id sid tid token lemma pos work_bphzkrtkbrcmjiaeqq2byxsoom 1 1 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 2 manuscript manuscript NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 3 number number NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 4 3033 3033 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 5 Facial Facial NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 6 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 7 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 1 8 Beauty Beauty NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 1 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 1 11 Machine Machine NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 12 Yael Yael NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 13 Eisenthal Eisenthal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 14 School School NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 1 16 Computer Computer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 17 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 18 Tel Tel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 19 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 20 Aviv Aviv NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 21 University University NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 22 Tel Tel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 23 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 24 Aviv Aviv NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 25 69978 69978 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 1 27 Israel Israel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 28 yre2101@columbia.edu yre2101@columbia.edu NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 1 29 Gideon Gideon NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 30 Dror Dror NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 31 Senior senior JJ work_bphzkrtkbrcmjiaeqq2byxsoom 1 32 lecturer lecturer NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 33 Department Department NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 34 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 1 35 Computer Computer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 36 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 37 Academic Academic NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 38 College College NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 39 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 1 40 Tel Tel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 41 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 42 Aviv Aviv NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 43 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 44 Yaffo Yaffo NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 45 Tel Tel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 46 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 47 Aviv Aviv NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 48 64044 64044 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 49 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 1 50 Israel Israel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 51 Tel Tel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 52 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 1 53 972 972 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 54 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 55 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 56 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 57 5211857 5211857 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 58 Fax fax NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 59 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 1 60 972 972 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 61 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 62 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 63 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 64 5211871 5211871 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 65 gideon@mta.ac.il gideon@mta.ac.il CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 66 Eytan Eytan NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 67 Ruppin Ruppin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 68 Professor Professor NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 69 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 1 70 Computer Computer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 71 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 72 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 1 73 Medicine Medicine NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 74 School School NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 75 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 1 76 Computer Computer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 77 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 78 Tel Tel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 79 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 80 Aviv Aviv NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 81 University University NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 82 Tel Tel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 83 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 84 Aviv Aviv NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 85 69978 69978 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 86 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 1 87 Israel Israel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 88 Tel Tel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 89 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 1 90 972 972 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 91 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 92 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 93 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 94 6405528 6405528 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 95 Fax fax NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 96 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 1 97 972 972 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 98 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 99 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 100 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 1 101 6409357 6409357 CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 102 ruppin@post.tau.ac.il ruppin@post.tau.ac.il CD work_bphzkrtkbrcmjiaeqq2byxsoom 1 103 Corresponding Corresponding NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 104 author author NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 105 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 1 106 Gideon Gideon NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 107 Dror Dror NNP work_bphzkrtkbrcmjiaeqq2byxsoom 1 108 gideon@mta.ac.il gideon@mta.ac.il NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 109 None none NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 110 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 1 111 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 1 112 material material NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 113 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 1 114 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 1 115 published publish VBN work_bphzkrtkbrcmjiaeqq2byxsoom 1 116 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 1 117 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 1 118 under under IN work_bphzkrtkbrcmjiaeqq2byxsoom 1 119 consideration consideration NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 120 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 1 121 publication publication NN work_bphzkrtkbrcmjiaeqq2byxsoom 1 122 elsewhere elsewhere RB work_bphzkrtkbrcmjiaeqq2byxsoom 1 123 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 2 1 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 2 2 Abstract Abstract NNP work_bphzkrtkbrcmjiaeqq2byxsoom 2 3 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 2 4 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 2 5 presents present VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 2 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 2 7 novel novel JJ work_bphzkrtkbrcmjiaeqq2byxsoom 2 8 study study NN work_bphzkrtkbrcmjiaeqq2byxsoom 2 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 2 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 2 11 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 2 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 2 13 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 2 14 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 2 15 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 2 16 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 2 17 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 2 18 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 2 19 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 2 20 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 2 21 learning learning NN work_bphzkrtkbrcmjiaeqq2byxsoom 2 22 context context NN work_bphzkrtkbrcmjiaeqq2byxsoom 2 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 3 1 To to IN work_bphzkrtkbrcmjiaeqq2byxsoom 3 2 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 3 3 end end NN work_bphzkrtkbrcmjiaeqq2byxsoom 3 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 3 5 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 3 6 collected collect VBD work_bphzkrtkbrcmjiaeqq2byxsoom 3 7 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 3 8 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 3 9 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 3 10 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 3 11 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 3 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 3 13 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 3 14 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 3 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 3 16 used use VBD work_bphzkrtkbrcmjiaeqq2byxsoom 3 17 various various JJ work_bphzkrtkbrcmjiaeqq2byxsoom 3 18 techniques technique NNS work_bphzkrtkbrcmjiaeqq2byxsoom 3 19 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 3 20 learning learn VBG work_bphzkrtkbrcmjiaeqq2byxsoom 3 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 3 22 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 3 23 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 3 24 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 3 25 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 3 26 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 4 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 4 2 trained train VBN work_bphzkrtkbrcmjiaeqq2byxsoom 4 3 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 4 4 achieves achieve VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 4 5 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 4 6 significant significant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 4 7 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 4 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 4 9 0.65 0.65 CD work_bphzkrtkbrcmjiaeqq2byxsoom 4 10 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 4 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 4 12 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 4 13 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 4 14 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 4 15 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 5 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 5 2 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 5 