ing NNP work_sfc3mik6snaw7buodbobenrsra 482 16 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 482 17 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 482 18 centers center NNS work_sfc3mik6snaw7buodbobenrsra 482 19 . . . work_sfc3mik6snaw7buodbobenrsra 483 1 For for IN work_sfc3mik6snaw7buodbobenrsra 483 2 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 483 3 the the DT work_sfc3mik6snaw7buodbobenrsra 483 4 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 483 5 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 483 6 from from IN work_sfc3mik6snaw7buodbobenrsra 483 7 the the DT work_sfc3mik6snaw7buodbobenrsra 483 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 483 9 , , , work_sfc3mik6snaw7buodbobenrsra 483 10 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 483 11 presented present VBD work_sfc3mik6snaw7buodbobenrsra 483 12 two two CD work_sfc3mik6snaw7buodbobenrsra 483 13 competitive competitive JJ work_sfc3mik6snaw7buodbobenrsra 483 14 methods method NNS work_sfc3mik6snaw7buodbobenrsra 483 15 . . . work_sfc3mik6snaw7buodbobenrsra 484 1 The the DT work_sfc3mik6snaw7buodbobenrsra 484 2 first first JJ work_sfc3mik6snaw7buodbobenrsra 484 3 method method NN work_sfc3mik6snaw7buodbobenrsra 484 4 chooses choose VBZ work_sfc3mik6snaw7buodbobenrsra 484 5 Prominent Prominent NNP work_sfc3mik6snaw7buodbobenrsra 484 6 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 484 7 on on IN work_sfc3mik6snaw7buodbobenrsra 484 8 the the DT work_sfc3mik6snaw7buodbobenrsra 484 9 basis basis NN work_sfc3mik6snaw7buodbobenrsra 484 10 of of IN work_sfc3mik6snaw7buodbobenrsra 484 11 the the DT work_sfc3mik6snaw7buodbobenrsra 484 12 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 484 13 values value NNS work_sfc3mik6snaw7buodbobenrsra 484 14 present present JJ work_sfc3mik6snaw7buodbobenrsra 484 15 in in IN work_sfc3mik6snaw7buodbobenrsra 484 16 an an DT work_sfc3mik6snaw7buodbobenrsra 484 17 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 484 18 and and CC work_sfc3mik6snaw7buodbobenrsra 484 19 the the DT work_sfc3mik6snaw7buodbobenrsra 484 20 second second JJ work_sfc3mik6snaw7buodbobenrsra 484 21 method method NN work_sfc3mik6snaw7buodbobenrsra 484 22 computes compute VBZ work_sfc3mik6snaw7buodbobenrsra 484 23 the the DT work_sfc3mik6snaw7buodbobenrsra 484 24 rank- rank- JJ work_sfc3mik6snaw7buodbobenrsra 484 25 ing ing NN work_sfc3mik6snaw7buodbobenrsra 484 26 of of IN work_sfc3mik6snaw7buodbobenrsra 484 27 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 484 28 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 484 29 by by IN work_sfc3mik6snaw7buodbobenrsra 484 30 an an DT work_sfc3mik6snaw7buodbobenrsra 484 31 unsupervised unsupervised JJ work_sfc3mik6snaw7buodbobenrsra 484 32 learning learning NN work_sfc3mik6snaw7buodbobenrsra 484 33 method method NN work_sfc3mik6snaw7buodbobenrsra 484 34 . . . work_sfc3mik6snaw7buodbobenrsra 485 1 Based base VBN work_sfc3mik6snaw7buodbobenrsra 485 2 on on IN work_sfc3mik6snaw7buodbobenrsra 485 3 the the DT work_sfc3mik6snaw7buodbobenrsra 485 4 selected select VBN work_sfc3mik6snaw7buodbobenrsra 485 5 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 485 6 , , , work_sfc3mik6snaw7buodbobenrsra 485 7 the the DT work_sfc3mik6snaw7buodbobenrsra 485 8 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 485 9 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 485 10 partitions partition VBZ work_sfc3mik6snaw7buodbobenrsra 485 11 the the DT work_sfc3mik6snaw7buodbobenrsra 485 12 data datum NNS work_sfc3mik6snaw7buodbobenrsra 485 13 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 485 14 times time NNS work_sfc3mik6snaw7buodbobenrsra 485 15 to to TO work_sfc3mik6snaw7buodbobenrsra 485 16 generate generate VB work_sfc3mik6snaw7buodbobenrsra 485 17 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 485 18 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 485 19 views view NNS work_sfc3mik6snaw7buodbobenrsra 485 20 of of IN work_sfc3mik6snaw7buodbobenrsra 485 21 the the DT work_sfc3mik6snaw7buodbobenrsra 485 22 data datum NNS work_sfc3mik6snaw7buodbobenrsra 485 23 . . . work_sfc3mik6snaw7buodbobenrsra 486 1 The the DT work_sfc3mik6snaw7buodbobenrsra 486 2 multiplicity multiplicity NN work_sfc3mik6snaw7buodbobenrsra 486 3 of of IN work_sfc3mik6snaw7buodbobenrsra 486 4 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 486 5 views view NNS work_sfc3mik6snaw7buodbobenrsra 486 6 is be VBZ work_sfc3mik6snaw7buodbobenrsra 486 7 captured capture VBN work_sfc3mik6snaw7buodbobenrsra 486 8 in in IN work_sfc3mik6snaw7buodbobenrsra 486 9 the the DT work_sfc3mik6snaw7buodbobenrsra 486 10 form form NN work_sfc3mik6snaw7buodbobenrsra 486 11 of of IN work_sfc3mik6snaw7buodbobenrsra 486 12 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 486 13 strings string NNS work_sfc3mik6snaw7buodbobenrsra 486 14 , , , work_sfc3mik6snaw7buodbobenrsra 486 15 which which WDT work_sfc3mik6snaw7buodbobenrsra 486 16 produces produce VBZ work_sfc3mik6snaw7buodbobenrsra 486 17 distinct distinct JJ work_sfc3mik6snaw7buodbobenrsra 486 18 distinguishable distinguishable JJ work_sfc3mik6snaw7buodbobenrsra 486 19 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 486 20 in in IN work_sfc3mik6snaw7buodbobenrsra 486 21 the the DT work_sfc3mik6snaw7buodbobenrsra 486 22 data datum NNS work_sfc3mik6snaw7buodbobenrsra 486 23 that that WDT work_sfc3mik6snaw7buodbobenrsra 486 24 may may MD work_sfc3mik6snaw7buodbobenrsra 486 25 be be VB work_sfc3mik6snaw7buodbobenrsra 486 26 greater great JJR work_sfc3mik6snaw7buodbobenrsra 486 27 than than IN work_sfc3mik6snaw7buodbobenrsra 486 28 , , , work_sfc3mik6snaw7buodbobenrsra 486 29 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 486 30 to to IN work_sfc3mik6snaw7buodbobenrsra 486 31 or or CC work_sfc3mik6snaw7buodbobenrsra 486 32 less less JJR work_sfc3mik6snaw7buodbobenrsra 486 33 than than IN work_sfc3mik6snaw7buodbobenrsra 486 34 the the DT work_sfc3mik6snaw7buodbobenrsra 486 35 desired desire VBN work_sfc3mik6snaw7buodbobenrsra 486 36 number number NN work_sfc3mik6snaw7buodbobenrsra 486 37 of of IN work_sfc3mik6snaw7buodbobenrsra 486 38 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 486 39 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 486 40 K K NNP work_sfc3mik6snaw7buodbobenrsra 486 41 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 486 42 . . . work_sfc3mik6snaw7buodbobenrsra 487 1 If if IN work_sfc3mik6snaw7buodbobenrsra 487 2 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 487 3 is be VBZ work_sfc3mik6snaw7buodbobenrsra 487 4 greater great JJR work_sfc3mik6snaw7buodbobenrsra 487 5 than than IN work_sfc3mik6snaw7buodbobenrsra 487 6 K K NNP work_sfc3mik6snaw7buodbobenrsra 487 7 , , , work_sfc3mik6snaw7buodbobenrsra 487 8 then then RB work_sfc3mik6snaw7buodbobenrsra 487 9 a a DT work_sfc3mik6snaw7buodbobenrsra 487 10 modified modify VBN work_sfc3mik6snaw7buodbobenrsra 487 11 hierarchical hierarchical NN work_sfc3mik6snaw7buodbobenrsra 487 12 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 487 13 is be VBZ work_sfc3mik6snaw7buodbobenrsra 487 14 used use VBN work_sfc3mik6snaw7buodbobenrsra 487 15 to to TO work_sfc3mik6snaw7buodbobenrsra 487 16 merge merge VB work_sfc3mik6snaw7buodbobenrsra 487 17 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 487 18 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 487 19 strings string NNS work_sfc3mik6snaw7buodbobenrsra 487 20 into into IN work_sfc3mik6snaw7buodbobenrsra 487 21 K K NNP work_sfc3mik6snaw7buodbobenrsra 487 22 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 487 23 , , , work_sfc3mik6snaw7buodbobenrsra 487 24 if if IN work_sfc3mik6snaw7buodbobenrsra 487 25 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 487 26 is be VBZ work_sfc3mik6snaw7buodbobenrsra 487 27 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 487 28 to to IN work_sfc3mik6snaw7buodbobenrsra 487 29 K K NNP work_sfc3mik6snaw7buodbobenrsra 487 30 then then RB work_sfc3mik6snaw7buodbobenrsra 487 31 the the DT work_sfc3mik6snaw7buodbobenrsra 487 32 data data NN work_sfc3mik6snaw7buodbobenrsra 487 33 objects object VBZ work_sfc3mik6snaw7buodbobenrsra 487 34 cor- cor- RB work_sfc3mik6snaw7buodbobenrsra 487 35 responding respond VBG work_sfc3mik6snaw7buodbobenrsra 487 36 to to IN work_sfc3mik6snaw7buodbobenrsra 487 37 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 487 38 strings string NNS work_sfc3mik6snaw7buodbobenrsra 487 39 can can MD work_sfc3mik6snaw7buodbobenrsra 487 40 be be VB work_sfc3mik6snaw7buodbobenrsra 487 41 directly directly RB work_sfc3mik6snaw7buodbobenrsra 487 42 used use VBN work_sfc3mik6snaw7buodbobenrsra 487 43 as as IN work_sfc3mik6snaw7buodbobenrsra 487 44 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 487 45 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 487 46 centers center NNS work_sfc3mik6snaw7buodbobenrsra 487 47 . . . work_sfc3mik6snaw7buodbobenrsra 488 1 An an DT work_sfc3mik6snaw7buodbobenrsra 488 2 obscure obscure JJ work_sfc3mik6snaw7buodbobenrsra 488 3 possibility possibility NN work_sfc3mik6snaw7buodbobenrsra 488 4 may may MD work_sfc3mik6snaw7buodbobenrsra 488 5 arise arise VB work_sfc3mik6snaw7buodbobenrsra 488 6 when when WRB work_sfc3mik6snaw7buodbobenrsra 488 7 the the DT work_sfc3mik6snaw7buodbobenrsra 488 8 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 488 9 strings string NNS work_sfc3mik6snaw7buodbobenrsra 488 10 are be VBP work_sfc3mik6snaw7buodbobenrsra 488 11 less less JJR work_sfc3mik6snaw7buodbobenrsra 488 12 than than IN work_sfc3mik6snaw7buodbobenrsra 488 13 K K NNP work_sfc3mik6snaw7buodbobenrsra 488 14 , , , work_sfc3mik6snaw7buodbobenrsra 488 15 in in IN work_sfc3mik6snaw7buodbobenrsra 488 16 this this DT work_sfc3mik6snaw7buodbobenrsra 488 17 case case NN work_sfc3mik6snaw7buodbobenrsra 488 18 , , , work_sfc3mik6snaw7buodbobenrsra 488 19 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 488 20 is be VBZ work_sfc3mik6snaw7buodbobenrsra 488 21 assumed assume VBN work_sfc3mik6snaw7buodbobenrsra 488 22 that that IN work_sfc3mik6snaw7buodbobenrsra 488 23 the the DT work_sfc3mik6snaw7buodbobenrsra 488 24 current current JJ work_sfc3mik6snaw7buodbobenrsra 488 25 value value NN work_sfc3mik6snaw7buodbobenrsra 488 26 of of IN work_sfc3mik6snaw7buodbobenrsra 488 27 K K NNP work_sfc3mik6snaw7buodbobenrsra 488 28 is be VBZ work_sfc3mik6snaw7buodbobenrsra 488 29 not not RB work_sfc3mik6snaw7buodbobenrsra 488 30 the the DT work_sfc3mik6snaw7buodbobenrsra 488 31 true true JJ work_sfc3mik6snaw7buodbobenrsra 488 32 representative representative NN work_sfc3mik6snaw7buodbobenrsra 488 33 of of IN work_sfc3mik6snaw7buodbobenrsra 488 34 the the DT work_sfc3mik6snaw7buodbobenrsra 488 35 desired desire VBN work_sfc3mik6snaw7buodbobenrsra 488 36 number number NN work_sfc3mik6snaw7buodbobenrsra 488 37 of of IN work_sfc3mik6snaw7buodbobenrsra 488 38 clus- clus- NN work_sfc3mik6snaw7buodbobenrsra 488 39 ters ter NNS work_sfc3mik6snaw7buodbobenrsra 488 40 . . . work_sfc3mik6snaw7buodbobenrsra 489 1 In in IN work_sfc3mik6snaw7buodbobenrsra 489 2 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 489 3 experiments experiment NNS work_sfc3mik6snaw7buodbobenrsra 489 4 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 489 5 did do VBD work_sfc3mik6snaw7buodbobenrsra 489 6 not not RB work_sfc3mik6snaw7buodbobenrsra 489 7 get get VB work_sfc3mik6snaw7buodbobenrsra 489 8 such such JJ work_sfc3mik6snaw7buodbobenrsra 489 9 situation situation NN work_sfc3mik6snaw7buodbobenrsra 489 10 , , , work_sfc3mik6snaw7buodbobenrsra 489 11 largely largely RB work_sfc3mik6snaw7buodbobenrsra 489 12 be- be- RB work_sfc3mik6snaw7buodbobenrsra 489 13 cause cause IN work_sfc3mik6snaw7buodbobenrsra 489 14 it -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 489 15 can can MD work_sfc3mik6snaw7buodbobenrsra 489 16 happen happen VB work_sfc3mik6snaw7buodbobenrsra 489 17 in in IN work_sfc3mik6snaw7buodbobenrsra 489 18 a a DT work_sfc3mik6snaw7buodbobenrsra 489 19 rare rare JJ work_sfc3mik6snaw7buodbobenrsra 489 20 occurrence occurrence NN work_sfc3mik6snaw7buodbobenrsra 489 21 , , , work_sfc3mik6snaw7buodbobenrsra 489 22 when when WRB work_sfc3mik6snaw7buodbobenrsra 489 23 all all PDT work_sfc3mik6snaw7buodbobenrsra 489 24 the the DT work_sfc3mik6snaw7buodbobenrsra 489 25 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 489 26 values value NNS work_sfc3mik6snaw7buodbobenrsra 489 27 of of IN work_sfc3mik6snaw7buodbobenrsra 489 28 different different JJ work_sfc3mik6snaw7buodbobenrsra 489 29 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 489 30 cluster cluster VBD work_sfc3mik6snaw7buodbobenrsra 489 31 the the DT work_sfc3mik6snaw7buodbobenrsra 489 32 data datum NNS work_sfc3mik6snaw7buodbobenrsra 489 33 in in IN work_sfc3mik6snaw7buodbobenrsra 489 34 the the DT work_sfc3mik6snaw7buodbobenrsra 489 35 same same JJ work_sfc3mik6snaw7buodbobenrsra 489 36 way way NN work_sfc3mik6snaw7buodbobenrsra 