3 clearly clearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 5 4 show show VBP work_bphzkrtkbrcmjiaeqq2byxsoom 5 5 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 5 6 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 5 7 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 5 8 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 5 9 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 5 10 universal universal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 5 11 concept concept NN work_bphzkrtkbrcmjiaeqq2byxsoom 5 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 5 13 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 5 14 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 5 15 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 5 16 learned learn VBN work_bphzkrtkbrcmjiaeqq2byxsoom 5 17 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 5 18 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 5 19 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 5 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 6 1 Analysis analysis NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 6 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 6 4 accuracy accuracy NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 6 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 6 7 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 8 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 9 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 10 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 6 11 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 6 12 function function NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 6 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 6 15 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 6 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 6 18 training training NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 19 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 6 20 indicates indicate VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 6 21 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 6 22 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 6 23 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 24 producing produce VBG work_bphzkrtkbrcmjiaeqq2byxsoom 6 25 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 6 26 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 6 27 like like JJ work_bphzkrtkbrcmjiaeqq2byxsoom 6 28 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 29 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 30 could could MD work_bphzkrtkbrcmjiaeqq2byxsoom 6 31 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 6 32 obtained obtain VBN work_bphzkrtkbrcmjiaeqq2byxsoom 6 33 given give VBN work_bphzkrtkbrcmjiaeqq2byxsoom 6 34 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 6 35 moderately moderately RB work_bphzkrtkbrcmjiaeqq2byxsoom 6 36 larger large JJR work_bphzkrtkbrcmjiaeqq2byxsoom 6 37 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 6 38 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 7 1 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 7 2 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 7 3 Introduction introduction NN work_bphzkrtkbrcmjiaeqq2byxsoom 7 4 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 7 5 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 7 6 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 7 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 7 8 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 7 9 explore explore VBP work_bphzkrtkbrcmjiaeqq2byxsoom 7 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 7 11 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 7 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 7 13 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 7 14 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 7 15 through through IN work_bphzkrtkbrcmjiaeqq2byxsoom 7 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 7 17 application application NN work_bphzkrtkbrcmjiaeqq2byxsoom 7 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 7 19 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 7 20 learning learning NN work_bphzkrtkbrcmjiaeqq2byxsoom 7 21 techniques technique NNS work_bphzkrtkbrcmjiaeqq2byxsoom 7 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 8 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 8 2 construct construct VBP work_bphzkrtkbrcmjiaeqq2byxsoom 8 3 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 8 4 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 8 5 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 8 6 learns learn VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 8 7 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 8 8 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 8 9 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 8 10 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 8 11 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 8 12 respective respective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 8 13 attractiveness attractiveness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 8 14 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 8 15 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 8 16 produce produce VB work_bphzkrtkbrcmjiaeqq2byxsoom 8 17 human- human- NN work_bphzkrtkbrcmjiaeqq2byxsoom 8 18 like like IN work_bphzkrtkbrcmjiaeqq2byxsoom 8 19 evaluation evaluation NN work_bphzkrtkbrcmjiaeqq2byxsoom 8 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 8 21 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 8 22 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 8 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 9 1 Our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 9 2 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 9 3 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 9 4 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 9 5 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 9 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 9 7 underlying underlying JJ work_bphzkrtkbrcmjiaeqq2byxsoom 9 8 theory theory NN work_bphzkrtkbrcmjiaeqq2byxsoom 9 9 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 9 10 there there EX work_bphzkrtkbrcmjiaeqq2byxsoom 9 11 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 9 12 objective objective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 9 13 regularities regularity NNS work_bphzkrtkbrcmjiaeqq2byxsoom 9 14 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 9 15 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 9 16 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 9 17 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 9 18 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 9 19 analyzed analyze VBN work_bphzkrtkbrcmjiaeqq2byxsoom 9 20 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 9 21 learned learn VBN work_bphzkrtkbrcmjiaeqq2byxsoom 9 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 10 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 10 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 10 3 introduction introduction NN work_bphzkrtkbrcmjiaeqq2byxsoom 10 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 10 5 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 10 6 first first RB work_bphzkrtkbrcmjiaeqq2byxsoom 10 7 briefly briefly RB work_bphzkrtkbrcmjiaeqq2byxsoom 10 8 describe describe VBP work_bphzkrtkbrcmjiaeqq2byxsoom 10 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 10 10 psychophysics psychophysic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 10 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 10 12 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 10 13 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 10 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 10 15 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 10 16 evolutionary evolutionary JJ work_bphzkrtkbrcmjiaeqq2byxsoom 10 17 origins origin NNS work_bphzkrtkbrcmjiaeqq2byxsoom 10 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 11 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 11 2 then then RB work_bphzkrtkbrcmjiaeqq2byxsoom 11 3 provide provide VBP work_bphzkrtkbrcmjiaeqq2byxsoom 11 4 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 11 5 review review NN work_bphzkrtkbrcmjiaeqq2byxsoom 11 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 11 7 previous previous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 11 8 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 11 9 done do VBN work_bphzkrtkbrcmjiaeqq2byxsoom 11 10 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 11 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 11 12 computational computational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 11 13 analysis analysis NN work_bphzkrtkbrcmjiaeqq2byxsoom 11 14 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 11 15 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 11 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 11 17 attesting attest VBG work_bphzkrtkbrcmjiaeqq2byxsoom 11 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 11 19 novelty novelty NN work_bphzkrtkbrcmjiaeqq2byxsoom 11 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 11 21 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 11 22 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 11 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 12 1 1.1 1.1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 12 2 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 12 3 Psychophysics Psychophysics NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 12 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 12 5 Beauty Beauty NNP work_bphzkrtkbrcmjiaeqq2byxsoom 12 6 1.1.1 1.1.1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 12 7 Beauty Beauty NNP work_bphzkrtkbrcmjiaeqq2byxsoom 12 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 12 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 12 10 Beholder beholder NN work_bphzkrtkbrcmjiaeqq2byxsoom 12 11 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 12 12 subject subject NN work_bphzkrtkbrcmjiaeqq2byxsoom 12 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 12 14 visual visual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 12 15 processing processing NN work_bphzkrtkbrcmjiaeqq2byxsoom 12 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 12 17 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 12 18 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 12 19 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 12 20 received receive VBN work_bphzkrtkbrcmjiaeqq2byxsoom 12 21 attention attention NN work_bphzkrtkbrcmjiaeqq2byxsoom 12 22 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 12 23 philosophers philosopher NNS work_bphzkrtkbrcmjiaeqq2byxsoom 12 24 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 12 25 scientists scientist NNS work_bphzkrtkbrcmjiaeqq2byxsoom 12 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 12 27 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 12 28 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 12 29 Aristotle Aristotle NNP work_bphzkrtkbrcmjiaeqq2byxsoom 12 30 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 12 31 Darwin Darwin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 12 32 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 12 33 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 12 34 centuries century NNS work_bphzkrtkbrcmjiaeqq2byxsoom 12 35 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 13 1 Within within IN work_bphzkrtkbrcmjiaeqq2byxsoom 13 2 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 13 3 framework framework NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 13 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 13 6 study study NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 13 8 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 13 9 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 13 10 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 11 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 13 12 had have VBN work_bphzkrtkbrcmjiaeqq2byxsoom 13 13 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 13 14 significant significant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 13 15 part part NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 16 - - : work_bphzkrtkbrcmjiaeqq2byxsoom 13 17 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 13 18 Beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 19 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 13 20 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 13 21 universal universal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 13 22 part part NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 23 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 13 24 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 13 25 experience experience NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 13 27 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 13 28 provokes provoke VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 13 29 pleasure pleasure NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 30 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 13 31 rivets rivet VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 13 32 attention attention NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 13 34 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 13 35 impels impel NNS work_bphzkrtkbrcmjiaeqq2byxsoom 13 36 actions action NNS work_bphzkrtkbrcmjiaeqq2byxsoom 13 37 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 13 38 help help VBP work_bphzkrtkbrcmjiaeqq2byxsoom 13 39 ensure ensure VB work_bphzkrtkbrcmjiaeqq2byxsoom 13 40 survival survival NN work_bphzkrtkbrcmjiaeqq2byxsoom 13 41 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 13 42 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 13 43 genes gene NNS work_bphzkrtkbrcmjiaeqq2byxsoom 13 44 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 13 45 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 13 46 Etcoff Etcoff NNP work_bphzkrtkbrcmjiaeqq2byxsoom 13 47 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 13 48 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 13 49 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 13 50 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 14 1 Various various JJ work_bphzkrtkbrcmjiaeqq2byxsoom 14 2 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 14 3 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 14 4 empirically empirically RB work_bphzkrtkbrcmjiaeqq2byxsoom 14 5 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 14 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 14 7 influence influence NN work_bphzkrtkbrcmjiaeqq2byxsoom 14 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 14 9 physical physical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 14 10 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 14 11 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 14 12 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 14 13 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 14 14 lives life NNS work_bphzkrtkbrcmjiaeqq2byxsoom 14 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 14 16 both both CC work_bphzkrtkbrcmjiaeqq2byxsoom 14 17 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 14 18 individuals individual NNS work_bphzkrtkbrcmjiaeqq2byxsoom 14 19 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 14 20 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 14 21 part part NN work_bphzkrtkbrcmjiaeqq2byxsoom 14 22 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 14 23 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 14 24 society society NN work_bphzkrtkbrcmjiaeqq2byxsoom 14 25 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 14 26 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 14 27 impact impact NN work_bphzkrtkbrcmjiaeqq2byxsoom 14 28 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 14 29 obvious obvious JJ work_bphzkrtkbrcmjiaeqq2byxsoom 14 30 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 14 31 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 14 32 amounts amount NNS work_bphzkrtkbrcmjiaeqq2byxsoom 14 33 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 14 34 money money NN work_bphzkrtkbrcmjiaeqq2byxsoom 14 35 spent spend VBN work_bphzkrtkbrcmjiaeqq2byxsoom 14 36 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 14 37 plastic plastic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 14 38 surgery surgery NN work_bphzkrtkbrcmjiaeqq2byxsoom 14 39 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 14 40 cosmetics cosmetic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 14 41 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 14 42 year year NN work_bphzkrtkbrcmjiaeqq2byxsoom 14 43 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 15 1 Yet yet RB work_bphzkrtkbrcmjiaeqq2byxsoom 15 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 15 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 15 4 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 15 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 15 6 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 15 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 15 8 something something NN work_bphzkrtkbrcmjiaeqq2byxsoom 15 9 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 15 10 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 15 11 recognize recognize VB work_bphzkrtkbrcmjiaeqq2byxsoom 15 12 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 15 13 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 15 14 instant instant NN work_bphzkrtkbrcmjiaeqq2byxsoom 15 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 15 16 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 15 17 still still RB work_bphzkrtkbrcmjiaeqq2byxsoom 15 18 difficult difficult JJ work_bphzkrtkbrcmjiaeqq2byxsoom 15 19 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 15 20 formulate formulate VB work_bphzkrtkbrcmjiaeqq2byxsoom 15 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 16 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 16 2 outstanding outstanding JJ work_bphzkrtkbrcmjiaeqq2byxsoom 16 3 question question NN work_bphzkrtkbrcmjiaeqq2byxsoom 16 4 regarding regard VBG work_bphzkrtkbrcmjiaeqq2byxsoom 16 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 16 6 constituents constituent NNS work_bphzkrtkbrcmjiaeqq2byxsoom 16 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 16 8 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 16 9 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 16 10 led lead VBN work_bphzkrtkbrcmjiaeqq2byxsoom 16 11 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 16 12 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 16 13 large large JJ work_bphzkrtkbrcmjiaeqq2byxsoom 16 14 body body NN work_bphzkrtkbrcmjiaeqq2byxsoom 16 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 16 16 ongoing ongoing JJ work_bphzkrtkbrcmjiaeqq2byxsoom 16 17 research research NN work_bphzkrtkbrcmjiaeqq2byxsoom 16 18 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 16 19 scientists scientist NNS work_bphzkrtkbrcmjiaeqq2byxsoom 16 20 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 16 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 16 22 biological biological JJ work_bphzkrtkbrcmjiaeqq2byxsoom 16 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 16 24 cognitive cognitive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 16 25 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 16 26 computational computational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 16 27 sciences science NNS work_bphzkrtkbrcmjiaeqq2byxsoom 16 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 17 1 Over over IN work_bphzkrtkbrcmjiaeqq2byxsoom 17 2 centuries century NNS work_bphzkrtkbrcmjiaeqq2byxsoom 17 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 17 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 17 5 common common JJ work_bphzkrtkbrcmjiaeqq2byxsoom 17 6 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 17 8 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 17 9 research research NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 10 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 17 11 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 17 12 that that DT work_bphzkrtkbrcmjiaeqq2byxsoom 17 13 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 14 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 17 15 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 17 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 17 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 17 18 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 19 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 17 20 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 17 21 beholder beholder NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 22 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 17 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 17 24 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 17 25 individual individual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 17 26 attraction attraction NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 27 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 17 28 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 17 29 predictable predictable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 17 30 beyond beyond IN work_bphzkrtkbrcmjiaeqq2byxsoom 17 31 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 17 32 knowledge knowledge NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 33 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 17 34 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 17 35 person person NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 36 's 's POS work_bphzkrtkbrcmjiaeqq2byxsoom 17 37 particular particular JJ work_bphzkrtkbrcmjiaeqq2byxsoom 17 38 culture culture NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 39 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 17 40 historical historical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 17 41 era era NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 42 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 17 43 personal personal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 17 44 history history NN work_bphzkrtkbrcmjiaeqq2byxsoom 17 45 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 18 1 However however RB work_bphzkrtkbrcmjiaeqq2byxsoom 18 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 18 3 more more JJR work_bphzkrtkbrcmjiaeqq2byxsoom 18 4 recent recent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 18 5 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 18 6 suggests suggest VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 18 7 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 18 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 18 9 constituents constituent NNS work_bphzkrtkbrcmjiaeqq2byxsoom 18 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 18 11 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 18 12 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 18 13 neither neither CC work_bphzkrtkbrcmjiaeqq2byxsoom 18 14 arbitrary arbitrary JJ work_bphzkrtkbrcmjiaeqq2byxsoom 18 15 