489 37 . . . work_sfc3mik6snaw7buodbobenrsra 490 1 These these DT work_sfc3mik6snaw7buodbobenrsra 490 2 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 490 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 490 4 centers center NNS work_sfc3mik6snaw7buodbobenrsra 490 5 when when WRB work_sfc3mik6snaw7buodbobenrsra 490 6 used use VBN work_sfc3mik6snaw7buodbobenrsra 490 7 as as IN work_sfc3mik6snaw7buodbobenrsra 490 8 seed seed NN work_sfc3mik6snaw7buodbobenrsra 490 9 to to IN work_sfc3mik6snaw7buodbobenrsra 490 10 K K NNP work_sfc3mik6snaw7buodbobenrsra 490 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 490 12 modes modes NNP work_sfc3mik6snaw7buodbobenrsra 490 13 cluster- cluster- NNP work_sfc3mik6snaw7buodbobenrsra 490 14 ing ing NNP work_sfc3mik6snaw7buodbobenrsra 490 15 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 490 16 , , , work_sfc3mik6snaw7buodbobenrsra 490 17 improves improve VBZ work_sfc3mik6snaw7buodbobenrsra 490 18 the the DT work_sfc3mik6snaw7buodbobenrsra 490 19 accuracy accuracy NN work_sfc3mik6snaw7buodbobenrsra 490 20 of of IN work_sfc3mik6snaw7buodbobenrsra 490 21 the the DT work_sfc3mik6snaw7buodbobenrsra 490 22 traditional traditional JJ work_sfc3mik6snaw7buodbobenrsra 490 23 K K NNP work_sfc3mik6snaw7buodbobenrsra 490 24 - - HYPH work_sfc3mik6snaw7buodbobenrsra 490 25 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 490 26 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 490 27 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 490 28 that that WDT work_sfc3mik6snaw7buodbobenrsra 490 29 uses use VBZ work_sfc3mik6snaw7buodbobenrsra 490 30 random random JJ work_sfc3mik6snaw7buodbobenrsra 490 31 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 490 32 centers center NNS work_sfc3mik6snaw7buodbobenrsra 490 33 as as IN work_sfc3mik6snaw7buodbobenrsra 490 34 starting starting NN work_sfc3mik6snaw7buodbobenrsra 490 35 point point NN work_sfc3mik6snaw7buodbobenrsra 490 36 . . . work_sfc3mik6snaw7buodbobenrsra 491 1 Since since IN work_sfc3mik6snaw7buodbobenrsra 491 2 the the DT work_sfc3mik6snaw7buodbobenrsra 491 3 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 491 4 method method NN work_sfc3mik6snaw7buodbobenrsra 491 5 provides provide VBZ work_sfc3mik6snaw7buodbobenrsra 491 6 a a DT work_sfc3mik6snaw7buodbobenrsra 491 7 definitive definitive JJ work_sfc3mik6snaw7buodbobenrsra 491 8 choice choice NN work_sfc3mik6snaw7buodbobenrsra 491 9 of of IN work_sfc3mik6snaw7buodbobenrsra 491 10 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 491 11 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 491 12 centers center NNS work_sfc3mik6snaw7buodbobenrsra 491 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 491 14 zero zero CD work_sfc3mik6snaw7buodbobenrsra 491 15 standard standard JJ work_sfc3mik6snaw7buodbobenrsra 491 16 deviation deviation NN work_sfc3mik6snaw7buodbobenrsra 491 17 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 491 18 , , , work_sfc3mik6snaw7buodbobenrsra 491 19 consistent consistent JJ work_sfc3mik6snaw7buodbobenrsra 491 20 and and CC work_sfc3mik6snaw7buodbobenrsra 491 21 repetitive repetitive JJ work_sfc3mik6snaw7buodbobenrsra 491 22 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 491 23 results result NNS work_sfc3mik6snaw7buodbobenrsra 491 24 can can MD work_sfc3mik6snaw7buodbobenrsra 491 25 be be VB work_sfc3mik6snaw7buodbobenrsra 491 26 obtained obtain VBN work_sfc3mik6snaw7buodbobenrsra 491 27 . . . work_sfc3mik6snaw7buodbobenrsra 492 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 492 2 also also RB work_sfc3mik6snaw7buodbobenrsra 492 3 show show VBP work_sfc3mik6snaw7buodbobenrsra 492 4 that that IN work_sfc3mik6snaw7buodbobenrsra 492 5 the the DT work_sfc3mik6snaw7buodbobenrsra 492 6 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 492 7 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 492 8 centers center NNS work_sfc3mik6snaw7buodbobenrsra 492 9 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 492 10 by by IN work_sfc3mik6snaw7buodbobenrsra 492 11 using use VBG work_sfc3mik6snaw7buodbobenrsra 492 12 prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 492 13 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 492 14 performs perform VBZ work_sfc3mik6snaw7buodbobenrsra 492 15 better well JJR work_sfc3mik6snaw7buodbobenrsra 492 16 than than IN work_sfc3mik6snaw7buodbobenrsra 492 17 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 492 18 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 492 19 selection selection NN work_sfc3mik6snaw7buodbobenrsra 492 20 approach approach NN work_sfc3mik6snaw7buodbobenrsra 492 21 and and CC work_sfc3mik6snaw7buodbobenrsra 492 22 has have VBZ work_sfc3mik6snaw7buodbobenrsra 492 23 the the DT work_sfc3mik6snaw7buodbobenrsra 492 24 advantage advantage NN work_sfc3mik6snaw7buodbobenrsra 492 25 of of IN work_sfc3mik6snaw7buodbobenrsra 492 26 lower low JJR work_sfc3mik6snaw7buodbobenrsra 492 27 computational computational JJ work_sfc3mik6snaw7buodbobenrsra 492 28 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 492 29 . . . work_sfc3mik6snaw7buodbobenrsra 493 1 The the DT work_sfc3mik6snaw7buodbobenrsra 493 2 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 493 3 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 493 4 centers center NNS work_sfc3mik6snaw7buodbobenrsra 493 5 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 493 6 by by IN work_sfc3mik6snaw7buodbobenrsra 493 7 the the DT work_sfc3mik6snaw7buodbobenrsra 493 8 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 493 9 approach approach NN work_sfc3mik6snaw7buodbobenrsra 493 10 are be VBP work_sfc3mik6snaw7buodbobenrsra 493 11 found find VBN work_sfc3mik6snaw7buodbobenrsra 493 12 to to TO work_sfc3mik6snaw7buodbobenrsra 493 13 be be VB work_sfc3mik6snaw7buodbobenrsra 493 14 very very RB work_sfc3mik6snaw7buodbobenrsra 493 15 similar similar JJ work_sfc3mik6snaw7buodbobenrsra 493 16 to to IN work_sfc3mik6snaw7buodbobenrsra 493 17 the the DT work_sfc3mik6snaw7buodbobenrsra 493 18 actual actual JJ work_sfc3mik6snaw7buodbobenrsra 493 19 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 493 20 centers center NNS work_sfc3mik6snaw7buodbobenrsra 493 21 of of IN work_sfc3mik6snaw7buodbobenrsra 493 22 the the DT work_sfc3mik6snaw7buodbobenrsra 493 23 data datum NNS work_sfc3mik6snaw7buodbobenrsra 493 24 that that WDT work_sfc3mik6snaw7buodbobenrsra 493 25 leads lead VBZ work_sfc3mik6snaw7buodbobenrsra 493 26 to to IN work_sfc3mik6snaw7buodbobenrsra 493 27 faster fast JJR work_sfc3mik6snaw7buodbobenrsra 493 28 convergence convergence NN work_sfc3mik6snaw7buodbobenrsra 493 29 of of IN work_sfc3mik6snaw7buodbobenrsra 493 30 K K NNP work_sfc3mik6snaw7buodbobenrsra 493 31 - - HYPH work_sfc3mik6snaw7buodbobenrsra 493 32 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 493 33 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 493 34 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 493 35 and and CC work_sfc3mik6snaw7buodbobenrsra 493 36 better well JJR work_sfc3mik6snaw7buodbobenrsra 493 37 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 493 38 results result NNS work_sfc3mik6snaw7buodbobenrsra 493 39 . . . work_sfc3mik6snaw7buodbobenrsra 494 1 The the DT work_sfc3mik6snaw7buodbobenrsra 494 2 performance performance NN work_sfc3mik6snaw7buodbobenrsra 494 3 of of IN work_sfc3mik6snaw7buodbobenrsra 494 4 the the DT work_sfc3mik6snaw7buodbobenrsra 494 5 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 494 6 method method NN work_sfc3mik6snaw7buodbobenrsra 494 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 494 8 bet- bet- JJ work_sfc3mik6snaw7buodbobenrsra 494 9 ter ter NN work_sfc3mik6snaw7buodbobenrsra 494 10 than than IN work_sfc3mik6snaw7buodbobenrsra 494 11 random random JJ work_sfc3mik6snaw7buodbobenrsra 494 12 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 494 13 and and CC work_sfc3mik6snaw7buodbobenrsra 494 14 better well JJR work_sfc3mik6snaw7buodbobenrsra 494 15 than than IN work_sfc3mik6snaw7buodbobenrsra 494 16 or or CC work_sfc3mik6snaw7buodbobenrsra 494 17 equal equal JJ work_sfc3mik6snaw7buodbobenrsra 494 18 to to IN work_sfc3mik6snaw7buodbobenrsra 494 19 the the DT work_sfc3mik6snaw7buodbobenrsra 494 20 other other JJ work_sfc3mik6snaw7buodbobenrsra 494 21 two two CD work_sfc3mik6snaw7buodbobenrsra 494 22 methods method NNS work_sfc3mik6snaw7buodbobenrsra 494 23 compared compare VBN work_sfc3mik6snaw7buodbobenrsra 494 24 on on IN work_sfc3mik6snaw7buodbobenrsra 494 25 all all DT work_sfc3mik6snaw7buodbobenrsra 494 26 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 494 27 except except IN work_sfc3mik6snaw7buodbobenrsra 494 28 one one CD work_sfc3mik6snaw7buodbobenrsra 494 29 case case NN work_sfc3mik6snaw7buodbobenrsra 494 30 . . . work_sfc3mik6snaw7buodbobenrsra 495 1 The the DT work_sfc3mik6snaw7buodbobenrsra 495 2 biggest big JJS work_sfc3mik6snaw7buodbobenrsra 495 3 advantage advantage NN work_sfc3mik6snaw7buodbobenrsra 495 4 of of IN work_sfc3mik6snaw7buodbobenrsra 495 5 the the DT work_sfc3mik6snaw7buodbobenrsra 495 6 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 495 7 method method NN work_sfc3mik6snaw7buodbobenrsra 495 8 is be VBZ work_sfc3mik6snaw7buodbobenrsra 495 9 the the DT work_sfc3mik6snaw7buodbobenrsra 495 10 worst bad JJS work_sfc3mik6snaw7buodbobenrsra 495 11 - - HYPH work_sfc3mik6snaw7buodbobenrsra 495 12 case case NN work_sfc3mik6snaw7buodbobenrsra 495 13 log log NN work_sfc3mik6snaw7buodbobenrsra 495 14 - - HYPH work_sfc3mik6snaw7buodbobenrsra 495 15 linear linear JJ work_sfc3mik6snaw7buodbobenrsra 495 16 time time NN work_sfc3mik6snaw7buodbobenrsra 495 17 complexity complexity NN work_sfc3mik6snaw7buodbobenrsra 495 18 of of IN work_sfc3mik6snaw7buodbobenrsra 495 19 computation computation NN work_sfc3mik6snaw7buodbobenrsra 495 20 and and CC work_sfc3mik6snaw7buodbobenrsra 495 21 fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 495 22 choice choice NN work_sfc3mik6snaw7buodbobenrsra 495 23 of of IN work_sfc3mik6snaw7buodbobenrsra 495 24 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 495 25 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 495 26 centers center NNS work_sfc3mik6snaw7buodbobenrsra 495 27 from from IN work_sfc3mik6snaw7buodbobenrsra 495 28 dense dense JJ work_sfc3mik6snaw7buodbobenrsra 495 29 localized localized JJ work_sfc3mik6snaw7buodbobenrsra 495 30 regions region NNS work_sfc3mik6snaw7buodbobenrsra 495 31 , , , work_sfc3mik6snaw7buodbobenrsra 495 32 whereas whereas IN work_sfc3mik6snaw7buodbobenrsra 495 33 the the DT work_sfc3mik6snaw7buodbobenrsra 495 34 other other JJ work_sfc3mik6snaw7buodbobenrsra 495 35 two two CD work_sfc3mik6snaw7buodbobenrsra 495 36 meth- meth- NN work_sfc3mik6snaw7buodbobenrsra 495 37 ods ods NNP work_sfc3mik6snaw7buodbobenrsra 495 38 lack lack NN work_sfc3mik6snaw7buodbobenrsra 495 39 one one CD work_sfc3mik6snaw7buodbobenrsra 495 40 of of IN work_sfc3mik6snaw7buodbobenrsra 495 41 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 495 42 . . . work_sfc3mik6snaw7buodbobenrsra 496 1 When when WRB work_sfc3mik6snaw7buodbobenrsra 496 2 the the DT work_sfc3mik6snaw7buodbobenrsra 496 3 number number NN work_sfc3mik6snaw7buodbobenrsra 496 4 of of IN work_sfc3mik6snaw7buodbobenrsra 496 5 desired desire VBN work_sfc3mik6snaw7buodbobenrsra 496 6 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 496 7 is be VBZ work_sfc3mik6snaw7buodbobenrsra 496 8 not not RB work_sfc3mik6snaw7buodbobenrsra 496 9 available available JJ work_sfc3mik6snaw7buodbobenrsra 496 10 in in IN work_sfc3mik6snaw7buodbobenrsra 496 11 ad- ad- CC work_sfc3mik6snaw7buodbobenrsra 496 12 vance vance NN work_sfc3mik6snaw7buodbobenrsra 496 13 , , , work_sfc3mik6snaw7buodbobenrsra 496 14 we -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 496 15 would would MD work_sfc3mik6snaw7buodbobenrsra 496 16 like like VB work_sfc3mik6snaw7buodbobenrsra 496 17 to to TO work_sfc3mik6snaw7buodbobenrsra 496 18 extend extend VB work_sfc3mik6snaw7buodbobenrsra 496 19 the the DT work_sfc3mik6snaw7buodbobenrsra 496 20 proposed propose VBN work_sfc3mik6snaw7buodbobenrsra 496 21 multi multi JJ work_sfc3mik6snaw7buodbobenrsra 496 22 - - JJ work_sfc3mik6snaw7buodbobenrsra 496 23 clustering clustering JJ work_sfc3mik6snaw7buodbobenrsra 496 24 ap- ap- NNP work_sfc3mik6snaw7buodbobenrsra 496 25 proach proach NN work_sfc3mik6snaw7buodbobenrsra 496 26 for for IN work_sfc3mik6snaw7buodbobenrsra 496 27 the the DT work_sfc3mik6snaw7buodbobenrsra 496 28 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 496 29 data datum NNS work_sfc3mik6snaw7buodbobenrsra 496 30 for for IN work_sfc3mik6snaw7buodbobenrsra 496 31 finding find VBG work_sfc3mik6snaw7buodbobenrsra 496 32 out out RP work_sfc3mik6snaw7buodbobenrsra 496 33 the the DT work_sfc3mik6snaw7buodbobenrsra 496 34 natural natural JJ work_sfc3mik6snaw7buodbobenrsra 496 35 number number NN work_sfc3mik6snaw7buodbobenrsra 