nor nor CC work_bphzkrtkbrcmjiaeqq2byxsoom 18 16 culture culture NN work_bphzkrtkbrcmjiaeqq2byxsoom 18 17 bound bind VBN work_bphzkrtkbrcmjiaeqq2byxsoom 18 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 19 1 Several several JJ work_bphzkrtkbrcmjiaeqq2byxsoom 19 2 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 19 3 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 19 4 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 19 5 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 19 6 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 19 7 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 19 8 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 20 1 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 20 2 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 20 3 researchers researcher NNS work_bphzkrtkbrcmjiaeqq2byxsoom 20 4 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 20 5 demonstrated demonstrate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 20 6 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 20 7 cross cross JJ work_bphzkrtkbrcmjiaeqq2byxsoom 20 8 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 20 9 cultural cultural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 20 10 agreement agreement NN work_bphzkrtkbrcmjiaeqq2byxsoom 20 11 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 20 12 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 20 13 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 20 14 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 20 15 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 20 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 20 17 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 20 18 ethnicities ethnicity NNS work_bphzkrtkbrcmjiaeqq2byxsoom 20 19 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 20 20 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 22 Roberts Roberts NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 24 Wu Wu NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 26 Barbee Barbee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 27 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 20 28 Druen Druen NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 30 1995 1995 CD work_bphzkrtkbrcmjiaeqq2byxsoom 20 31 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 20 32 Jones Jones NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 34 1996 1996 CD work_bphzkrtkbrcmjiaeqq2byxsoom 20 35 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 20 36 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 37 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 38 May May NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 39 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 20 40 Yoshikawa Yoshikawa NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 41 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 42 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 20 43 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 20 44 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 45 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 46 Lee Lee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 47 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 48 Penton- Penton- NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 49 Voak Voak NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 50 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 51 Rowland Rowland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 52 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 53 Yoshikawa Yoshikawa NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 54 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 55 Burt Burt NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 56 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 57 Henzi Henzi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 58 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 59 Castles Castles NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 60 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 20 61 Akamatsu Akamatsu NNP work_bphzkrtkbrcmjiaeqq2byxsoom 20 62 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 20 63 1998 1998 CD work_bphzkrtkbrcmjiaeqq2byxsoom 20 64 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 20 65 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 21 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 21 2 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 21 3 congruence congruence NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 4 over over IN work_bphzkrtkbrcmjiaeqq2byxsoom 21 5 ethnicity ethnicity NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 21 7 social social JJ work_bphzkrtkbrcmjiaeqq2byxsoom 21 8 class class NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 21 10 age age NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 21 12 sex sex NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 13 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 21 14 led lead VBN work_bphzkrtkbrcmjiaeqq2byxsoom 21 15 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 21 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 21 17 belief belief NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 18 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 21 19 perception perception NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 21 21 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 21 22 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 23 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 21 24 data data NN work_bphzkrtkbrcmjiaeqq2byxsoom 21 25 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 21 26 driven drive VBN work_bphzkrtkbrcmjiaeqq2byxsoom 21 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 21 28 i.e. i.e. FW work_bphzkrtkbrcmjiaeqq2byxsoom 22 1 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 22 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 22 3 properties property NNS work_bphzkrtkbrcmjiaeqq2byxsoom 22 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 22 5 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 22 6 particular particular JJ work_bphzkrtkbrcmjiaeqq2byxsoom 22 7 set set NN work_bphzkrtkbrcmjiaeqq2byxsoom 22 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 22 9 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 22 10 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 22 11 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 22 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 22 13 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 22 14 irrespective irrespective NN work_bphzkrtkbrcmjiaeqq2byxsoom 22 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 22 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 22 17 perceiver perceiver NN work_bphzkrtkbrcmjiaeqq2byxsoom 22 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 23 1 If if IN work_bphzkrtkbrcmjiaeqq2byxsoom 23 2 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 23 3 people people NNS work_bphzkrtkbrcmjiaeqq2byxsoom 23 4 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 23 5 agree agree VB work_bphzkrtkbrcmjiaeqq2byxsoom 23 6 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 23 7 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 23 8 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 23 9 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 23 10 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 23 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 23 12 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 23 13 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 23 14 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 23 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 23 16 when when WRB work_bphzkrtkbrcmjiaeqq2byxsoom 23 17 judging judge VBG work_bphzkrtkbrcmjiaeqq2byxsoom 23 18 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 23 19 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 23 20 varying vary VBG work_bphzkrtkbrcmjiaeqq2byxsoom 23 21 ethnic ethnic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 23 22 background background NN work_bphzkrtkbrcmjiaeqq2byxsoom 23 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 23 24 then then RB work_bphzkrtkbrcmjiaeqq2byxsoom 23 25 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 23 26 suggests suggest VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 23 27 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 23 28 people people NNS work_bphzkrtkbrcmjiaeqq2byxsoom 23 29 everywhere everywhere RB work_bphzkrtkbrcmjiaeqq2byxsoom 23 30 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 23 31 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 23 32 similar similar JJ work_bphzkrtkbrcmjiaeqq2byxsoom 23 33 criteria criterion NNS work_bphzkrtkbrcmjiaeqq2byxsoom 23 34 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 23 35 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 23 36 judgements judgement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 23 37 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 24 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 24 2 belief belief NN work_bphzkrtkbrcmjiaeqq2byxsoom 24 3 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 24 4 further far RBR work_bphzkrtkbrcmjiaeqq2byxsoom 24 5 strengthened strengthen VBN work_bphzkrtkbrcmjiaeqq2byxsoom 24 6 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 24 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 24 8 consistent consistent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 24 9 relations relation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 24 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 24 11 demonstrated demonstrate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 24 12 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 24 13 experimental experimental JJ work_bphzkrtkbrcmjiaeqq2byxsoom 24 14 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 24 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 24 16 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 24 17 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 24 18 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 24 19 various various JJ work_bphzkrtkbrcmjiaeqq2byxsoom 24 20 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 24 21 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 24 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 24 23 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 24 24 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 24 25 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 24 26 male male JJ work_bphzkrtkbrcmjiaeqq2byxsoom 24 27 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 24 28 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 24 29 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 24 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 25 1 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 25 2 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 25 3 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 25 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 26 1 showed show VBD work_bphzkrtkbrcmjiaeqq2byxsoom 26 2 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 26 3 strong strong JJ work_bphzkrtkbrcmjiaeqq2byxsoom 26 4 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 26 5 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 26 6 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 26 7 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 26 8 specific specific JJ work_bphzkrtkbrcmjiaeqq2byxsoom 26 9 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 26 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 26 11 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 26 12 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 26 13 categorized categorize VBN work_bphzkrtkbrcmjiaeqq2byxsoom 26 14 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 26 15 neonate neonate JJ work_bphzkrtkbrcmjiaeqq2byxsoom 26 16 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 26 17 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 26 18 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 26 19 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 26 20 small small JJ work_bphzkrtkbrcmjiaeqq2byxsoom 26 21 nose nose NN work_bphzkrtkbrcmjiaeqq2byxsoom 26 22 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 26 23 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 26 24 forehead forehead NN work_bphzkrtkbrcmjiaeqq2byxsoom 26 25 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 26 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 26 27 mature mature VB work_bphzkrtkbrcmjiaeqq2byxsoom 26 28 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 26 29 e.g. e.g. RB work_bphzkrtkbrcmjiaeqq2byxsoom 27 1 prominent prominent NNP work_bphzkrtkbrcmjiaeqq2byxsoom 27 2 cheekbones cheekbones NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 27 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 27 4 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 27 5 expressive expressive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 27 6 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 27 7 e.g. e.g. RB work_bphzkrtkbrcmjiaeqq2byxsoom 28 1 arched arched JJ work_bphzkrtkbrcmjiaeqq2byxsoom 28 2 eyebrows eyebrow NNS work_bphzkrtkbrcmjiaeqq2byxsoom 28 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 28 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 29 1 They -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 29 2 concluded conclude VBD work_bphzkrtkbrcmjiaeqq2byxsoom 29 3 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 29 4 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 29 5 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 29 6 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 29 7 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 29 8 inexplicable inexplicable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 29 9 quality quality NN work_bphzkrtkbrcmjiaeqq2byxsoom 29 10 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 29 11 lies lie VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 29 12 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 29 13 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 29 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 29 15 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 29 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 29 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 29 18 beholder beholder NN work_bphzkrtkbrcmjiaeqq2byxsoom 29 19 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 29 20 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 29 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 29 22 1986 1986 CD work_bphzkrtkbrcmjiaeqq2byxsoom 29 23 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 29 24 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 29 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 29 26 Barbee Barbee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 29 27 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 29 28 Pike Pike NNP work_bphzkrtkbrcmjiaeqq2byxsoom 29 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 29 30 1990 1990 CD work_bphzkrtkbrcmjiaeqq2byxsoom 29 31 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 29 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 30 1 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 30 2 second second JJ work_bphzkrtkbrcmjiaeqq2byxsoom 30 3 line line NN work_bphzkrtkbrcmjiaeqq2byxsoom 30 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 30 5 evidence evidence NN work_bphzkrtkbrcmjiaeqq2byxsoom 30 6 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 30 7 favor favor NN work_bphzkrtkbrcmjiaeqq2byxsoom 30 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 30 9 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 30 10 biological biological NN work_bphzkrtkbrcmjiaeqq2byxsoom 30 11 rather rather RB work_bphzkrtkbrcmjiaeqq2byxsoom 30 12 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 30 13 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 30 14 arbitrary arbitrary JJ work_bphzkrtkbrcmjiaeqq2byxsoom 30 15 cultural cultural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 30 16 basis basis NN work_bphzkrtkbrcmjiaeqq2byxsoom 30 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 30 18 physical physical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 30 19 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 30 20 judgements judgement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 30 21 comes come VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 30 22 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 30 23 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 30 24 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 30 25 infant infant NN work_bphzkrtkbrcmjiaeqq2byxsoom 30 26 preferences preference NNS work_bphzkrtkbrcmjiaeqq2byxsoom 30 27 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 30 28 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 30 29 types type NNS work_bphzkrtkbrcmjiaeqq2byxsoom 30 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 31 1 Langlois Langlois NNP work_bphzkrtkbrcmjiaeqq2byxsoom 31 2 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 31 3 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 31 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 32 1 showed show VBD work_bphzkrtkbrcmjiaeqq2byxsoom 32 2 pairs pair NNS work_bphzkrtkbrcmjiaeqq2byxsoom 32 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 32 4 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 32 5 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 32 6 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 32 7 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 32 8 had have VBD work_bphzkrtkbrcmjiaeqq2byxsoom 32 9 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 32 10 previously previously RB work_bphzkrtkbrcmjiaeqq2byxsoom 32 11 rated rate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 32 12 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 32 13 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 32 14 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 32 15 adults adult NNS work_bphzkrtkbrcmjiaeqq2byxsoom 32 16 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 32 17 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 32 18 infants infant NNS work_bphzkrtkbrcmjiaeqq2byxsoom 32 19 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 32 20 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 32 21 few few JJ work_bphzkrtkbrcmjiaeqq2byxsoom 32 22 months month NNS work_bphzkrtkbrcmjiaeqq2byxsoom 32 23 old old JJ work_bphzkrtkbrcmjiaeqq2byxsoom 32 24 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 32 25 Langlois Langlois NNP work_bphzkrtkbrcmjiaeqq2byxsoom 32 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 32 27 Roggman Roggman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 32 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 32 29 Casey Casey NNP work_bphzkrtkbrcmjiaeqq2byxsoom 32 30 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 32 31 Ritter Ritter NNP work_bphzkrtkbrcmjiaeqq2byxsoom 32 32 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 32 33 Rieser Rieser NNP work_bphzkrtkbrcmjiaeqq2byxsoom 32 34 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 32 35 Danner Danner NNP work_bphzkrtkbrcmjiaeqq2byxsoom 32 36 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 32 37 Jenkins Jenkins NNP work_bphzkrtkbrcmjiaeqq2byxsoom 32 38 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 32 39 1987 1987 CD work_bphzkrtkbrcmjiaeqq2byxsoom 32 40 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 32 41 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 33 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 33 2 infants infant NNS work_bphzkrtkbrcmjiaeqq2byxsoom 33 3 preferred prefer VBD work_bphzkrtkbrcmjiaeqq2byxsoom 33 4 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 33 5 look look VB work_bphzkrtkbrcmjiaeqq2byxsoom 33 6 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 33 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 33 8 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 33 9 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 33 10 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 33 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 33 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 33 13 pair pair NN work_bphzkrtkbrcmjiaeqq2byxsoom 33 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 33 15 indicating indicate VBG work_bphzkrtkbrcmjiaeqq2byxsoom 33 16 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 33 17 even even RB work_bphzkrtkbrcmjiaeqq2byxsoom 33 18 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 33 19 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 33 20 months month NNS work_bphzkrtkbrcmjiaeqq2byxsoom 33 21 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 33 22 age age NN work_bphzkrtkbrcmjiaeqq2byxsoom 33 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 33 24 adult adult NN work_bphzkrtkbrcmjiaeqq2byxsoom 33 25 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 33 26 like like JJ work_bphzkrtkbrcmjiaeqq2byxsoom 33 27 preferences preference NNS work_bphzkrtkbrcmjiaeqq2byxsoom 33 28 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 33 29 demonstrated demonstrate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 33 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 34 1 Slater Slater NNP work_bphzkrtkbrcmjiaeqq2byxsoom 34 2 et et FW work_bphzkrtkbrcmjiaeqq2byxsoom 34 3 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 34 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 35 1 demonstrated demonstrate VBD work_bphzkrtkbrcmjiaeqq2byxsoom 35 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 35 3 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 35 4 preference preference NN work_bphzkrtkbrcmjiaeqq2byxsoom 35 5 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 35 6 newborns newborn NNS work_bphzkrtkbrcmjiaeqq2byxsoom 35 7 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 35 8 Slater Slater NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 35 10 Von Von NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 11 der der VBD work_bphzkrtkbrcmjiaeqq2byxsoom 35 12 Schulenberg Schulenberg NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 35 14 Brown Brown NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 35 16 Badenoch Badenoch NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 35 18 Butterworth Butterworth NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 35 20 Parsons Parsons NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 21 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 22 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 23 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 35 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 35 25 1998 1998 CD work_bphzkrtkbrcmjiaeqq2byxsoom 35 26 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 35 27 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 36 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 36 2 babies baby NNS work_bphzkrtkbrcmjiaeqq2byxsoom 36 3 looked look VBD work_bphzkrtkbrcmjiaeqq2byxsoom 36 4 longer long RBR work_bphzkrtkbrcmjiaeqq2byxsoom 36 5 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 36 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 36 7 