496 36 of of IN work_sfc3mik6snaw7buodbobenrsra 496 37 clusters cluster NNS work_sfc3mik6snaw7buodbobenrsra 496 38 present present JJ work_sfc3mik6snaw7buodbobenrsra 496 39 in in IN work_sfc3mik6snaw7buodbobenrsra 496 40 the the DT work_sfc3mik6snaw7buodbobenrsra 496 41 data datum NNS work_sfc3mik6snaw7buodbobenrsra 496 42 , , , work_sfc3mik6snaw7buodbobenrsra 496 43 in in IN work_sfc3mik6snaw7buodbobenrsra 496 44 addition addition NN work_sfc3mik6snaw7buodbobenrsra 496 45 to to IN work_sfc3mik6snaw7buodbobenrsra 496 46 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 496 47 the the DT work_sfc3mik6snaw7buodbobenrsra 496 48 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 496 49 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 496 50 centers center NNS work_sfc3mik6snaw7buodbobenrsra 496 51 for for IN work_sfc3mik6snaw7buodbobenrsra 496 52 such such JJ work_sfc3mik6snaw7buodbobenrsra 496 53 cases case NNS work_sfc3mik6snaw7buodbobenrsra 496 54 . . . work_sfc3mik6snaw7buodbobenrsra 497 1 The the DT work_sfc3mik6snaw7buodbobenrsra 497 2 present present JJ work_sfc3mik6snaw7buodbobenrsra 497 3 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 497 4 to to TO work_sfc3mik6snaw7buodbobenrsra 497 5 compute compute VB work_sfc3mik6snaw7buodbobenrsra 497 6 Prominent prominent JJ work_sfc3mik6snaw7buodbobenrsra 497 7 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 497 8 sometimes sometimes RB work_sfc3mik6snaw7buodbobenrsra 497 9 select select VBP work_sfc3mik6snaw7buodbobenrsra 497 10 all all PDT work_sfc3mik6snaw7buodbobenrsra 497 11 the the DT work_sfc3mik6snaw7buodbobenrsra 497 12 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 497 13 in in IN work_sfc3mik6snaw7buodbobenrsra 497 14 the the DT work_sfc3mik6snaw7buodbobenrsra 497 15 data datum NNS work_sfc3mik6snaw7buodbobenrsra 497 16 , , , work_sfc3mik6snaw7buodbobenrsra 497 17 however however RB work_sfc3mik6snaw7buodbobenrsra 497 18 our -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 497 19 experiments experiment NNS work_sfc3mik6snaw7buodbobenrsra 497 20 indicate indicate VBP work_sfc3mik6snaw7buodbobenrsra 497 21 that that IN work_sfc3mik6snaw7buodbobenrsra 497 22 considering consider VBG work_sfc3mik6snaw7buodbobenrsra 497 23 fewer fewer RBR work_sfc3mik6snaw7buodbobenrsra 497 24 most most RBS work_sfc3mik6snaw7buodbobenrsra 497 25 relevant relevant JJ work_sfc3mik6snaw7buodbobenrsra 497 26 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 497 27 is be VBZ work_sfc3mik6snaw7buodbobenrsra 497 28 a a DT work_sfc3mik6snaw7buodbobenrsra 497 29 better well JJR work_sfc3mik6snaw7buodbobenrsra 497 30 choice choice NN work_sfc3mik6snaw7buodbobenrsra 497 31 than than IN work_sfc3mik6snaw7buodbobenrsra 497 32 choosing choose VBG work_sfc3mik6snaw7buodbobenrsra 497 33 all all DT work_sfc3mik6snaw7buodbobenrsra 497 34 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 497 35 . . . work_sfc3mik6snaw7buodbobenrsra 498 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 498 2 would would MD work_sfc3mik6snaw7buodbobenrsra 498 3 like like VB work_sfc3mik6snaw7buodbobenrsra 498 4 to to TO work_sfc3mik6snaw7buodbobenrsra 498 5 further further RB work_sfc3mik6snaw7buodbobenrsra 498 6 investigate investigate VB work_sfc3mik6snaw7buodbobenrsra 498 7 such such JJ work_sfc3mik6snaw7buodbobenrsra 498 8 cases case NNS work_sfc3mik6snaw7buodbobenrsra 498 9 in in IN work_sfc3mik6snaw7buodbobenrsra 498 10 fu- fu- JJ work_sfc3mik6snaw7buodbobenrsra 498 11 ture ture NN work_sfc3mik6snaw7buodbobenrsra 498 12 . . . work_sfc3mik6snaw7buodbobenrsra 499 1 We -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 499 2 would would MD work_sfc3mik6snaw7buodbobenrsra 499 3 like like VB work_sfc3mik6snaw7buodbobenrsra 499 4 to to TO work_sfc3mik6snaw7buodbobenrsra 499 5 extend extend VB work_sfc3mik6snaw7buodbobenrsra 499 6 the the DT work_sfc3mik6snaw7buodbobenrsra 499 7 Significant significant JJ work_sfc3mik6snaw7buodbobenrsra 499 8 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 499 9 approach approach NN work_sfc3mik6snaw7buodbobenrsra 499 10 by by IN work_sfc3mik6snaw7buodbobenrsra 499 11 ranking rank VBG work_sfc3mik6snaw7buodbobenrsra 499 12 them -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 499 13 according accord VBG work_sfc3mik6snaw7buodbobenrsra 499 14 to to IN work_sfc3mik6snaw7buodbobenrsra 499 15 their -PRON- PRP$ work_sfc3mik6snaw7buodbobenrsra 499 16 significance significance NN work_sfc3mik6snaw7buodbobenrsra 499 17 in in IN work_sfc3mik6snaw7buodbobenrsra 499 18 the the DT work_sfc3mik6snaw7buodbobenrsra 499 19 final final JJ work_sfc3mik6snaw7buodbobenrsra 499 20 consensus consensus NN work_sfc3mik6snaw7buodbobenrsra 499 21 building building NN work_sfc3mik6snaw7buodbobenrsra 499 22 instead instead RB work_sfc3mik6snaw7buodbobenrsra 499 23 of of IN work_sfc3mik6snaw7buodbobenrsra 499 24 taking take VBG work_sfc3mik6snaw7buodbobenrsra 499 25 a a DT work_sfc3mik6snaw7buodbobenrsra 499 26 fixed fix VBN work_sfc3mik6snaw7buodbobenrsra 499 27 number number NN work_sfc3mik6snaw7buodbobenrsra 499 28 of of IN work_sfc3mik6snaw7buodbobenrsra 499 29 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 499 30 . . . work_sfc3mik6snaw7buodbobenrsra 500 1 In in IN work_sfc3mik6snaw7buodbobenrsra 500 2 other other JJ work_sfc3mik6snaw7buodbobenrsra 500 3 words word NNS work_sfc3mik6snaw7buodbobenrsra 500 4 , , , work_sfc3mik6snaw7buodbobenrsra 500 5 while while IN work_sfc3mik6snaw7buodbobenrsra 500 6 computing compute VBG work_sfc3mik6snaw7buodbobenrsra 500 7 the the DT work_sfc3mik6snaw7buodbobenrsra 500 8 similarity similarity NN work_sfc3mik6snaw7buodbobenrsra 500 9 of of IN work_sfc3mik6snaw7buodbobenrsra 500 10 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 500 11 strings string NNS work_sfc3mik6snaw7buodbobenrsra 500 12 in in IN work_sfc3mik6snaw7buodbobenrsra 500 13 the the DT work_sfc3mik6snaw7buodbobenrsra 500 14 merging merge VBG work_sfc3mik6snaw7buodbobenrsra 500 15 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 500 16 , , , work_sfc3mik6snaw7buodbobenrsra 500 17 more more JJR work_sfc3mik6snaw7buodbobenrsra 500 18 weights weight NNS work_sfc3mik6snaw7buodbobenrsra 500 19 will will MD work_sfc3mik6snaw7buodbobenrsra 500 20 be be VB work_sfc3mik6snaw7buodbobenrsra 500 21 given give VBN work_sfc3mik6snaw7buodbobenrsra 500 22 to to IN work_sfc3mik6snaw7buodbobenrsra 500 23 the the DT work_sfc3mik6snaw7buodbobenrsra 500 24 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 500 25 re- re- JJ work_sfc3mik6snaw7buodbobenrsra 500 26 sults sult NNS work_sfc3mik6snaw7buodbobenrsra 500 27 computed compute VBN work_sfc3mik6snaw7buodbobenrsra 500 28 by by IN work_sfc3mik6snaw7buodbobenrsra 500 29 using use VBG work_sfc3mik6snaw7buodbobenrsra 500 30 more more RBR work_sfc3mik6snaw7buodbobenrsra 500 31 significant significant JJ work_sfc3mik6snaw7buodbobenrsra 500 32 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 500 33 . . . work_sfc3mik6snaw7buodbobenrsra 501 1 References References NNPS work_sfc3mik6snaw7buodbobenrsra 501 2 Agrawal Agrawal NNP work_sfc3mik6snaw7buodbobenrsra 501 3 , , , work_sfc3mik6snaw7buodbobenrsra 501 4 R. R. NNP work_sfc3mik6snaw7buodbobenrsra 501 5 , , , work_sfc3mik6snaw7buodbobenrsra 501 6 Gehrke Gehrke NNP work_sfc3mik6snaw7buodbobenrsra 501 7 , , , work_sfc3mik6snaw7buodbobenrsra 501 8 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 501 9 , , , work_sfc3mik6snaw7buodbobenrsra 501 10 Gunopulos Gunopulos NNP work_sfc3mik6snaw7buodbobenrsra 501 11 , , , work_sfc3mik6snaw7buodbobenrsra 501 12 D. D. NNP work_sfc3mik6snaw7buodbobenrsra 501 13 , , , work_sfc3mik6snaw7buodbobenrsra 501 14 & & CC work_sfc3mik6snaw7buodbobenrsra 501 15 Raghavan Raghavan NNP work_sfc3mik6snaw7buodbobenrsra 501 16 , , , work_sfc3mik6snaw7buodbobenrsra 501 17 P. P. NNP work_sfc3mik6snaw7buodbobenrsra 501 18 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 501 19 1998 1998 CD work_sfc3mik6snaw7buodbobenrsra 501 20 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 501 21 . . . work_sfc3mik6snaw7buodbobenrsra 502 1 Automatic automatic JJ work_sfc3mik6snaw7buodbobenrsra 502 2 subspace subspace NN work_sfc3mik6snaw7buodbobenrsra 502 3 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 502 4 of of IN work_sfc3mik6snaw7buodbobenrsra 502 5 high high JJ work_sfc3mik6snaw7buodbobenrsra 502 6 dimensional dimensional JJ work_sfc3mik6snaw7buodbobenrsra 502 7 data datum NNS work_sfc3mik6snaw7buodbobenrsra 502 8 for for IN work_sfc3mik6snaw7buodbobenrsra 502 9 data datum NNS work_sfc3mik6snaw7buodbobenrsra 502 10 mining mining NN work_sfc3mik6snaw7buodbobenrsra 502 11 applications application NNS work_sfc3mik6snaw7buodbobenrsra 502 12 . . . work_sfc3mik6snaw7buodbobenrsra 503 1 In in IN work_sfc3mik6snaw7buodbobenrsra 503 2 L. L. NNP work_sfc3mik6snaw7buodbobenrsra 503 3 M. M. NNP work_sfc3mik6snaw7buodbobenrsra 503 4 Haas Haas NNP work_sfc3mik6snaw7buodbobenrsra 503 5 & & CC work_sfc3mik6snaw7buodbobenrsra 503 6 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 503 7 Tiwary Tiwary NNP work_sfc3mik6snaw7buodbobenrsra 503 8 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 503 9 Eds Eds NNP work_sfc3mik6snaw7buodbobenrsra 503 10 . . . work_sfc3mik6snaw7buodbobenrsra 504 1 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 504 2 , , , work_sfc3mik6snaw7buodbobenrsra 504 3 SIGMOD SIGMOD NNP work_sfc3mik6snaw7buodbobenrsra 504 4 conference conference NN work_sfc3mik6snaw7buodbobenrsra 504 5 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 504 6 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 504 7 . . . work_sfc3mik6snaw7buodbobenrsra 505 1 94–105 94–105 NNP work_sfc3mik6snaw7buodbobenrsra 505 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 505 3 . . . work_sfc3mik6snaw7buodbobenrsra 506 1 ACM ACM NNP work_sfc3mik6snaw7buodbobenrsra 506 2 Press Press NNP work_sfc3mik6snaw7buodbobenrsra 506 3 . . . work_sfc3mik6snaw7buodbobenrsra 507 1 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 507 2 , , , work_sfc3mik6snaw7buodbobenrsra 507 3 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 507 4 , , , work_sfc3mik6snaw7buodbobenrsra 507 5 & & CC work_sfc3mik6snaw7buodbobenrsra 507 6 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 507 7 , , , work_sfc3mik6snaw7buodbobenrsra 507 8 L. L. NNP work_sfc3mik6snaw7buodbobenrsra 507 9 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 507 10 2007a 2007a CD work_sfc3mik6snaw7buodbobenrsra 507 11 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 507 12 . . . work_sfc3mik6snaw7buodbobenrsra 508 1 A a DT work_sfc3mik6snaw7buodbobenrsra 508 2 k k NN work_sfc3mik6snaw7buodbobenrsra 508 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 508 4 mean mean NN work_sfc3mik6snaw7buodbobenrsra 508 5 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 508 6 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 508 7 for for IN work_sfc3mik6snaw7buodbobenrsra 508 8 mixed mixed JJ work_sfc3mik6snaw7buodbobenrsra 508 9 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 508 10 and and CC work_sfc3mik6snaw7buodbobenrsra 508 11 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 508 12 data datum NNS work_sfc3mik6snaw7buodbobenrsra 508 13 . . . work_sfc3mik6snaw7buodbobenrsra 509 1 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 509 2 Knowledge Knowledge NNP work_sfc3mik6snaw7buodbobenrsra 509 3 Engineering Engineering NNP work_sfc3mik6snaw7buodbobenrsra 509 4 , , , work_sfc3mik6snaw7buodbobenrsra 509 5 63 63 CD work_sfc3mik6snaw7buodbobenrsra 509 6 . . . work_sfc3mik6snaw7buodbobenrsra 510 1 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 510 2 , , , work_sfc3mik6snaw7buodbobenrsra 510 3 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 510 4 , , , work_sfc3mik6snaw7buodbobenrsra 510 5 & & CC work_sfc3mik6snaw7buodbobenrsra 510 6 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 510 7 , , , work_sfc3mik6snaw7buodbobenrsra 510 8 L. L. NNP work_sfc3mik6snaw7buodbobenrsra 510 9 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 510 10 2007b 2007b CD work_sfc3mik6snaw7buodbobenrsra 510 11 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 510 12 . . . work_sfc3mik6snaw7buodbobenrsra 511 1 A a DT work_sfc3mik6snaw7buodbobenrsra 511 2 method method NN work_sfc3mik6snaw7buodbobenrsra 511 3 to to TO work_sfc3mik6snaw7buodbobenrsra 511 4 compute compute VB work_sfc3mik6snaw7buodbobenrsra 511 5 distance distance NN work_sfc3mik6snaw7buodbobenrsra 511 6 between between IN work_sfc3mik6snaw7buodbobenrsra 511 7 two two CD work_sfc3mik6snaw7buodbobenrsra 511 8 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 511 9 values value NNS work_sfc3mik6snaw7buodbobenrsra 511 10 of of IN work_sfc3mik6snaw7buodbobenrsra 511 11 same same JJ work_sfc3mik6snaw7buodbobenrsra 511 12 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 511 13 in in IN work_sfc3mik6snaw7buodbobenrsra 511 14 unsupervised unsupervise VBN work_sfc3mik6snaw7buodbobenrsra 511 15 learning learn VBG work_sfc3mik6snaw7buodbobenrsra 511 16 for for IN work_sfc3mik6snaw7buodbobenrsra 511 17 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 511 18 data datum NNS work_sfc3mik6snaw7buodbobenrsra 511 19 set set NN work_sfc3mik6snaw7buodbobenrsra 511 20 . . . work_sfc3mik6snaw7buodbobenrsra 512 1 Pattern Pattern NNP work_sfc3mik6snaw7buodbobenrsra 512 2 Recognition Recognition NNP work_sfc3mik6snaw7buodbobenrsra 512 3 Letters Letters NNP work_sfc3mik6snaw7buodbobenrsra 512 4 , , , work_sfc3mik6snaw7buodbobenrsra 512 5 28 28 CD work_sfc3mik6snaw7buodbobenrsra 512 6 , , , work_sfc3mik6snaw7buodbobenrsra 512 7 110–118 110–118 CD work_sfc3mik6snaw7buodbobenrsra 512 8 . . . work_sfc3mik6snaw7buodbobenrsra 513 1 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 513 2 , , , work_sfc3mik6snaw7buodbobenrsra 513 3 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 513 4 , , , work_sfc3mik6snaw7buodbobenrsra 513 5 & & CC work_sfc3mik6snaw7buodbobenrsra 513 6 Dey Dey NNP work_sfc3mik6snaw7buodbobenrsra 513 7 , , , work_sfc3mik6snaw7buodbobenrsra 513 8 L. L. NNP work_sfc3mik6snaw7buodbobenrsra 513 9 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 513 10 2011 2011 CD work_sfc3mik6snaw7buodbobenrsra 513 11 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 513 12 . . . work_sfc3mik6snaw7buodbobenrsra 514 1 A a DT work_sfc3mik6snaw7buodbobenrsra 514 2 k k NN work_sfc3mik6snaw7buodbobenrsra 514 3 - - HYPH work_sfc3mik6snaw7buodbobenrsra 514 4 means means NN work_sfc3mik6snaw7buodbobenrsra 514 5 type type NN work_sfc3mik6snaw7buodbobenrsra 514 6 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 514 7 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 514 8 for for IN work_sfc3mik6snaw7buodbobenrsra 514 9 subspace subspace NN work_sfc3mik6snaw7buodbobenrsra 514 10 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 514 11 of of IN work_sfc3mik6snaw7buodbobenrsra 514 12 mixed mixed JJ work_sfc3mik6snaw7buodbobenrsra 514 13 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 514 14 and and CC work_sfc3mik6snaw7buodbobenrsra 514 15 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 514 16 datasets dataset NNS work_sfc3mik6snaw7buodbobenrsra 514 17 . . . work_sfc3mik6snaw7buodbobenrsra 515 1 Pattern Pattern NNP work_sfc3mik6snaw7buodbobenrsra 515 2 Recognition Recognition NNP work_sfc3mik6snaw7buodbobenrsra 515 3 Letters Letters NNP work_sfc3mik6snaw7buodbobenrsra 515 4 , , , work_sfc3mik6snaw7buodbobenrsra 515 5 32 32 CD work_sfc3mik6snaw7buodbobenrsra 515 6 , , , work_sfc3mik6snaw7buodbobenrsra 515 7 1062–1069 1062–1069 CD work_sfc3mik6snaw7buodbobenrsra 515 8 . . . work_sfc3mik6snaw7buodbobenrsra 516 1 Anderberg Anderberg NNP work_sfc3mik6snaw7buodbobenrsra 516 2 , , , work_sfc3mik6snaw7buodbobenrsra 516 3 M. M. NNP work_sfc3mik6snaw7buodbobenrsra 516 4 R. R. NNP work_sfc3mik6snaw7buodbobenrsra 516 5 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 516 6 1973 1973 CD work_sfc3mik6snaw7buodbobenrsra 516 7 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 516 8 . . . work_sfc3mik6snaw7buodbobenrsra 517 1 Cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 517 2 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 517 3 for for IN work_sfc3mik6snaw7buodbobenrsra 517 4 applications application NNS work_sfc3mik6snaw7buodbobenrsra 517 5 . . . work_sfc3mik6snaw7buodbobenrsra 518 1 New New NNP work_sfc3mik6snaw7buodbobenrsra 518 2 York York NNP work_sfc3mik6snaw7buodbobenrsra 518 3 : : : work_sfc3mik6snaw7buodbobenrsra 518 4 Academic Academic NNP work_sfc3mik6snaw7buodbobenrsra 518 5 Press Press NNP work_sfc3mik6snaw7buodbobenrsra 518 6 . . . work_sfc3mik6snaw7buodbobenrsra 519 1 Bai Bai NNP work_sfc3mik6snaw7buodbobenrsra 519 2 , , , work_sfc3mik6snaw7buodbobenrsra 519 3 L. L. NNP work_sfc3mik6snaw7buodbobenrsra 519 4 , , , work_sfc3mik6snaw7buodbobenrsra 519 5 Liang Liang NNP work_sfc3mik6snaw7buodbobenrsra 519 6 , , , work_sfc3mik6snaw7buodbobenrsra 519 7 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 519 8 , , , work_sfc3mik6snaw7buodbobenrsra 519 9 Dang Dang NNP work_sfc3mik6snaw7buodbobenrsra 519 10 , , , work_sfc3mik6snaw7buodbobenrsra 519 11 C. C. NNP work_sfc3mik6snaw7buodbobenrsra 519 12 , , , work_sfc3mik6snaw7buodbobenrsra 519 13 & & CC work_sfc3mik6snaw7buodbobenrsra 519 14 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 519 15 , , , work_sfc3mik6snaw7buodbobenrsra 519 16 F. F. NNP work_sfc3mik6snaw7buodbobenrsra 519 17 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 519 18 2012 2012 CD work_sfc3mik6snaw7buodbobenrsra 519 19 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 519 20 . . . work_sfc3mik6snaw7buodbobenrsra 520 1 A a DT work_sfc3mik6snaw7buodbobenrsra 520 2 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 520 3 centers center NNS work_sfc3mik6snaw7buodbobenrsra 520 4 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 520 5 method method NN work_sfc3mik6snaw7buodbobenrsra 520 6 for for IN work_sfc3mik6snaw7buodbobenrsra 520 7 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 520 8 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 520 9 data datum NNS work_sfc3mik6snaw7buodbobenrsra 520 10 . . . work_sfc3mik6snaw7buodbobenrsra 521 1 Expert expert NN work_sfc3mik6snaw7buodbobenrsra 521 2 Systems system NNS work_sfc3mik6snaw7buodbobenrsra 521 3 with with IN work_sfc3mik6snaw7buodbobenrsra 521 4 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 521 5 , , , work_sfc3mik6snaw7buodbobenrsra 521 6 39 39 CD work_sfc3mik6snaw7buodbobenrsra 521 7 , , , work_sfc3mik6snaw7buodbobenrsra 521 8 8022–8029 8022–8029 CD work_sfc3mik6snaw7buodbobenrsra 521 9 . . . work_sfc3mik6snaw7buodbobenrsra 522 1 Boley Boley NNP work_sfc3mik6snaw7buodbobenrsra 522 2 , , , work_sfc3mik6snaw7buodbobenrsra 522 3 D. D. NNP work_sfc3mik6snaw7buodbobenrsra 522 4 , , , work_sfc3mik6snaw7buodbobenrsra 522 5 Gini Gini NNP work_sfc3mik6snaw7buodbobenrsra 522 6 , , , work_sfc3mik6snaw7buodbobenrsra 522 7 M. M. NNP work_sfc3mik6snaw7buodbobenrsra 522 8 , , , work_sfc3mik6snaw7buodbobenrsra 522 9 Gross Gross NNP work_sfc3mik6snaw7buodbobenrsra 522 10 , , , work_sfc3mik6snaw7buodbobenrsra 522 11 R. R. NNP work_sfc3mik6snaw7buodbobenrsra 522 12 , , , work_sfc3mik6snaw7buodbobenrsra 522 13 Han Han NNP work_sfc3mik6snaw7buodbobenrsra 522 14 , , , work_sfc3mik6snaw7buodbobenrsra 522 15 E.-H. E.-H. NNP work_sfc3mik6snaw7buodbobenrsra 522 16 , , , work_sfc3mik6snaw7buodbobenrsra 522 17 Karypis Karypis NNP work_sfc3mik6snaw7buodbobenrsra 522 18 , , , work_sfc3mik6snaw7buodbobenrsra 522 19 G. G. NNP work_sfc3mik6snaw7buodbobenrsra 522 20 , , , work_sfc3mik6snaw7buodbobenrsra 522 21 Kumar Kumar NNP work_sfc3mik6snaw7buodbobenrsra 522 22 , , , work_sfc3mik6snaw7buodbobenrsra 522 23 V. V. NNP work_sfc3mik6snaw7buodbobenrsra 522 24 , , , work_sfc3mik6snaw7buodbobenrsra 522 25 et et NNP work_sfc3mik6snaw7buodbobenrsra 522 26 al al NNP work_sfc3mik6snaw7buodbobenrsra 522 27 . . . work_sfc3mik6snaw7buodbobenrsra 523 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 523 2 1999 1999 CD work_sfc3mik6snaw7buodbobenrsra 523 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 523 4 . . . work_sfc3mik6snaw7buodbobenrsra 524 1 Partitioning partitioning NN work_sfc3mik6snaw7buodbobenrsra 524 2 - - HYPH work_sfc3mik6snaw7buodbobenrsra 524 3 based base VBN work_sfc3mik6snaw7buodbobenrsra 524 4 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 524 5 for for IN work_sfc3mik6snaw7buodbobenrsra 524 6 web web NN work_sfc3mik6snaw7buodbobenrsra 524 7 document document NN work_sfc3mik6snaw7buodbobenrsra 524 8 categorization categorization NN work_sfc3mik6snaw7buodbobenrsra 524 9 . . . work_sfc3mik6snaw7buodbobenrsra 525 1 Decision Decision NNP work_sfc3mik6snaw7buodbobenrsra 525 2 Support Support NNP work_sfc3mik6snaw7buodbobenrsra 525 3 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 525 4 , , , work_sfc3mik6snaw7buodbobenrsra 525 5 27 27 CD work_sfc3mik6snaw7buodbobenrsra 525 6 , , , work_sfc3mik6snaw7buodbobenrsra 525 7 329–341 329–341 CD work_sfc3mik6snaw7buodbobenrsra 525 8 . . . work_sfc3mik6snaw7buodbobenrsra 526 1 Bradley Bradley NNP work_sfc3mik6snaw7buodbobenrsra 526 2 , , , work_sfc3mik6snaw7buodbobenrsra 526 3 P. P. NNP work_sfc3mik6snaw7buodbobenrsra 526 4 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 526 5 , , , work_sfc3mik6snaw7buodbobenrsra 526 6 & & CC work_sfc3mik6snaw7buodbobenrsra 526 7 Fayyad Fayyad NNP work_sfc3mik6snaw7buodbobenrsra 526 8 , , , work_sfc3mik6snaw7buodbobenrsra 526 9 U. U. NNP work_sfc3mik6snaw7buodbobenrsra 526 10 M. M. NNP work_sfc3mik6snaw7buodbobenrsra 526 11 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 526 12 1998 1998 CD work_sfc3mik6snaw7buodbobenrsra 526 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 526 14 . . . work_sfc3mik6snaw7buodbobenrsra 527 1 Refining refine VBG work_sfc3mik6snaw7buodbobenrsra 527 2 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 527 3 points point NNS work_sfc3mik6snaw7buodbobenrsra 527 4 for for IN work_sfc3mik6snaw7buodbobenrsra 527 5 k k NN work_sfc3mik6snaw7buodbobenrsra 527 6 - - HYPH work_sfc3mik6snaw7buodbobenrsra 527 7 means mean NNS work_sfc3mik6snaw7buodbobenrsra 527 8 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 527 9 . . . work_sfc3mik6snaw7buodbobenrsra 528 1 In in IN work_sfc3mik6snaw7buodbobenrsra 528 2 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 528 3 W. W. NNP work_sfc3mik6snaw7buodbobenrsra 528 4 Shavlik Shavlik NNP work_sfc3mik6snaw7buodbobenrsra 528 5 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 528 6 Ed Ed NNP work_sfc3mik6snaw7buodbobenrsra 528 7 . . . work_sfc3mik6snaw7buodbobenrsra 529 1 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 529 2 , , , work_sfc3mik6snaw7buodbobenrsra 529 3 ICML ICML NNP work_sfc3mik6snaw7buodbobenrsra 529 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 529 5 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 529 6 . . . work_sfc3mik6snaw7buodbobenrsra 530 1 91–99 91–99 NN work_sfc3mik6snaw7buodbobenrsra 530 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 530 3 . . . work_sfc3mik6snaw7buodbobenrsra 531 1 Morgan Morgan NNP work_sfc3mik6snaw7buodbobenrsra 531 2 Kaufman Kaufman NNP work_sfc3mik6snaw7buodbobenrsra 531 3 . . . work_sfc3mik6snaw7buodbobenrsra 532 1 Cao Cao NNP work_sfc3mik6snaw7buodbobenrsra 532 2 , , , work_sfc3mik6snaw7buodbobenrsra 532 3 F. F. NNP work_sfc3mik6snaw7buodbobenrsra 532 4 , , , work_sfc3mik6snaw7buodbobenrsra 532 5 Liang Liang NNP work_sfc3mik6snaw7buodbobenrsra 532 6 , , , work_sfc3mik6snaw7buodbobenrsra 532 7 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 532 8 , , , work_sfc3mik6snaw7buodbobenrsra 532 9 & & CC work_sfc3mik6snaw7buodbobenrsra 532 10 Bai Bai NNP work_sfc3mik6snaw7buodbobenrsra 532 11 , , , work_sfc3mik6snaw7buodbobenrsra 532 12 L. L. NNP work_sfc3mik6snaw7buodbobenrsra 532 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 532 14 2009 2009 CD work_sfc3mik6snaw7buodbobenrsra 532 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 532 16 . . . work_sfc3mik6snaw7buodbobenrsra 533 1 A a DT work_sfc3mik6snaw7buodbobenrsra 533 2 new new JJ work_sfc3mik6snaw7buodbobenrsra 533 3 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 533 4 method method NN work_sfc3mik6snaw7buodbobenrsra 533 5 for for IN work_sfc3mik6snaw7buodbobenrsra 533 6 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 533 7 data datum NNS work_sfc3mik6snaw7buodbobenrsra 533 8 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 533 9 . . . work_sfc3mik6snaw7buodbobenrsra 534 1 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 534 2 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 534 3 and and CC work_sfc3mik6snaw7buodbobenrsra 534 4 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 534 5 , , , work_sfc3mik6snaw7buodbobenrsra 534 6 36 36 CD work_sfc3mik6snaw7buodbobenrsra 534 7 , , , work_sfc3mik6snaw7buodbobenrsra 534 8 10223–10228 10223–10228 CD work_sfc3mik6snaw7buodbobenrsra 534 9 . . . work_sfc3mik6snaw7buodbobenrsra 535 1 Caruana Caruana NNP work_sfc3mik6snaw7buodbobenrsra 535 2 , , , work_sfc3mik6snaw7buodbobenrsra 535 3 R. R. NNP work_sfc3mik6snaw7buodbobenrsra 535 4 , , , work_sfc3mik6snaw7buodbobenrsra 535 5 Elhawary Elhawary NNP work_sfc3mik6snaw7buodbobenrsra 535 6 , , , work_sfc3mik6snaw7buodbobenrsra 535 7 M. M. NNP work_sfc3mik6snaw7buodbobenrsra 535 8 F. F. NNP work_sfc3mik6snaw7buodbobenrsra 535 9 , , , work_sfc3mik6snaw7buodbobenrsra 535 10 Nguyen Nguyen NNP work_sfc3mik6snaw7buodbobenrsra 535 11 , , , work_sfc3mik6snaw7buodbobenrsra 535 12 N. N. NNP work_sfc3mik6snaw7buodbobenrsra 535 13 , , , work_sfc3mik6snaw7buodbobenrsra 535 14 & & CC work_sfc3mik6snaw7buodbobenrsra 535 15 Smith Smith NNP work_sfc3mik6snaw7buodbobenrsra 535 16 , , , work_sfc3mik6snaw7buodbobenrsra 535 17 C. C. NNP work_sfc3mik6snaw7buodbobenrsra 535 18 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 