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 36 8 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 36 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 36 10 regardless regardless RB work_bphzkrtkbrcmjiaeqq2byxsoom 36 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 36 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 36 13 gender gender NN work_bphzkrtkbrcmjiaeqq2byxsoom 36 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 36 15 race race NN work_bphzkrtkbrcmjiaeqq2byxsoom 36 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 36 17 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 36 18 age age NN work_bphzkrtkbrcmjiaeqq2byxsoom 36 19 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 36 20 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 36 21 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 36 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 37 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 37 2 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 37 3 owner owner NN work_bphzkrtkbrcmjiaeqq2byxsoom 37 4 vs vs IN work_bphzkrtkbrcmjiaeqq2byxsoom 37 5 observer observer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 37 6 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 37 7 hypothesis hypothesis NN work_bphzkrtkbrcmjiaeqq2byxsoom 37 8 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 37 9 further further RB work_bphzkrtkbrcmjiaeqq2byxsoom 37 10 studied study VBN work_bphzkrtkbrcmjiaeqq2byxsoom 37 11 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 37 12 various various JJ work_bphzkrtkbrcmjiaeqq2byxsoom 37 13 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 37 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 38 1 Zaidel Zaidel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 38 2 explored explore VBD work_bphzkrtkbrcmjiaeqq2byxsoom 38 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 38 4 question question NN work_bphzkrtkbrcmjiaeqq2byxsoom 38 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 38 6 whether whether IN work_bphzkrtkbrcmjiaeqq2byxsoom 38 7 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 38 8 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 38 9 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 38 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 38 11 perceptual perceptual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 38 12 space space NN work_bphzkrtkbrcmjiaeqq2byxsoom 38 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 38 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 38 15 observer observer NN work_bphzkrtkbrcmjiaeqq2byxsoom 38 16 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 38 17 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 38 18 stable stable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 38 19 characteristic characteristic NN work_bphzkrtkbrcmjiaeqq2byxsoom 38 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 38 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 38 22 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 38 23 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 38 24 Chen Chen NNP work_bphzkrtkbrcmjiaeqq2byxsoom 38 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 38 26 German German NNP work_bphzkrtkbrcmjiaeqq2byxsoom 38 27 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 38 28 Zaidel Zaidel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 38 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 38 30 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 38 31 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 38 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 39 1 Results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 39 2 showed show VBD work_bphzkrtkbrcmjiaeqq2byxsoom 39 3 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 39 4 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 39 5 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 39 6 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 39 7 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 39 8 dependent dependent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 39 9 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 39 10 physiognomy physiognomy NN work_bphzkrtkbrcmjiaeqq2byxsoom 39 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 39 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 39 13 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 39 14 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 39 15 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 39 16 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 39 17 perceptual perceptual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 39 18 process process NN work_bphzkrtkbrcmjiaeqq2byxsoom 39 19 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 39 20 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 39 21 observer observer NN work_bphzkrtkbrcmjiaeqq2byxsoom 39 22 - - : work_bphzkrtkbrcmjiaeqq2byxsoom 39 23 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 39 24 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 39 25 male male JJ work_bphzkrtkbrcmjiaeqq2byxsoom 39 26 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 39 27 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 39 28 observers observer NNS work_bphzkrtkbrcmjiaeqq2byxsoom 39 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 40 1 5 5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 40 2 1.1.2 1.1.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 40 3 Evolutionary Evolutionary NNP work_bphzkrtkbrcmjiaeqq2byxsoom 40 4 Origins Origins NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 40 5 Since since IN work_bphzkrtkbrcmjiaeqq2byxsoom 40 6 Darwin Darwin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 40 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 40 8 biologists biologist NNS work_bphzkrtkbrcmjiaeqq2byxsoom 40 9 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 40 10 studied study VBN work_bphzkrtkbrcmjiaeqq2byxsoom 40 11 natural natural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 40 12 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 40 13 's 's POS work_bphzkrtkbrcmjiaeqq2byxsoom 40 14 meaning meaning NN work_bphzkrtkbrcmjiaeqq2byxsoom 40 15 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 40 16 terms term NNS work_bphzkrtkbrcmjiaeqq2byxsoom 40 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 40 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 40 19 evolved evolved JJ work_bphzkrtkbrcmjiaeqq2byxsoom 40 20 signal signal NN work_bphzkrtkbrcmjiaeqq2byxsoom 40 21 content content NN work_bphzkrtkbrcmjiaeqq2byxsoom 40 22 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 40 23 striking strike VBG work_bphzkrtkbrcmjiaeqq2byxsoom 40 24 phenotypic phenotypic NN work_bphzkrtkbrcmjiaeqq2byxsoom 40 25 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 40 26 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 41 1 Evolutionary evolutionary JJ work_bphzkrtkbrcmjiaeqq2byxsoom 41 2 scientists scientist NNS work_bphzkrtkbrcmjiaeqq2byxsoom 41 3 claim claim VBP work_bphzkrtkbrcmjiaeqq2byxsoom 41 4 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 41 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 41 6 perception perception NN work_bphzkrtkbrcmjiaeqq2byxsoom 41 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 41 8 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 41 9 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 41 10 may may MD work_bphzkrtkbrcmjiaeqq2byxsoom 41 11 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 41 12 governed govern VBN work_bphzkrtkbrcmjiaeqq2byxsoom 41 13 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 41 14 circuits circuit NNS work_bphzkrtkbrcmjiaeqq2byxsoom 41 15 shaped shape VBN work_bphzkrtkbrcmjiaeqq2byxsoom 41 16 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 41 17 natural natural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 41 18 selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 41 19 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 41 20 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 41 21 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 41 22 brain brain NN work_bphzkrtkbrcmjiaeqq2byxsoom 41 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 42 1 Aesthetic aesthetic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 42 2 judgements judgement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 42 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 42 4 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 42 5 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 42 6 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 42 7 capricious capricious JJ work_bphzkrtkbrcmjiaeqq2byxsoom 42 8 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 42 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 42 10 instead instead RB work_bphzkrtkbrcmjiaeqq2byxsoom 42 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 42 12 reflect reflect VBP work_bphzkrtkbrcmjiaeqq2byxsoom 42 13 evolutionary evolutionary JJ work_bphzkrtkbrcmjiaeqq2byxsoom 42 14 functional functional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 42 15 assessments assessment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 42 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 42 17 valuations valuation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 42 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 42 19 potential potential JJ work_bphzkrtkbrcmjiaeqq2byxsoom 42 20 mates mate NNS work_bphzkrtkbrcmjiaeqq2byxsoom 42 21 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 42 22 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 42 23 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 42 24 Gangestad Gangestad NNP work_bphzkrtkbrcmjiaeqq2byxsoom 42 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 42 26 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 42 27 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 42 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 43 1 These these DT work_bphzkrtkbrcmjiaeqq2byxsoom 43 2 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 43 3 Darwinian darwinian JJ work_bphzkrtkbrcmjiaeqq2byxsoom 43 4 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 43 5 approaches approach NNS work_bphzkrtkbrcmjiaeqq2byxsoom 43 6 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 43 7 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 43 8 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 43 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 43 10 premise premise NN work_bphzkrtkbrcmjiaeqq2byxsoom 43 11 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 43 12 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 43 13 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 43 14 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 43 15 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 43 16 biological biological JJ work_bphzkrtkbrcmjiaeqq2byxsoom 43 17 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 43 18 ornament ornament JJ work_bphzkrtkbrcmjiaeqq2byxsoom 43 19 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 43 20 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 43 21 signals signal VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 43 22 valuable valuable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 43 23 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 43 24 ; ; , work_bphzkrtkbrcmjiaeqq2byxsoom 43 25 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 43 26 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 43 27 advertise advertise VBP work_bphzkrtkbrcmjiaeqq2byxsoom 43 28 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 43 29 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 