535 19 2006 2006 CD work_sfc3mik6snaw7buodbobenrsra 535 20 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 535 21 . . . work_sfc3mik6snaw7buodbobenrsra 536 1 Meta meta JJ work_sfc3mik6snaw7buodbobenrsra 536 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 536 3 . . . work_sfc3mik6snaw7buodbobenrsra 537 1 In in IN work_sfc3mik6snaw7buodbobenrsra 537 2 ICDM ICDM NNP work_sfc3mik6snaw7buodbobenrsra 537 3 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 537 4 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 537 5 . . . work_sfc3mik6snaw7buodbobenrsra 538 1 107–118 107–118 CD work_sfc3mik6snaw7buodbobenrsra 538 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 538 3 . . . work_sfc3mik6snaw7buodbobenrsra 539 1 IEEE IEEE NNP work_sfc3mik6snaw7buodbobenrsra 539 2 Computer Computer NNP work_sfc3mik6snaw7buodbobenrsra 539 3 Society Society NNP work_sfc3mik6snaw7buodbobenrsra 539 4 . . . work_sfc3mik6snaw7buodbobenrsra 540 1 Davidson Davidson NNP work_sfc3mik6snaw7buodbobenrsra 540 2 , , , work_sfc3mik6snaw7buodbobenrsra 540 3 I. I. NNP work_sfc3mik6snaw7buodbobenrsra 540 4 , , , work_sfc3mik6snaw7buodbobenrsra 540 5 & & CC work_sfc3mik6snaw7buodbobenrsra 540 6 Qi Qi NNP work_sfc3mik6snaw7buodbobenrsra 540 7 , , , work_sfc3mik6snaw7buodbobenrsra 540 8 Z. Z. NNP work_sfc3mik6snaw7buodbobenrsra 541 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 541 2 2008 2008 CD work_sfc3mik6snaw7buodbobenrsra 541 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 541 4 . . . work_sfc3mik6snaw7buodbobenrsra 542 1 Finding find VBG work_sfc3mik6snaw7buodbobenrsra 542 2 alternative alternative JJ work_sfc3mik6snaw7buodbobenrsra 542 3 clusterings clustering NNS work_sfc3mik6snaw7buodbobenrsra 542 4 using use VBG work_sfc3mik6snaw7buodbobenrsra 542 5 constraints constraint NNS work_sfc3mik6snaw7buodbobenrsra 542 6 . . . work_sfc3mik6snaw7buodbobenrsra 543 1 In in IN work_sfc3mik6snaw7buodbobenrsra 543 2 ICDM ICDM NNP work_sfc3mik6snaw7buodbobenrsra 543 3 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 543 4 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 543 5 . . . work_sfc3mik6snaw7buodbobenrsra 544 1 773–778 773–778 CD work_sfc3mik6snaw7buodbobenrsra 544 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 544 3 . . . work_sfc3mik6snaw7buodbobenrsra 545 1 IEEE IEEE NNP work_sfc3mik6snaw7buodbobenrsra 545 2 Computer Computer NNP work_sfc3mik6snaw7buodbobenrsra 545 3 Society Society NNP work_sfc3mik6snaw7buodbobenrsra 545 4 . . . work_sfc3mik6snaw7buodbobenrsra 546 1 Bache Bache NNP work_sfc3mik6snaw7buodbobenrsra 546 2 , , , work_sfc3mik6snaw7buodbobenrsra 546 3 K. K. NNP work_sfc3mik6snaw7buodbobenrsra 546 4 , , , work_sfc3mik6snaw7buodbobenrsra 546 5 & & CC work_sfc3mik6snaw7buodbobenrsra 546 6 Lichman Lichman NNP work_sfc3mik6snaw7buodbobenrsra 546 7 , , , work_sfc3mik6snaw7buodbobenrsra 546 8 M. M. NNP work_sfc3mik6snaw7buodbobenrsra 546 9 , , , work_sfc3mik6snaw7buodbobenrsra 546 10 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 546 11 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 546 12 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 546 13 . . . work_sfc3mik6snaw7buodbobenrsra 547 1 UCI UCI NNP work_sfc3mik6snaw7buodbobenrsra 547 2 machine machine NN work_sfc3mik6snaw7buodbobenrsra 547 3 learning learning NN work_sfc3mik6snaw7buodbobenrsra 547 4 repository repository NN work_sfc3mik6snaw7buodbobenrsra 547 5 , , , work_sfc3mik6snaw7buodbobenrsra 547 6 http:// http:// NNP work_sfc3mik6snaw7buodbobenrsra 547 7 archive.ics.uci.edu/ml archive.ics.uci.edu/ml NN work_sfc3mik6snaw7buodbobenrsra 547 8 . . . work_sfc3mik6snaw7buodbobenrsra 548 1 Fred Fred NNP work_sfc3mik6snaw7buodbobenrsra 548 2 , , , work_sfc3mik6snaw7buodbobenrsra 548 3 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 548 4 L. L. NNP work_sfc3mik6snaw7buodbobenrsra 548 5 N. N. NNP work_sfc3mik6snaw7buodbobenrsra 548 6 , , , work_sfc3mik6snaw7buodbobenrsra 548 7 & & CC work_sfc3mik6snaw7buodbobenrsra 548 8 Jain Jain NNP work_sfc3mik6snaw7buodbobenrsra 548 9 , , , work_sfc3mik6snaw7buodbobenrsra 548 10 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 548 11 K. K. NNP work_sfc3mik6snaw7buodbobenrsra 548 12 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 548 13 2002 2002 CD work_sfc3mik6snaw7buodbobenrsra 548 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 548 15 . . . work_sfc3mik6snaw7buodbobenrsra 549 1 Data datum NNS work_sfc3mik6snaw7buodbobenrsra 549 2 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 549 3 using use VBG work_sfc3mik6snaw7buodbobenrsra 549 4 evidence evidence NN work_sfc3mik6snaw7buodbobenrsra 549 5 accumulation accumulation NN work_sfc3mik6snaw7buodbobenrsra 549 6 . . . work_sfc3mik6snaw7buodbobenrsra 550 1 In in IN work_sfc3mik6snaw7buodbobenrsra 550 2 ICPR ICPR NNP work_sfc3mik6snaw7buodbobenrsra 550 3 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 550 4 4 4 CD work_sfc3mik6snaw7buodbobenrsra 550 5 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 550 6 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 550 7 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 550 8 . . . work_sfc3mik6snaw7buodbobenrsra 551 1 276–280 276–280 CD work_sfc3mik6snaw7buodbobenrsra 551 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 551 3 . . . work_sfc3mik6snaw7buodbobenrsra 552 1 Gowda Gowda NNP work_sfc3mik6snaw7buodbobenrsra 552 2 , , , work_sfc3mik6snaw7buodbobenrsra 552 3 K. K. NNP work_sfc3mik6snaw7buodbobenrsra 552 4 C. C. NNP work_sfc3mik6snaw7buodbobenrsra 552 5 , , , work_sfc3mik6snaw7buodbobenrsra 552 6 & & CC work_sfc3mik6snaw7buodbobenrsra 552 7 Diday Diday NNP work_sfc3mik6snaw7buodbobenrsra 552 8 , , , work_sfc3mik6snaw7buodbobenrsra 552 9 E. E. NNP work_sfc3mik6snaw7buodbobenrsra 552 10 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 552 11 1991 1991 CD work_sfc3mik6snaw7buodbobenrsra 552 12 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 552 13 . . . work_sfc3mik6snaw7buodbobenrsra 553 1 Symbolic symbolic JJ work_sfc3mik6snaw7buodbobenrsra 553 2 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 553 3 using use VBG work_sfc3mik6snaw7buodbobenrsra 553 4 a a DT work_sfc3mik6snaw7buodbobenrsra 553 5 new new JJ work_sfc3mik6snaw7buodbobenrsra 553 6 dissimilarity dissimilarity NN work_sfc3mik6snaw7buodbobenrsra 553 7 measure measure NN work_sfc3mik6snaw7buodbobenrsra 553 8 . . . work_sfc3mik6snaw7buodbobenrsra 554 1 Pattern Pattern NNP work_sfc3mik6snaw7buodbobenrsra 554 2 Recognition Recognition NNP work_sfc3mik6snaw7buodbobenrsra 554 3 , , , work_sfc3mik6snaw7buodbobenrsra 554 4 24 24 CD work_sfc3mik6snaw7buodbobenrsra 554 5 , , , work_sfc3mik6snaw7buodbobenrsra 554 6 567–578 567–578 CD work_sfc3mik6snaw7buodbobenrsra 554 7 . . . work_sfc3mik6snaw7buodbobenrsra 555 1 Guha Guha NNP work_sfc3mik6snaw7buodbobenrsra 555 2 , , , work_sfc3mik6snaw7buodbobenrsra 555 3 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 555 4 , , , work_sfc3mik6snaw7buodbobenrsra 555 5 Rastogi Rastogi NNP work_sfc3mik6snaw7buodbobenrsra 555 6 , , , work_sfc3mik6snaw7buodbobenrsra 555 7 R. R. NNP work_sfc3mik6snaw7buodbobenrsra 555 8 , , , work_sfc3mik6snaw7buodbobenrsra 555 9 & & CC work_sfc3mik6snaw7buodbobenrsra 555 10 Shim Shim NNP work_sfc3mik6snaw7buodbobenrsra 555 11 , , , work_sfc3mik6snaw7buodbobenrsra 555 12 K. K. NNP work_sfc3mik6snaw7buodbobenrsra 555 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 555 14 1999 1999 CD work_sfc3mik6snaw7buodbobenrsra 555 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 555 16 . . . work_sfc3mik6snaw7buodbobenrsra 556 1 Rock rock NN work_sfc3mik6snaw7buodbobenrsra 556 2 : : : work_sfc3mik6snaw7buodbobenrsra 556 3 a a DT work_sfc3mik6snaw7buodbobenrsra 556 4 robust robust JJ work_sfc3mik6snaw7buodbobenrsra 556 5 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 556 6 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 556 7 for for IN work_sfc3mik6snaw7buodbobenrsra 556 8 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 556 9 attributes attribute NNS work_sfc3mik6snaw7buodbobenrsra 556 10 . . . work_sfc3mik6snaw7buodbobenrsra 557 1 In in IN work_sfc3mik6snaw7buodbobenrsra 557 2 Proceedings Proceedings NNP work_sfc3mik6snaw7buodbobenrsra 557 3 of of IN work_sfc3mik6snaw7buodbobenrsra 557 4 the the DT work_sfc3mik6snaw7buodbobenrsra 557 5 15th 15th JJ work_sfc3mik6snaw7buodbobenrsra 557 6 international international JJ work_sfc3mik6snaw7buodbobenrsra 557 7 conference conference NN work_sfc3mik6snaw7buodbobenrsra 557 8 on on IN work_sfc3mik6snaw7buodbobenrsra 557 9 data datum NNS work_sfc3mik6snaw7buodbobenrsra 557 10 engineering engineering NN work_sfc3mik6snaw7buodbobenrsra 557 11 , , , work_sfc3mik6snaw7buodbobenrsra 557 12 23–26 23–26 CD work_sfc3mik6snaw7buodbobenrsra 557 13 March March NNP work_sfc3mik6snaw7buodbobenrsra 557 14 1999 1999 CD work_sfc3mik6snaw7buodbobenrsra 557 15 , , , work_sfc3mik6snaw7buodbobenrsra 557 16 Sydney Sydney NNP work_sfc3mik6snaw7buodbobenrsra 557 17 , , , work_sfc3mik6snaw7buodbobenrsra 557 18 Austrialia Austrialia NNP work_sfc3mik6snaw7buodbobenrsra 557 19 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 557 20 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 557 21 . . . work_sfc3mik6snaw7buodbobenrsra 558 1 512–521 512–521 CD work_sfc3mik6snaw7buodbobenrsra 558 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 558 3 . . . work_sfc3mik6snaw7buodbobenrsra 559 1 IEEE IEEE NNP work_sfc3mik6snaw7buodbobenrsra 559 2 Computer Computer NNP work_sfc3mik6snaw7buodbobenrsra 559 3 Society Society NNP work_sfc3mik6snaw7buodbobenrsra 559 4 . . . work_sfc3mik6snaw7buodbobenrsra 560 1 Hall Hall NNP work_sfc3mik6snaw7buodbobenrsra 560 2 , , , work_sfc3mik6snaw7buodbobenrsra 560 3 M. M. NNP work_sfc3mik6snaw7buodbobenrsra 560 4 , , , work_sfc3mik6snaw7buodbobenrsra 560 5 Frank Frank NNP work_sfc3mik6snaw7buodbobenrsra 560 6 , , , work_sfc3mik6snaw7buodbobenrsra 560 7 E. E. NNP work_sfc3mik6snaw7buodbobenrsra 560 8 , , , work_sfc3mik6snaw7buodbobenrsra 560 9 Holmes Holmes NNP work_sfc3mik6snaw7buodbobenrsra 560 10 , , , work_sfc3mik6snaw7buodbobenrsra 560 11 G. G. NNP work_sfc3mik6snaw7buodbobenrsra 560 12 , , , work_sfc3mik6snaw7buodbobenrsra 560 13 Pfahringer Pfahringer NNP work_sfc3mik6snaw7buodbobenrsra 560 14 , , , work_sfc3mik6snaw7buodbobenrsra 560 15 B. B. NNP work_sfc3mik6snaw7buodbobenrsra 560 16 , , , work_sfc3mik6snaw7buodbobenrsra 560 17 Reutemann Reutemann NNP work_sfc3mik6snaw7buodbobenrsra 560 18 , , , work_sfc3mik6snaw7buodbobenrsra 560 19 P. P. NNP work_sfc3mik6snaw7buodbobenrsra 560 20 , , , work_sfc3mik6snaw7buodbobenrsra 560 21 & & CC work_sfc3mik6snaw7buodbobenrsra 560 22 Witten Witten NNP work_sfc3mik6snaw7buodbobenrsra 560 23 , , , work_sfc3mik6snaw7buodbobenrsra 560 24 I. I. NNP work_sfc3mik6snaw7buodbobenrsra 560 25 H. h. NN work_sfc3mik6snaw7buodbobenrsra 560 26 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 560 27 2009 2009 CD work_sfc3mik6snaw7buodbobenrsra 560 28 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 560 29 . . . work_sfc3mik6snaw7buodbobenrsra 561 1 The the DT work_sfc3mik6snaw7buodbobenrsra 561 2 weka weka NNP work_sfc3mik6snaw7buodbobenrsra 561 3 data datum NNS work_sfc3mik6snaw7buodbobenrsra 561 4 mining mining NN work_sfc3mik6snaw7buodbobenrsra 561 5 software software NN work_sfc3mik6snaw7buodbobenrsra 561 6 : : : work_sfc3mik6snaw7buodbobenrsra 561 7 an an DT work_sfc3mik6snaw7buodbobenrsra 561 8 update update NN work_sfc3mik6snaw7buodbobenrsra 561 9 . . . work_sfc3mik6snaw7buodbobenrsra 562 1 In in IN work_sfc3mik6snaw7buodbobenrsra 562 2 SIGKDD SIGKDD NNP work_sfc3mik6snaw7buodbobenrsra 562 3 Explorations Explorations NNPS work_sfc3mik6snaw7buodbobenrsra 562 4 : : : work_sfc3mik6snaw7buodbobenrsra 562 5 Vol Vol NNP work_sfc3mik6snaw7buodbobenrsra 562 6 . . . work_sfc3mik6snaw7buodbobenrsra 563 1 11 11 CD work_sfc3mik6snaw7buodbobenrsra 563 2 of of IN work_sfc3mik6snaw7buodbobenrsra 563 3 1 1 CD work_sfc3mik6snaw7buodbobenrsra 563 4 . . . work_sfc3mik6snaw7buodbobenrsra 564 1 He -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 564 2 , , , work_sfc3mik6snaw7buodbobenrsra 564 3 Z. Z. NNP work_sfc3mik6snaw7buodbobenrsra 565 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 565 2 2006 2006 CD work_sfc3mik6snaw7buodbobenrsra 565 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 565 4 . . . work_sfc3mik6snaw7buodbobenrsra 566 1 Farthest farthest JJ work_sfc3mik6snaw7buodbobenrsra 566 2 - - HYPH work_sfc3mik6snaw7buodbobenrsra 566 3 point point NN work_sfc3mik6snaw7buodbobenrsra 566 4 heuristic heuristic JJ work_sfc3mik6snaw7buodbobenrsra 566 5 based base VBN work_sfc3mik6snaw7buodbobenrsra 566 6 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 566 7 methods method NNS work_sfc3mik6snaw7buodbobenrsra 566 8 for for IN work_sfc3mik6snaw7buodbobenrsra 566 9 k k NN work_sfc3mik6snaw7buodbobenrsra 566 10 - - HYPH work_sfc3mik6snaw7buodbobenrsra 566 11 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 