43 30 health health NN work_bphzkrtkbrcmjiaeqq2byxsoom 43 31 certificate certificate NN work_bphzkrtkbrcmjiaeqq2byxsoom 43 32 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 43 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 43 34 indicating indicate VBG work_bphzkrtkbrcmjiaeqq2byxsoom 43 35 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 43 36 person person NN work_bphzkrtkbrcmjiaeqq2byxsoom 43 37 's 's POS work_bphzkrtkbrcmjiaeqq2byxsoom 43 38 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 43 39 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 43 40 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 43 41 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 43 42 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 43 43 mate mate NN work_bphzkrtkbrcmjiaeqq2byxsoom 43 44 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 43 45 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 43 46 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 43 47 Gangestad Gangestad NNP work_bphzkrtkbrcmjiaeqq2byxsoom 43 48 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 43 49 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 43 50 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 43 51 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 44 1 Advantageous advantageous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 44 2 biological biological JJ work_bphzkrtkbrcmjiaeqq2byxsoom 44 3 characteristics characteristic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 44 4 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 44 5 probably probably RB work_bphzkrtkbrcmjiaeqq2byxsoom 44 6 revealed reveal VBN work_bphzkrtkbrcmjiaeqq2byxsoom 44 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 44 8 certain certain JJ work_bphzkrtkbrcmjiaeqq2byxsoom 44 9 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 44 10 traits trait NNS work_bphzkrtkbrcmjiaeqq2byxsoom 44 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 44 12 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 44 13 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 44 14 unconsciously unconsciously RB work_bphzkrtkbrcmjiaeqq2byxsoom 44 15 interpreted interpret VBN work_bphzkrtkbrcmjiaeqq2byxsoom 44 16 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 44 17 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 44 18 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 44 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 44 20 observer observer NN work_bphzkrtkbrcmjiaeqq2byxsoom 44 21 ’s ’s POS work_bphzkrtkbrcmjiaeqq2byxsoom 44 22 brain brain NN work_bphzkrtkbrcmjiaeqq2byxsoom 44 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 45 1 Facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 45 2 attributes attribute NNS work_bphzkrtkbrcmjiaeqq2byxsoom 45 3 like like IN work_bphzkrtkbrcmjiaeqq2byxsoom 45 4 good good JJ work_bphzkrtkbrcmjiaeqq2byxsoom 45 5 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 45 6 quality quality NN work_bphzkrtkbrcmjiaeqq2byxsoom 45 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 45 8 bone bone NN work_bphzkrtkbrcmjiaeqq2byxsoom 45 9 structure structure NN work_bphzkrtkbrcmjiaeqq2byxsoom 45 10 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 45 11 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 45 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 45 13 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 45 14 example example NN work_bphzkrtkbrcmjiaeqq2byxsoom 45 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 45 16 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 45 17 associated associate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 45 18 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 45 19 good good JJ work_bphzkrtkbrcmjiaeqq2byxsoom 45 20 health health NN work_bphzkrtkbrcmjiaeqq2byxsoom 45 21 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 45 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 45 23 therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 45 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 45 25 contribute contribute VBP work_bphzkrtkbrcmjiaeqq2byxsoom 45 26 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 45 27 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 45 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 46 1 Thus thus RB work_bphzkrtkbrcmjiaeqq2byxsoom 46 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 46 3 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 46 4 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 5 standards standard NNS work_bphzkrtkbrcmjiaeqq2byxsoom 46 6 reflect reflect VBP work_bphzkrtkbrcmjiaeqq2byxsoom 46 7 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 46 8 evolutionary evolutionary JJ work_bphzkrtkbrcmjiaeqq2byxsoom 46 9 distant distant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 46 10 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 46 11 recent recent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 46 12 past past NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 46 14 emphasize emphasize VB work_bphzkrtkbrcmjiaeqq2byxsoom 46 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 46 16 role role NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 46 18 health health NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 19 assessment assessment NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 20 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 46 21 mate mate NNP work_bphzkrtkbrcmjiaeqq2byxsoom 46 22 choice choice NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 46 24 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 46 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 46 26 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 46 27 phrased phrase VBN work_bphzkrtkbrcmjiaeqq2byxsoom 46 28 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 46 29 anthropologist anthropologist NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 30 Donald Donald NNP work_bphzkrtkbrcmjiaeqq2byxsoom 46 31 Symons Symons NNP work_bphzkrtkbrcmjiaeqq2byxsoom 46 32 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 46 33 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 46 34 Beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 35 may may MD work_bphzkrtkbrcmjiaeqq2byxsoom 46 36 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 46 37 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 46 38 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 46 39 adaptations adaptation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 46 40 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 46 41 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 46 42 beholder beholder NN work_bphzkrtkbrcmjiaeqq2byxsoom 46 43 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 46 44 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 47 1 Research research NN work_bphzkrtkbrcmjiaeqq2byxsoom 47 2 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 47 3 concentrated concentrate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 47 4 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 47 5 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 47 6 number number NN work_bphzkrtkbrcmjiaeqq2byxsoom 47 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 47 8 characteristics characteristic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 47 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 47 10 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 47 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 47 12 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 47 13 may may MD work_bphzkrtkbrcmjiaeqq2byxsoom 47 14 honestly honestly RB work_bphzkrtkbrcmjiaeqq2byxsoom 47 15 advertise advertise VB work_bphzkrtkbrcmjiaeqq2byxsoom 47 16 health health NN work_bphzkrtkbrcmjiaeqq2byxsoom 47 17 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 47 18 viability viability NN work_bphzkrtkbrcmjiaeqq2byxsoom 47 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 48 1 Langlois Langlois NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 2 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 48 3 others other NNS work_bphzkrtkbrcmjiaeqq2byxsoom 48 4 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 48 5 demonstrated demonstrate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 48 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 48 7 preference preference NN work_bphzkrtkbrcmjiaeqq2byxsoom 48 8 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 48 9 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 48 10 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 48 11 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 48 12 composite composite JJ work_bphzkrtkbrcmjiaeqq2byxsoom 48 13 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 48 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 15 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 48 16 result result NN work_bphzkrtkbrcmjiaeqq2byxsoom 48 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 48 18 digital digital JJ work_bphzkrtkbrcmjiaeqq2byxsoom 48 19 blending blending NN work_bphzkrtkbrcmjiaeqq2byxsoom 48 20 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 48 21 averaging averaging NN work_bphzkrtkbrcmjiaeqq2byxsoom 48 22 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 48 23 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 48 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 25 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 48 26 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 48 27 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 48 28 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 48 29 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 48 30 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 48 31 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 48 32 most most JJS work_bphzkrtkbrcmjiaeqq2byxsoom 48 33 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 48 34 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 48 35 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 48 36 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 48 37 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 48 38 create create VB work_bphzkrtkbrcmjiaeqq2byxsoom 48 39 them -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 48 40 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 48 41 Grammer Grammer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 42 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 48 43 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 44 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 45 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 48 46 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 48 47 Langlois Langlois NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 48 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 48 49 Roggman Roggman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 50 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 51 1990 1990 CD work_bphzkrtkbrcmjiaeqq2byxsoom 48 52 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 48 53 6 6 CD work_bphzkrtkbrcmjiaeqq2byxsoom 48 54 Langlois Langlois NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 55 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 56 Roggman Roggman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 57 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 48 58 Musselman Musselman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 59 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 60 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 48 61 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 48 62 O´Toole o´toole LS work_bphzkrtkbrcmjiaeqq2byxsoom 48 