566 12 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 566 13 . . . work_sfc3mik6snaw7buodbobenrsra 567 1 CoRR CoRR NNP work_sfc3mik6snaw7buodbobenrsra 567 2 , , , work_sfc3mik6snaw7buodbobenrsra 567 3 abs abs NNP work_sfc3mik6snaw7buodbobenrsra 567 4 / / SYM work_sfc3mik6snaw7buodbobenrsra 567 5 cs/0610043 cs/0610043 NNP work_sfc3mik6snaw7buodbobenrsra 567 6 . . . work_sfc3mik6snaw7buodbobenrsra 568 1 He -PRON- PRP work_sfc3mik6snaw7buodbobenrsra 568 2 , , , work_sfc3mik6snaw7buodbobenrsra 568 3 Z. Z. NNP work_sfc3mik6snaw7buodbobenrsra 568 4 , , , work_sfc3mik6snaw7buodbobenrsra 568 5 Xu Xu NNP work_sfc3mik6snaw7buodbobenrsra 568 6 , , , work_sfc3mik6snaw7buodbobenrsra 568 7 X. X. NNP work_sfc3mik6snaw7buodbobenrsra 568 8 , , , work_sfc3mik6snaw7buodbobenrsra 568 9 & & CC work_sfc3mik6snaw7buodbobenrsra 568 10 Deng Deng NNP work_sfc3mik6snaw7buodbobenrsra 568 11 , , , work_sfc3mik6snaw7buodbobenrsra 568 12 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 568 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 568 14 2005 2005 CD work_sfc3mik6snaw7buodbobenrsra 568 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 568 16 . . . work_sfc3mik6snaw7buodbobenrsra 569 1 A a DT work_sfc3mik6snaw7buodbobenrsra 569 2 cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 569 3 ensemble ensemble JJ work_sfc3mik6snaw7buodbobenrsra 569 4 method method NN work_sfc3mik6snaw7buodbobenrsra 569 5 for for IN work_sfc3mik6snaw7buodbobenrsra 569 6 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 569 7 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 569 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 569 9 . . . work_sfc3mik6snaw7buodbobenrsra 570 1 Information Information NNP work_sfc3mik6snaw7buodbobenrsra 570 2 Fusion Fusion NNP work_sfc3mik6snaw7buodbobenrsra 570 3 , , , work_sfc3mik6snaw7buodbobenrsra 570 4 6 6 CD work_sfc3mik6snaw7buodbobenrsra 570 5 , , , work_sfc3mik6snaw7buodbobenrsra 570 6 143–151 143–151 CD work_sfc3mik6snaw7buodbobenrsra 570 7 . . . work_sfc3mik6snaw7buodbobenrsra 571 1 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 571 2 , , , work_sfc3mik6snaw7buodbobenrsra 571 3 Z. Z. NNP work_sfc3mik6snaw7buodbobenrsra 572 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 572 2 1997 1997 CD work_sfc3mik6snaw7buodbobenrsra 572 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 572 4 . . . work_sfc3mik6snaw7buodbobenrsra 573 1 A a DT work_sfc3mik6snaw7buodbobenrsra 573 2 fast fast JJ work_sfc3mik6snaw7buodbobenrsra 573 3 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 573 4 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 573 5 to to TO work_sfc3mik6snaw7buodbobenrsra 573 6 cluster cluster VB work_sfc3mik6snaw7buodbobenrsra 573 7 very very RB work_sfc3mik6snaw7buodbobenrsra 573 8 large large JJ work_sfc3mik6snaw7buodbobenrsra 573 9 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 573 10 data data NN work_sfc3mik6snaw7buodbobenrsra 573 11 sets set NNS work_sfc3mik6snaw7buodbobenrsra 573 12 in in IN work_sfc3mik6snaw7buodbobenrsra 573 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 573 14 mining mining NN work_sfc3mik6snaw7buodbobenrsra 573 15 . . . work_sfc3mik6snaw7buodbobenrsra 574 1 In in IN work_sfc3mik6snaw7buodbobenrsra 574 2 Research research NN work_sfc3mik6snaw7buodbobenrsra 574 3 issues issue NNS work_sfc3mik6snaw7buodbobenrsra 574 4 on on IN work_sfc3mik6snaw7buodbobenrsra 574 5 data datum NNS work_sfc3mik6snaw7buodbobenrsra 574 6 mining mining NN work_sfc3mik6snaw7buodbobenrsra 574 7 and and CC work_sfc3mik6snaw7buodbobenrsra 574 8 knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 574 9 discovery discovery NN work_sfc3mik6snaw7buodbobenrsra 574 10 . . . work_sfc3mik6snaw7buodbobenrsra 575 1 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 575 2 , , , work_sfc3mik6snaw7buodbobenrsra 575 3 Z. Z. NNP work_sfc3mik6snaw7buodbobenrsra 576 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 576 2 1998 1998 CD work_sfc3mik6snaw7buodbobenrsra 576 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 576 4 . . . work_sfc3mik6snaw7buodbobenrsra 577 1 Extensions extension NNS work_sfc3mik6snaw7buodbobenrsra 577 2 to to IN work_sfc3mik6snaw7buodbobenrsra 577 3 the the DT work_sfc3mik6snaw7buodbobenrsra 577 4 k k NN work_sfc3mik6snaw7buodbobenrsra 577 5 - - HYPH work_sfc3mik6snaw7buodbobenrsra 577 6 means means NN work_sfc3mik6snaw7buodbobenrsra 577 7 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 577 8 for for IN work_sfc3mik6snaw7buodbobenrsra 577 9 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 577 10 large large JJ work_sfc3mik6snaw7buodbobenrsra 577 11 data data NN work_sfc3mik6snaw7buodbobenrsra 577 12 sets set NNS work_sfc3mik6snaw7buodbobenrsra 577 13 with with IN work_sfc3mik6snaw7buodbobenrsra 577 14 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 577 15 values value NNS work_sfc3mik6snaw7buodbobenrsra 577 16 . . . work_sfc3mik6snaw7buodbobenrsra 578 1 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 578 2 Mining Mining NNP work_sfc3mik6snaw7buodbobenrsra 578 3 and and CC work_sfc3mik6snaw7buodbobenrsra 578 4 Knowledge Knowledge NNP work_sfc3mik6snaw7buodbobenrsra 578 5 Discovery Discovery NNP work_sfc3mik6snaw7buodbobenrsra 578 6 , , , work_sfc3mik6snaw7buodbobenrsra 578 7 2 2 CD work_sfc3mik6snaw7buodbobenrsra 578 8 , , , work_sfc3mik6snaw7buodbobenrsra 578 9 283–304 283–304 CD work_sfc3mik6snaw7buodbobenrsra 578 10 . . . work_sfc3mik6snaw7buodbobenrsra 579 1 Jain Jain NNP work_sfc3mik6snaw7buodbobenrsra 579 2 , , , work_sfc3mik6snaw7buodbobenrsra 579 3 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 579 4 K. K. NNP work_sfc3mik6snaw7buodbobenrsra 579 5 , , , work_sfc3mik6snaw7buodbobenrsra 579 6 & & CC work_sfc3mik6snaw7buodbobenrsra 579 7 Dubes Dubes NNP work_sfc3mik6snaw7buodbobenrsra 579 8 , , , work_sfc3mik6snaw7buodbobenrsra 579 9 R. R. NNP work_sfc3mik6snaw7buodbobenrsra 579 10 C. C. NNP work_sfc3mik6snaw7buodbobenrsra 579 11 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 579 12 1988 1988 CD work_sfc3mik6snaw7buodbobenrsra 579 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 579 14 . . . work_sfc3mik6snaw7buodbobenrsra 580 1 Algorithms Algorithms NNP work_sfc3mik6snaw7buodbobenrsra 580 2 for for IN work_sfc3mik6snaw7buodbobenrsra 580 3 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 580 4 data datum NNS work_sfc3mik6snaw7buodbobenrsra 580 5 . . . work_sfc3mik6snaw7buodbobenrsra 581 1 Upper Upper NNP work_sfc3mik6snaw7buodbobenrsra 581 2 Saddle Saddle NNP work_sfc3mik6snaw7buodbobenrsra 581 3 River River NNP work_sfc3mik6snaw7buodbobenrsra 581 4 , , , work_sfc3mik6snaw7buodbobenrsra 581 5 NJ NJ NNP work_sfc3mik6snaw7buodbobenrsra 581 6 , , , work_sfc3mik6snaw7buodbobenrsra 581 7 USA USA NNP work_sfc3mik6snaw7buodbobenrsra 581 8 : : : work_sfc3mik6snaw7buodbobenrsra 581 9 Prentice Prentice NNP work_sfc3mik6snaw7buodbobenrsra 581 10 - - HYPH work_sfc3mik6snaw7buodbobenrsra 581 11 Hall Hall NNP work_sfc3mik6snaw7buodbobenrsra 581 12 , , , work_sfc3mik6snaw7buodbobenrsra 581 13 Inc Inc NNP work_sfc3mik6snaw7buodbobenrsra 581 14 .. .. . work_sfc3mik6snaw7buodbobenrsra 581 15 Ji Ji NNP work_sfc3mik6snaw7buodbobenrsra 581 16 , , , work_sfc3mik6snaw7buodbobenrsra 581 17 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 581 18 , , , work_sfc3mik6snaw7buodbobenrsra 581 19 Pang Pang NNP work_sfc3mik6snaw7buodbobenrsra 581 20 , , , work_sfc3mik6snaw7buodbobenrsra 581 21 W. W. NNP work_sfc3mik6snaw7buodbobenrsra 581 22 , , , work_sfc3mik6snaw7buodbobenrsra 581 23 Zhou Zhou NNP work_sfc3mik6snaw7buodbobenrsra 581 24 , , , work_sfc3mik6snaw7buodbobenrsra 581 25 C. C. NNP work_sfc3mik6snaw7buodbobenrsra 581 26 , , , work_sfc3mik6snaw7buodbobenrsra 581 27 Han Han NNP work_sfc3mik6snaw7buodbobenrsra 581 28 , , , work_sfc3mik6snaw7buodbobenrsra 581 29 X. X. NNP work_sfc3mik6snaw7buodbobenrsra 581 30 , , , work_sfc3mik6snaw7buodbobenrsra 581 31 & & CC work_sfc3mik6snaw7buodbobenrsra 581 32 Wang Wang NNP work_sfc3mik6snaw7buodbobenrsra 581 33 , , , work_sfc3mik6snaw7buodbobenrsra 581 34 Z. Z. NNP work_sfc3mik6snaw7buodbobenrsra 582 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 582 2 2012 2012 CD work_sfc3mik6snaw7buodbobenrsra 582 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 582 4 . . . work_sfc3mik6snaw7buodbobenrsra 583 1 A a DT work_sfc3mik6snaw7buodbobenrsra 583 2 fuzzy fuzzy JJ work_sfc3mik6snaw7buodbobenrsra 583 3 k k NN work_sfc3mik6snaw7buodbobenrsra 583 4 - - HYPH work_sfc3mik6snaw7buodbobenrsra 583 5 prototype prototype NN work_sfc3mik6snaw7buodbobenrsra 583 6 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 583 7 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 583 8 for for IN work_sfc3mik6snaw7buodbobenrsra 583 9 mixed mixed JJ work_sfc3mik6snaw7buodbobenrsra 583 10 numeric numeric JJ work_sfc3mik6snaw7buodbobenrsra 583 11 and and CC work_sfc3mik6snaw7buodbobenrsra 583 12 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 583 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 583 14 . . . work_sfc3mik6snaw7buodbobenrsra 584 1 Knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 584 2 - - HYPH work_sfc3mik6snaw7buodbobenrsra 584 3 Based base VBN work_sfc3mik6snaw7buodbobenrsra 584 4 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 584 5 , , , work_sfc3mik6snaw7buodbobenrsra 584 6 30 30 CD work_sfc3mik6snaw7buodbobenrsra 584 7 , , , work_sfc3mik6snaw7buodbobenrsra 584 8 129–135 129–135 CD work_sfc3mik6snaw7buodbobenrsra 584 9 . . . work_sfc3mik6snaw7buodbobenrsra 585 1 Kaufman Kaufman NNP work_sfc3mik6snaw7buodbobenrsra 585 2 , , , work_sfc3mik6snaw7buodbobenrsra 585 3 L. L. NNP work_sfc3mik6snaw7buodbobenrsra 585 4 , , , work_sfc3mik6snaw7buodbobenrsra 585 5 & & CC work_sfc3mik6snaw7buodbobenrsra 585 6 Rousseeuw Rousseeuw NNP work_sfc3mik6snaw7buodbobenrsra 585 7 , , , work_sfc3mik6snaw7buodbobenrsra 585 8 P. P. NNP work_sfc3mik6snaw7buodbobenrsra 585 9 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 586 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 586 2 1990 1990 CD work_sfc3mik6snaw7buodbobenrsra 586 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 586 4 . . . work_sfc3mik6snaw7buodbobenrsra 587 1 Finding find VBG work_sfc3mik6snaw7buodbobenrsra 587 2 groups group NNS work_sfc3mik6snaw7buodbobenrsra 587 3 in in IN work_sfc3mik6snaw7buodbobenrsra 587 4 data datum NNS work_sfc3mik6snaw7buodbobenrsra 587 5 : : : work_sfc3mik6snaw7buodbobenrsra 587 6 an an DT work_sfc3mik6snaw7buodbobenrsra 587 7 introduction introduction NN work_sfc3mik6snaw7buodbobenrsra 587 8 to to TO work_sfc3mik6snaw7buodbobenrsra 587 9 cluster cluster VB work_sfc3mik6snaw7buodbobenrsra 587 10 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 587 11 . . . work_sfc3mik6snaw7buodbobenrsra 588 1 John John NNP work_sfc3mik6snaw7buodbobenrsra 588 2 Wiley Wiley NNP work_sfc3mik6snaw7buodbobenrsra 588 3 . . . work_sfc3mik6snaw7buodbobenrsra 589 1 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 589 2 , , , work_sfc3mik6snaw7buodbobenrsra 589 3 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 589 4 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 589 5 , , , work_sfc3mik6snaw7buodbobenrsra 589 6 & & CC work_sfc3mik6snaw7buodbobenrsra 589 7 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 589 8 , , , work_sfc3mik6snaw7buodbobenrsra 589 9 A. a. NN work_sfc3mik6snaw7buodbobenrsra 590 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 590 2 2004 2004 CD work_sfc3mik6snaw7buodbobenrsra 590 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 590 4 . . . work_sfc3mik6snaw7buodbobenrsra 591 1 Cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 591 2 center center NN work_sfc3mik6snaw7buodbobenrsra 591 3 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 591 4 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 591 5 for for IN work_sfc3mik6snaw7buodbobenrsra 591 6 k k NN work_sfc3mik6snaw7buodbobenrsra 591 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 591 8 means mean NNS work_sfc3mik6snaw7buodbobenrsra 591 9 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 591 10 . . . work_sfc3mik6snaw7buodbobenrsra 592 1 Pattern Pattern NNP work_sfc3mik6snaw7buodbobenrsra 592 2 Recognition Recognition NNP work_sfc3mik6snaw7buodbobenrsra 592 3 Letters Letters NNP work_sfc3mik6snaw7buodbobenrsra 592 4 , , , work_sfc3mik6snaw7buodbobenrsra 592 5 25 25 CD work_sfc3mik6snaw7buodbobenrsra 592 6 , , , work_sfc3mik6snaw7buodbobenrsra 592 7 1293–1302 1293–1302 CD work_sfc3mik6snaw7buodbobenrsra 592 8 . . . work_sfc3mik6snaw7buodbobenrsra 593 1 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 593 2 , , , work_sfc3mik6snaw7buodbobenrsra 593 3 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 593 4 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 593 5 , , , work_sfc3mik6snaw7buodbobenrsra 593 6 & & CC work_sfc3mik6snaw7buodbobenrsra 593 7 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 593 8 , , , work_sfc3mik6snaw7buodbobenrsra 593 9 A. a. NN work_sfc3mik6snaw7buodbobenrsra 594 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 594 2 2003 2003 CD work_sfc3mik6snaw7buodbobenrsra 594 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 594 4 . . . work_sfc3mik6snaw7buodbobenrsra 595 1 Computing compute VBG work_sfc3mik6snaw7buodbobenrsra 595 2 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 595 3 points point NNS work_sfc3mik6snaw7buodbobenrsra 595 4 using use VBG work_sfc3mik6snaw7buodbobenrsra 595 5 density density NN work_sfc3mik6snaw7buodbobenrsra 595 6 based base VBN work_sfc3mik6snaw7buodbobenrsra 595 7 multiscale multiscale NNP work_sfc3mik6snaw7buodbobenrsra 595 8 data data NNP work_sfc3mik6snaw7buodbobenrsra 595 9 condensation condensation NN work_sfc3mik6snaw7buodbobenrsra 595 10 for for IN work_sfc3mik6snaw7buodbobenrsra 595 11 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 595 12 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 595 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 595 14 . . . work_sfc3mik6snaw7buodbobenrsra 596 1 In in IN work_sfc3mik6snaw7buodbobenrsra 596 2 Proceedings Proceedings NNP work_sfc3mik6snaw7buodbobenrsra 596 3 of of IN work_sfc3mik6snaw7buodbobenrsra 596 4 2nd 2nd NNP work_sfc3mik6snaw7buodbobenrsra 596 5 international international JJ work_sfc3mik6snaw7buodbobenrsra 596 6 conference conference NN work_sfc3mik6snaw7buodbobenrsra 596 7 on on IN work_sfc3mik6snaw7buodbobenrsra 596 8 applied applied JJ work_sfc3mik6snaw7buodbobenrsra 596 9 artificial artificial JJ work_sfc3mik6snaw7buodbobenrsra 596 10 intelligence intelligence NN work_sfc3mik6snaw7buodbobenrsra 596 11 . . . work_sfc3mik6snaw7buodbobenrsra 597 1 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 597 2 , , , work_sfc3mik6snaw7buodbobenrsra 597 3 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 597 4 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 597 5 , , , work_sfc3mik6snaw7buodbobenrsra 597 6 & & CC work_sfc3mik6snaw7buodbobenrsra 597 7 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 597 8 , , , work_sfc3mik6snaw7buodbobenrsra 597 9 A. a. NN work_sfc3mik6snaw7buodbobenrsra 598 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 598 2 2012 2012 CD work_sfc3mik6snaw7buodbobenrsra 598 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 598 4 . . . work_sfc3mik6snaw7buodbobenrsra 599 1 Cluster cluster NN work_sfc3mik6snaw7buodbobenrsra 599 2 center center NN work_sfc3mik6snaw7buodbobenrsra 599 3 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 599 4 for for IN work_sfc3mik6snaw7buodbobenrsra 599 5 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 599 6 data datum NNS work_sfc3mik6snaw7buodbobenrsra 599 7 using use VBG work_sfc3mik6snaw7buodbobenrsra 599 8 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 599 9 attribute attribute NN work_sfc3mik6snaw7buodbobenrsra 599 10 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 599 11 . . . work_sfc3mik6snaw7buodbobenrsra 600 1 In in IN work_sfc3mik6snaw7buodbobenrsra 600 2 E. E. NNP work_sfc3mik6snaw7buodbobenrsra 600 3 Mülle Mülle NNP work_sfc3mik6snaw7buodbobenrsra 600 4 , , , work_sfc3mik6snaw7buodbobenrsra 600 5 T. T. NNP work_sfc3mik6snaw7buodbobenrsra 600 6 Seidl Seidl NNP work_sfc3mik6snaw7buodbobenrsra 600 7 , , , work_sfc3mik6snaw7buodbobenrsra 600 8 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 600 9 Venkatasubramanian Venkatasubramanian NNP work_sfc3mik6snaw7buodbobenrsra 600 10 , , , work_sfc3mik6snaw7buodbobenrsra 600 11 & & CC work_sfc3mik6snaw7buodbobenrsra 600 12 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 600 13 Zimek Zimek NNP work_sfc3mik6snaw7buodbobenrsra 600 14 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 600 15 Vol Vol NNP work_sfc3mik6snaw7buodbobenrsra 600 16 . . . work_sfc3mik6snaw7buodbobenrsra 601 1 Eds eds VB work_sfc3mik6snaw7buodbobenrsra 601 2 . . . work_sfc3mik6snaw7buodbobenrsra 602 1 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 602 2 , , , work_sfc3mik6snaw7buodbobenrsra 602 3 Workshop Workshop NNP work_sfc3mik6snaw7buodbobenrsra 602 4 proceedings proceeding NNS work_sfc3mik6snaw7buodbobenrsra 602 5 of of IN work_sfc3mik6snaw7buodbobenrsra 602 6 the the DT work_sfc3mik6snaw7buodbobenrsra 602 7 3rd 3rd NNP work_sfc3mik6snaw7buodbobenrsra 602 8 multiclust multiclust NNP work_sfc3mik6snaw7buodbobenrsra 602 9 workshop workshop NNP work_sfc3mik6snaw7buodbobenrsra 602 10 : : : work_sfc3mik6snaw7buodbobenrsra 602 11 discovering discover VBG work_sfc3mik6snaw7buodbobenrsra 602 12 , , , work_sfc3mik6snaw7buodbobenrsra 602 13 summarizing summarize VBG work_sfc3mik6snaw7buodbobenrsra 602 14 and and CC work_sfc3mik6snaw7buodbobenrsra 602 15 using use VBG work_sfc3mik6snaw7buodbobenrsra 602 16 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 602 17 clusterings clustering NNS work_sfc3mik6snaw7buodbobenrsra 602 18 , , , work_sfc3mik6snaw7buodbobenrsra 602 19 USA USA NNP work_sfc3mik6snaw7buodbobenrsra 602 20 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 602 21 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 602 22 . . . work_sfc3mik6snaw7buodbobenrsra 603 1 3–10 3–10 LS work_sfc3mik6snaw7buodbobenrsra 603 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 603 3 . . . work_sfc3mik6snaw7buodbobenrsra 604 1 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 604 2 , , , work_sfc3mik6snaw7buodbobenrsra 604 3 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 604 4 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 604 5 , , , work_sfc3mik6snaw7buodbobenrsra 604 6 & & CC work_sfc3mik6snaw7buodbobenrsra 604 7 Kant Kant NNP work_sfc3mik6snaw7buodbobenrsra 604 8 , , , work_sfc3mik6snaw7buodbobenrsra 604 9 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 604 10 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 604 11 2007 2007 CD work_sfc3mik6snaw7buodbobenrsra 604 12 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 604 13 . . . work_sfc3mik6snaw7buodbobenrsra 605 1 Computation computation NN work_sfc3mik6snaw7buodbobenrsra 605 2 of of IN work_sfc3mik6snaw7buodbobenrsra 605 3 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 605 4 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 605 5 for for IN work_sfc3mik6snaw7buodbobenrsra 605 6 k k NN work_sfc3mik6snaw7buodbobenrsra 605 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 605 8 modes mode NNS work_sfc3mik6snaw7buodbobenrsra 605 9 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 605 10 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 605 11 using use VBG work_sfc3mik6snaw7buodbobenrsra 605 12 evidence evidence NN work_sfc3mik6snaw7buodbobenrsra 605 13 accumulation accumulation NN work_sfc3mik6snaw7buodbobenrsra 605 14 . . . work_sfc3mik6snaw7buodbobenrsra 606 1 In in IN work_sfc3mik6snaw7buodbobenrsra 606 2 Proceedings proceeding NNS work_sfc3mik6snaw7buodbobenrsra 606 3 of of IN work_sfc3mik6snaw7buodbobenrsra 606 4 the the DT work_sfc3mik6snaw7buodbobenrsra 606 5 20th 20th JJ work_sfc3mik6snaw7buodbobenrsra 606 6 international international NNP work_sfc3mik6snaw7buodbobenrsra 606 7 joint joint JJ work_sfc3mik6snaw7buodbobenrsra 606 8 conference conference NN work_sfc3mik6snaw7buodbobenrsra 606 9 on on IN work_sfc3mik6snaw7buodbobenrsra 606 10 artificial artificial JJ work_sfc3mik6snaw7buodbobenrsra 606 11 intelligence intelligence NN work_sfc3mik6snaw7buodbobenrsra 606 12 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 606 13 IJCAI IJCAI NNP work_sfc3mik6snaw7buodbobenrsra 606 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 606 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 606 16 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 606 17 . . . work_sfc3mik6snaw7buodbobenrsra 607 1 2784–2789 2784–2789 LS work_sfc3mik6snaw7buodbobenrsra 607 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 607 3 . . . work_sfc3mik6snaw7buodbobenrsra 608 1 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 608 2 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 608 3 , , , work_sfc3mik6snaw7buodbobenrsra 608 4 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 608 5 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 608 6 / / SYM work_sfc3mik6snaw7buodbobenrsra 608 7 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 608 8 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 608 9 with with IN work_sfc3mik6snaw7buodbobenrsra 608 10 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 608 11 40 40 CD work_sfc3mik6snaw7buodbobenrsra 608 12 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 608 13 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 608 14 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 608 15 7444–7456 7444–7456 CD work_sfc3mik6snaw7buodbobenrsra 608 16 7455 7455 CD work_sfc3mik6snaw7buodbobenrsra 608 17 Author author NN work_sfc3mik6snaw7buodbobenrsra 608 18 's 's POS work_sfc3mik6snaw7buodbobenrsra 608 19 personal personal JJ work_sfc3mik6snaw7buodbobenrsra 608 20 copy copy NN work_sfc3mik6snaw7buodbobenrsra 608 21 Matas Matas NNP work_sfc3mik6snaw7buodbobenrsra 608 22 , , , work_sfc3mik6snaw7buodbobenrsra 608 23 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 608 24 , , , work_sfc3mik6snaw7buodbobenrsra 608 25 & & CC work_sfc3mik6snaw7buodbobenrsra 608 26 Kittler Kittler NNP work_sfc3mik6snaw7buodbobenrsra 608 27 , , , work_sfc3mik6snaw7buodbobenrsra 608 28 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 609 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 609 2 1995 1995 CD work_sfc3mik6snaw7buodbobenrsra 609 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 609 4 . . . work_sfc3mik6snaw7buodbobenrsra 610 1 Spatial spatial JJ work_sfc3mik6snaw7buodbobenrsra 610 2 and and CC work_sfc3mik6snaw7buodbobenrsra 610 3 feature feature NN work_sfc3mik6snaw7buodbobenrsra 610 4 space space NN work_sfc3mik6snaw7buodbobenrsra 610 5 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 610 6 : : : work_sfc3mik6snaw7buodbobenrsra 610 7 applications application NNS work_sfc3mik6snaw7buodbobenrsra 610 8 in in IN work_sfc3mik6snaw7buodbobenrsra 610 9 image image NN work_sfc3mik6snaw7buodbobenrsra 610 10 analysis analysis NN work_sfc3mik6snaw7buodbobenrsra 610 11 . . . work_sfc3mik6snaw7buodbobenrsra 611 1 In in IN work_sfc3mik6snaw7buodbobenrsra 611 2 CAIP CAIP NNP work_sfc3mik6snaw7buodbobenrsra 611 3 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 611 4 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 611 5 . . . work_sfc3mik6snaw7buodbobenrsra 612 1 162–173 162–173 CD work_sfc3mik6snaw7buodbobenrsra 612 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 612 3 . . . work_sfc3mik6snaw7buodbobenrsra 613 1 Mitra Mitra NNP work_sfc3mik6snaw7buodbobenrsra 613 2 , , , work_sfc3mik6snaw7buodbobenrsra 613 3 P. P. NNP work_sfc3mik6snaw7buodbobenrsra 613 4 , , , work_sfc3mik6snaw7buodbobenrsra 613 5 Murthy Murthy NNP work_sfc3mik6snaw7buodbobenrsra 613 6 , , , work_sfc3mik6snaw7buodbobenrsra 613 7 C. C. NNP work_sfc3mik6snaw7buodbobenrsra 613 8 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 613 9 , , , work_sfc3mik6snaw7buodbobenrsra 613 10 & & CC work_sfc3mik6snaw7buodbobenrsra 613 11 Pal Pal NNP work_sfc3mik6snaw7buodbobenrsra 613 12 , , , work_sfc3mik6snaw7buodbobenrsra 613 13 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 613 14 K. K. NNP work_sfc3mik6snaw7buodbobenrsra 613 15 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 613 16 2002 2002 CD work_sfc3mik6snaw7buodbobenrsra 613 17 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 613 18 . . . work_sfc3mik6snaw7buodbobenrsra 614 1 Density density NN work_sfc3mik6snaw7buodbobenrsra 614 2 - - HYPH work_sfc3mik6snaw7buodbobenrsra 614 3 based base VBN work_sfc3mik6snaw7buodbobenrsra 614 4 multiscale multiscale NNP work_sfc3mik6snaw7buodbobenrsra 614 5 data data NNP work_sfc3mik6snaw7buodbobenrsra 614 6 condensation condensation NN work_sfc3mik6snaw7buodbobenrsra 614 7 . . . work_sfc3mik6snaw7buodbobenrsra 615 1 IEEE IEEE NNP work_sfc3mik6snaw7buodbobenrsra 615 2 Transactions transaction NNS work_sfc3mik6snaw7buodbobenrsra 615 3 on on IN work_sfc3mik6snaw7buodbobenrsra 615 4 Pattern Pattern NNP work_sfc3mik6snaw7buodbobenrsra 615 5 Analysis Analysis NNP work_sfc3mik6snaw7buodbobenrsra 615 6 and and CC work_sfc3mik6snaw7buodbobenrsra 615 7 Machine Machine NNP work_sfc3mik6snaw7buodbobenrsra 615 8 Intelligence Intelligence NNP work_sfc3mik6snaw7buodbobenrsra 615 9 , , , work_sfc3mik6snaw7buodbobenrsra 615 10 24 24 CD work_sfc3mik6snaw7buodbobenrsra 615 11 , , , work_sfc3mik6snaw7buodbobenrsra 615 12 734–747 734–747 CD work_sfc3mik6snaw7buodbobenrsra 615 13 . . . work_sfc3mik6snaw7buodbobenrsra 616 1 Müller Müller NNP work_sfc3mik6snaw7buodbobenrsra 616 2 , , , work_sfc3mik6snaw7buodbobenrsra 616 3 E. E. NNP work_sfc3mik6snaw7buodbobenrsra 616 4 , , , work_sfc3mik6snaw7buodbobenrsra 616 5 Günnemann Günnemann NNP work_sfc3mik6snaw7buodbobenrsra 616 6 , , , work_sfc3mik6snaw7buodbobenrsra 616 7 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 616 8 , , , work_sfc3mik6snaw7buodbobenrsra 616 9 Färber Färber NNP work_sfc3mik6snaw7buodbobenrsra 616 10 , , , work_sfc3mik6snaw7buodbobenrsra 616 11 I. I. NNP work_sfc3mik6snaw7buodbobenrsra 616 12 , , , work_sfc3mik6snaw7buodbobenrsra 616 13 & & CC work_sfc3mik6snaw7buodbobenrsra 616 14 Seidl Seidl NNP work_sfc3mik6snaw7buodbobenrsra 616 15 , , , work_sfc3mik6snaw7buodbobenrsra 616 16 T. T. NNP work_sfc3mik6snaw7buodbobenrsra 616 17 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 616 18 2010 2010 CD work_sfc3mik6snaw7buodbobenrsra 616 19 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 616 20 . . . work_sfc3mik6snaw7buodbobenrsra 617 1 Discovering discover VBG work_sfc3mik6snaw7buodbobenrsra 617 2 multiple multiple JJ work_sfc3mik6snaw7buodbobenrsra 617 3 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 617 4 solutions solution NNS work_sfc3mik6snaw7buodbobenrsra 617 5 : : : work_sfc3mik6snaw7buodbobenrsra 617 6 grouping group VBG work_sfc3mik6snaw7buodbobenrsra 617 7 objects object NNS work_sfc3mik6snaw7buodbobenrsra 617 8 in in IN work_sfc3mik6snaw7buodbobenrsra 617 9 different different JJ work_sfc3mik6snaw7buodbobenrsra 617 10 views view NNS work_sfc3mik6snaw7buodbobenrsra 617 11 of of IN work_sfc3mik6snaw7buodbobenrsra 617 12 the the DT work_sfc3mik6snaw7buodbobenrsra 617 13 data datum NNS work_sfc3mik6snaw7buodbobenrsra 617 14 . . . work_sfc3mik6snaw7buodbobenrsra 618 1 In in IN work_sfc3mik6snaw7buodbobenrsra 618 2 G. G. NNP work_sfc3mik6snaw7buodbobenrsra 618 3 I. I. NNP work_sfc3mik6snaw7buodbobenrsra 618 4 Webb Webb NNP work_sfc3mik6snaw7buodbobenrsra 618 5 , , , work_sfc3mik6snaw7buodbobenrsra 618 6 B. B. NNP work_sfc3mik6snaw7buodbobenrsra 618 7 Liu Liu NNP work_sfc3mik6snaw7buodbobenrsra 618 8 , , , work_sfc3mik6snaw7buodbobenrsra 618 9 C. C. NNP work_sfc3mik6snaw7buodbobenrsra 618 10 Zhang Zhang NNP work_sfc3mik6snaw7buodbobenrsra 618 11 , , , work_sfc3mik6snaw7buodbobenrsra 618 12 D. D. NNP work_sfc3mik6snaw7buodbobenrsra 618 13 Gunopulos Gunopulos NNP work_sfc3mik6snaw7buodbobenrsra 618 14 , , , work_sfc3mik6snaw7buodbobenrsra 618 15 & & CC work_sfc3mik6snaw7buodbobenrsra 618 16 X. X. NNP work_sfc3mik6snaw7buodbobenrsra 618 17 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 618 18 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 618 19 Eds Eds NNP work_sfc3mik6snaw7buodbobenrsra 618 20 . . . work_sfc3mik6snaw7buodbobenrsra 619 1 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 619 2 , , , work_sfc3mik6snaw7buodbobenrsra 619 3 ICDM ICDM NNP work_sfc3mik6snaw7buodbobenrsra 619 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 619 5 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 619 6 . . . work_sfc3mik6snaw7buodbobenrsra 620 1 1220 1220 CD work_sfc3mik6snaw7buodbobenrsra 620 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 620 3 . . . work_sfc3mik6snaw7buodbobenrsra 621 1 IEEE IEEE NNP work_sfc3mik6snaw7buodbobenrsra 621 2 Computer Computer NNP work_sfc3mik6snaw7buodbobenrsra 621 3 Society Society NNP work_sfc3mik6snaw7buodbobenrsra 621 4 . . . work_sfc3mik6snaw7buodbobenrsra 622 1 Petrakis Petrakis NNP work_sfc3mik6snaw7buodbobenrsra 622 2 , , , work_sfc3mik6snaw7buodbobenrsra 622 3 E. E. NNP work_sfc3mik6snaw7buodbobenrsra 622 4 G. G. NNP work_sfc3mik6snaw7buodbobenrsra 622 5 M. M. NNP work_sfc3mik6snaw7buodbobenrsra 622 6 , , , work_sfc3mik6snaw7buodbobenrsra 622 7 & & CC work_sfc3mik6snaw7buodbobenrsra 622 8 Faloutsos Faloutsos NNP work_sfc3mik6snaw7buodbobenrsra 622 9 , , , work_sfc3mik6snaw7buodbobenrsra 622 10 C. C. NNP work_sfc3mik6snaw7buodbobenrsra 622 11 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 622 12 1997 1997 CD work_sfc3mik6snaw7buodbobenrsra 622 13 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 622 14 . . . work_sfc3mik6snaw7buodbobenrsra 623 1 Similarity similarity NN work_sfc3mik6snaw7buodbobenrsra 623 2 searching search VBG work_sfc3mik6snaw7buodbobenrsra 623 3 in in IN work_sfc3mik6snaw7buodbobenrsra 623 4 medical medical JJ work_sfc3mik6snaw7buodbobenrsra 623 5 image image NN work_sfc3mik6snaw7buodbobenrsra 623 6 databases database NNS work_sfc3mik6snaw7buodbobenrsra 623 7 . . . work_sfc3mik6snaw7buodbobenrsra 624 1 IEEE IEEE NNP work_sfc3mik6snaw7buodbobenrsra 624 2 Transactions transaction NNS work_sfc3mik6snaw7buodbobenrsra 624 3 on on IN work_sfc3mik6snaw7buodbobenrsra 624 4 Knowledge Knowledge NNP work_sfc3mik6snaw7buodbobenrsra 624 5 Data Data NNP work_sfc3mik6snaw7buodbobenrsra 624 6 Engineering Engineering NNP work_sfc3mik6snaw7buodbobenrsra 624 7 , , , work_sfc3mik6snaw7buodbobenrsra 624 8 9 9 CD work_sfc3mik6snaw7buodbobenrsra 624 9 , , , work_sfc3mik6snaw7buodbobenrsra 624 10 435–447 435–447 CD work_sfc3mik6snaw7buodbobenrsra 624 11 . . . work_sfc3mik6snaw7buodbobenrsra 625 1 Ralambondrainy Ralambondrainy NNP work_sfc3mik6snaw7buodbobenrsra 625 2 , , , work_sfc3mik6snaw7buodbobenrsra 625 3 H. H. NNP work_sfc3mik6snaw7buodbobenrsra 625 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 625 5 1995 1995 CD work_sfc3mik6snaw7buodbobenrsra 625 6 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 625 7 . . . work_sfc3mik6snaw7buodbobenrsra 626 1 A a DT work_sfc3mik6snaw7buodbobenrsra 626 2 conceptual conceptual JJ work_sfc3mik6snaw7buodbobenrsra 626 3 version version NN work_sfc3mik6snaw7buodbobenrsra 626 4 of of IN work_sfc3mik6snaw7buodbobenrsra 626 5 the the DT work_sfc3mik6snaw7buodbobenrsra 626 6 k k NNP work_sfc3mik6snaw7buodbobenrsra 626 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 626 8 means means NN work_sfc3mik6snaw7buodbobenrsra 626 9 algorithm algorithm NNP work_sfc3mik6snaw7buodbobenrsra 626 10 . . . work_sfc3mik6snaw7buodbobenrsra 627 1 Pattern Pattern NNP work_sfc3mik6snaw7buodbobenrsra 627 2 Recognition Recognition NNP work_sfc3mik6snaw7buodbobenrsra 627 3 Letters Letters NNP work_sfc3mik6snaw7buodbobenrsra 627 4 , , , work_sfc3mik6snaw7buodbobenrsra 627 5 16 16 CD work_sfc3mik6snaw7buodbobenrsra 627 6 , , , work_sfc3mik6snaw7buodbobenrsra 627 7 1147–1157 1147–1157 CD work_sfc3mik6snaw7buodbobenrsra 627 8 . . . work_sfc3mik6snaw7buodbobenrsra 628 1 Sun Sun NNP work_sfc3mik6snaw7buodbobenrsra 628 2 , , , work_sfc3mik6snaw7buodbobenrsra 628 3 Y. Y. NNP work_sfc3mik6snaw7buodbobenrsra 628 4 , , , work_sfc3mik6snaw7buodbobenrsra 628 5 Zhu Zhu NNP work_sfc3mik6snaw7buodbobenrsra 628 6 , , , work_sfc3mik6snaw7buodbobenrsra 628 7 Q. Q. NNP work_sfc3mik6snaw7buodbobenrsra 628 8 , , , work_sfc3mik6snaw7buodbobenrsra 628 9 & & CC work_sfc3mik6snaw7buodbobenrsra 628 10 Chen Chen NNP work_sfc3mik6snaw7buodbobenrsra 628 11 , , , work_sfc3mik6snaw7buodbobenrsra 628 12 Z. Z. NNP work_sfc3mik6snaw7buodbobenrsra 629 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 629 2 2002 2002 CD work_sfc3mik6snaw7buodbobenrsra 629 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 629 4 . . . work_sfc3mik6snaw7buodbobenrsra 630 1 An an DT work_sfc3mik6snaw7buodbobenrsra 630 2 iterative iterative JJ work_sfc3mik6snaw7buodbobenrsra 630 3 initial initial JJ work_sfc3mik6snaw7buodbobenrsra 630 4 - - HYPH work_sfc3mik6snaw7buodbobenrsra 630 5 points point NNS work_sfc3mik6snaw7buodbobenrsra 630 6 refinement refinement JJ work_sfc3mik6snaw7buodbobenrsra 630 7 algorithm algorithm NN work_sfc3mik6snaw7buodbobenrsra 630 8 for for IN work_sfc3mik6snaw7buodbobenrsra 630 9 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 630 10 data datum NNS work_sfc3mik6snaw7buodbobenrsra 630 11 clustering clustering NN work_sfc3mik6snaw7buodbobenrsra 630 12 . . . work_sfc3mik6snaw7buodbobenrsra 631 1 Pattern Pattern NNP work_sfc3mik6snaw7buodbobenrsra 631 2 Recognition Recognition NNP work_sfc3mik6snaw7buodbobenrsra 631 3 Letters Letters NNP work_sfc3mik6snaw7buodbobenrsra 631 4 , , , work_sfc3mik6snaw7buodbobenrsra 631 5 23 23 CD work_sfc3mik6snaw7buodbobenrsra 631 6 , , , work_sfc3mik6snaw7buodbobenrsra 631 7 875–884 875–884 CD work_sfc3mik6snaw7buodbobenrsra 631 8 . . . work_sfc3mik6snaw7buodbobenrsra 632 1 Ukkonen Ukkonen NNP work_sfc3mik6snaw7buodbobenrsra 632 2 , , , work_sfc3mik6snaw7buodbobenrsra 632 3 E. E. NNP work_sfc3mik6snaw7buodbobenrsra 632 4 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 632 5 1995 1995 CD work_sfc3mik6snaw7buodbobenrsra 632 6 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 632 7 . . . work_sfc3mik6snaw7buodbobenrsra 633 1 On on IN work_sfc3mik6snaw7buodbobenrsra 633 2 - - HYPH work_sfc3mik6snaw7buodbobenrsra 633 3 line line NN work_sfc3mik6snaw7buodbobenrsra 633 4 construction construction NN work_sfc3mik6snaw7buodbobenrsra 633 5 of of IN work_sfc3mik6snaw7buodbobenrsra 633 6 suffix suffix NN work_sfc3mik6snaw7buodbobenrsra 633 7 trees tree NNS work_sfc3mik6snaw7buodbobenrsra 633 8 . . . work_sfc3mik6snaw7buodbobenrsra 634 1 Algorithmica Algorithmica NNP work_sfc3mik6snaw7buodbobenrsra 634 2 , , , work_sfc3mik6snaw7buodbobenrsra 634 3 14 14 CD work_sfc3mik6snaw7buodbobenrsra 634 4 , , , work_sfc3mik6snaw7buodbobenrsra 634 5 249–260 249–260 CD work_sfc3mik6snaw7buodbobenrsra 634 6 . . . work_sfc3mik6snaw7buodbobenrsra 635 1 Wu Wu NNP work_sfc3mik6snaw7buodbobenrsra 635 2 , , , work_sfc3mik6snaw7buodbobenrsra 635 3 S. S. NNP work_sfc3mik6snaw7buodbobenrsra 635 4 , , , work_sfc3mik6snaw7buodbobenrsra 635 5 Jiang Jiang NNP work_sfc3mik6snaw7buodbobenrsra 635 6 , , , work_sfc3mik6snaw7buodbobenrsra 635 7 Q. Q. NNP work_sfc3mik6snaw7buodbobenrsra 635 8 , , , work_sfc3mik6snaw7buodbobenrsra 635 9 & & CC work_sfc3mik6snaw7buodbobenrsra 635 10 Huang Huang NNP work_sfc3mik6snaw7buodbobenrsra 635 11 , , , work_sfc3mik6snaw7buodbobenrsra 635 12 J. J. NNP work_sfc3mik6snaw7buodbobenrsra 636 1 Z. Z. NNP work_sfc3mik6snaw7buodbobenrsra 637 1 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 637 2 2007 2007 CD work_sfc3mik6snaw7buodbobenrsra 637 3 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 637 4 . . . work_sfc3mik6snaw7buodbobenrsra 638 1 A a DT work_sfc3mik6snaw7buodbobenrsra 638 2 new new JJ work_sfc3mik6snaw7buodbobenrsra 638 3 initialization initialization NN work_sfc3mik6snaw7buodbobenrsra 638 4 method method NN work_sfc3mik6snaw7buodbobenrsra 638 5 for for IN work_sfc3mik6snaw7buodbobenrsra 638 6 clustering cluster VBG work_sfc3mik6snaw7buodbobenrsra 638 7 categorical categorical JJ work_sfc3mik6snaw7buodbobenrsra 638 8 data datum NNS work_sfc3mik6snaw7buodbobenrsra 638 9 . . . work_sfc3mik6snaw7buodbobenrsra 639 1 In in IN work_sfc3mik6snaw7buodbobenrsra 639 2 Proceedings proceeding NNS work_sfc3mik6snaw7buodbobenrsra 639 3 of of IN work_sfc3mik6snaw7buodbobenrsra 639 4 the the DT work_sfc3mik6snaw7buodbobenrsra 639 5 11th 11th JJ work_sfc3mik6snaw7buodbobenrsra 639 6 Pacific Pacific NNP work_sfc3mik6snaw7buodbobenrsra 639 7 - - HYPH work_sfc3mik6snaw7buodbobenrsra 639 8 Asia Asia NNP work_sfc3mik6snaw7buodbobenrsra 639 9 conference conference NN work_sfc3mik6snaw7buodbobenrsra 639 10 on on IN work_sfc3mik6snaw7buodbobenrsra 639 11 advances advance NNS work_sfc3mik6snaw7buodbobenrsra 639 12 in in IN work_sfc3mik6snaw7buodbobenrsra 639 13 knowledge knowledge NN work_sfc3mik6snaw7buodbobenrsra 639 14 discovery discovery NN work_sfc3mik6snaw7buodbobenrsra 639 15 and and CC work_sfc3mik6snaw7buodbobenrsra 639 16 data datum NNS work_sfc3mik6snaw7buodbobenrsra 639 17 mining mining NN work_sfc3mik6snaw7buodbobenrsra 639 18 PAKDD’07 PAKDD’07 NNP work_sfc3mik6snaw7buodbobenrsra 639 19 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 639 20 pp pp NNP work_sfc3mik6snaw7buodbobenrsra 639 21 . . . work_sfc3mik6snaw7buodbobenrsra 640 1 972–980 972–980 CD work_sfc3mik6snaw7buodbobenrsra 640 2 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 640 3 . . . work_sfc3mik6snaw7buodbobenrsra 641 1 Berlin Berlin NNP work_sfc3mik6snaw7buodbobenrsra 641 2 , , , work_sfc3mik6snaw7buodbobenrsra 641 3 Heidelberg Heidelberg NNP work_sfc3mik6snaw7buodbobenrsra 641 4 : : : work_sfc3mik6snaw7buodbobenrsra 641 5 Springer Springer NNP work_sfc3mik6snaw7buodbobenrsra 641 6 - - HYPH work_sfc3mik6snaw7buodbobenrsra 641 7 Verlag Verlag NNP work_sfc3mik6snaw7buodbobenrsra 641 8 . . . work_sfc3mik6snaw7buodbobenrsra 642 1 7456 7456 CD work_sfc3mik6snaw7buodbobenrsra 642 2 S.S. S.S. NNP work_sfc3mik6snaw7buodbobenrsra 642 3 Khan Khan NNP work_sfc3mik6snaw7buodbobenrsra 642 4 , , , work_sfc3mik6snaw7buodbobenrsra 642 5 A. A. NNP work_sfc3mik6snaw7buodbobenrsra 642 6 Ahmad Ahmad NNP work_sfc3mik6snaw7buodbobenrsra 642 7 / / SYM work_sfc3mik6snaw7buodbobenrsra 642 8 Expert Expert NNP work_sfc3mik6snaw7buodbobenrsra 642 9 Systems Systems NNPS work_sfc3mik6snaw7buodbobenrsra 642 10 with with IN work_sfc3mik6snaw7buodbobenrsra 642 11 Applications Applications NNPS work_sfc3mik6snaw7buodbobenrsra 642 12 40 40 CD work_sfc3mik6snaw7buodbobenrsra 642 13 ( ( -LRB- work_sfc3mik6snaw7buodbobenrsra 642 14 2013 2013 CD work_sfc3mik6snaw7buodbobenrsra 642 15 ) ) -RRB- work_sfc3mik6snaw7buodbobenrsra 642 16 7444–7456 7444–7456 CD