63 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 64 Price Price NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 65 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 66 Vetter Vetter NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 67 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 68 Bartlett Bartlett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 69 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 48 70 Blanz Blanz NNP work_bphzkrtkbrcmjiaeqq2byxsoom 48 71 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 48 72 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 48 73 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 48 74 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 49 1 Evolutionary evolutionary JJ work_bphzkrtkbrcmjiaeqq2byxsoom 49 2 biology biology NN work_bphzkrtkbrcmjiaeqq2byxsoom 49 3 holds hold VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 49 4 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 49 5 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 49 6 any any DT work_bphzkrtkbrcmjiaeqq2byxsoom 49 7 given give VBN work_bphzkrtkbrcmjiaeqq2byxsoom 49 8 population population NN work_bphzkrtkbrcmjiaeqq2byxsoom 49 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 49 10 extreme extreme JJ work_bphzkrtkbrcmjiaeqq2byxsoom 49 11 characteristics characteristic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 49 12 tend tend VBP work_bphzkrtkbrcmjiaeqq2byxsoom 49 13 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 49 14 fall fall VB work_bphzkrtkbrcmjiaeqq2byxsoom 49 15 away away RB work_bphzkrtkbrcmjiaeqq2byxsoom 49 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 49 17 favor favor NN work_bphzkrtkbrcmjiaeqq2byxsoom 49 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 49 19 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 49 20 ones one NNS work_bphzkrtkbrcmjiaeqq2byxsoom 49 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 49 22 therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 49 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 49 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 49 25 ability ability NN work_bphzkrtkbrcmjiaeqq2byxsoom 49 26 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 49 27 form form VB work_bphzkrtkbrcmjiaeqq2byxsoom 49 28 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 49 29 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 49 30 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 49 31 mate mate NN work_bphzkrtkbrcmjiaeqq2byxsoom 49 32 template template NN work_bphzkrtkbrcmjiaeqq2byxsoom 49 33 would would MD work_bphzkrtkbrcmjiaeqq2byxsoom 49 34 have have VB work_bphzkrtkbrcmjiaeqq2byxsoom 49 35 conveyed convey VBN work_bphzkrtkbrcmjiaeqq2byxsoom 49 36 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 49 37 singular singular JJ work_bphzkrtkbrcmjiaeqq2byxsoom 49 38 survival survival NN work_bphzkrtkbrcmjiaeqq2byxsoom 49 39 advantage advantage NN work_bphzkrtkbrcmjiaeqq2byxsoom 49 40 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 49 41 Symons symon NNS work_bphzkrtkbrcmjiaeqq2byxsoom 49 42 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 49 43 1979 1979 CD work_bphzkrtkbrcmjiaeqq2byxsoom 49 44 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 49 45 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 49 46 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 49 47 Gangestad Gangestad NNP work_bphzkrtkbrcmjiaeqq2byxsoom 49 48 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 49 49 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 49 50 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 49 51 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 50 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 50 2 averageness averageness NN work_bphzkrtkbrcmjiaeqq2byxsoom 50 3 hypothesis hypothesis NN work_bphzkrtkbrcmjiaeqq2byxsoom 50 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 50 5 however however RB work_bphzkrtkbrcmjiaeqq2byxsoom 50 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 50 7 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 50 8 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 50 9 widely widely RB work_bphzkrtkbrcmjiaeqq2byxsoom 50 10 debated debate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 50 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 51 1 Average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 51 2 composite composite JJ work_bphzkrtkbrcmjiaeqq2byxsoom 51 3 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 51 4 tend tend VBP work_bphzkrtkbrcmjiaeqq2byxsoom 51 5 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 51 6 have have VB work_bphzkrtkbrcmjiaeqq2byxsoom 51 7 smooth smooth JJ work_bphzkrtkbrcmjiaeqq2byxsoom 51 8 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 51 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 51 10 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 51 11 symmetric symmetric JJ work_bphzkrtkbrcmjiaeqq2byxsoom 51 12 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 51 13 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 51 14 factors factor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 51 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 51 16 rather rather RB work_bphzkrtkbrcmjiaeqq2byxsoom 51 17 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 51 18 averageness averageness NN work_bphzkrtkbrcmjiaeqq2byxsoom 51 19 per per IN work_bphzkrtkbrcmjiaeqq2byxsoom 51 20 se se FW work_bphzkrtkbrcmjiaeqq2byxsoom 51 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 51 22 may may MD work_bphzkrtkbrcmjiaeqq2byxsoom 51 23 lead lead VB work_bphzkrtkbrcmjiaeqq2byxsoom 51 24 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 51 25 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 51 26 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 51 27 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 51 28 attributed attribute VBN work_bphzkrtkbrcmjiaeqq2byxsoom 51 29 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 51 30 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 51 31 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 51 32 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 51 33 Alley Alley NNP work_bphzkrtkbrcmjiaeqq2byxsoom 51 34 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 51 35 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 51 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 51 37 1991 1991 CD work_bphzkrtkbrcmjiaeqq2byxsoom 51 38 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 51 39 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 52 1 Both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 52 2 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 52 3 texture texture NN work_bphzkrtkbrcmjiaeqq2byxsoom 52 4 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 52 5 Fink Fink NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 7 Grammer Grammer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 8 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 52 9 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 11 2001 2001 CD work_bphzkrtkbrcmjiaeqq2byxsoom 52 12 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 52 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 52 14 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 52 15 bilateral bilateral JJ work_bphzkrtkbrcmjiaeqq2byxsoom 52 16 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 52 17 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 52 18 Grammer Grammer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 19 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 52 20 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 22 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 52 23 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 52 24 Mealey Mealey NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 26 Bridgstock Bridgstock NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 27 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 52 28 Townsend Townsend NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 30 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 52 31 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 52 32 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 34 Burt Burt NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 35 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 36 Penton Penton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 37 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 52 38 Voak Voak NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 39 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 40 Lee Lee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 41 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 42 Rowland Rowland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 43 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 52 44 Edwards Edwards NNP work_bphzkrtkbrcmjiaeqq2byxsoom 52 45 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 52 46 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 52 47 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 52 48 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 52 49 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 52 50 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 52 51 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 52 52 have have VB work_bphzkrtkbrcmjiaeqq2byxsoom 52 53 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 52 54 positive positive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 52 55 affect affect NN work_bphzkrtkbrcmjiaeqq2byxsoom 52 56 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 52 57 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 52 58 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 52 59 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 52 60 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 53 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 53 2 averageness averageness NN work_bphzkrtkbrcmjiaeqq2byxsoom 53 3 hypothesis hypothesis NN work_bphzkrtkbrcmjiaeqq2byxsoom 53 4 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 53 5 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 53 6 received receive VBN work_bphzkrtkbrcmjiaeqq2byxsoom 53 7 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 53 8 mixed mix VBN work_bphzkrtkbrcmjiaeqq2byxsoom 53 9 empirical empirical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 53 10 support support NN work_bphzkrtkbrcmjiaeqq2byxsoom 53 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 54 1 Later later JJ work_bphzkrtkbrcmjiaeqq2byxsoom 54 2 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 54 3 found find VBD work_bphzkrtkbrcmjiaeqq2byxsoom 54 4 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 54 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 54 6 although although IN work_bphzkrtkbrcmjiaeqq2byxsoom 54 7 averageness averageness NN work_bphzkrtkbrcmjiaeqq2byxsoom 54 8 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 54 9 certainly certainly RB work_bphzkrtkbrcmjiaeqq2byxsoom 54 10 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 54 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 54 12 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 54 13 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 54 14 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 54 15 improved improve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 54 16 upon upon IN work_bphzkrtkbrcmjiaeqq2byxsoom 54 17 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 55 1 Composites composite NNS work_bphzkrtkbrcmjiaeqq2byxsoom 55 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 55 3 beautiful beautiful JJ work_bphzkrtkbrcmjiaeqq2byxsoom 55 4 people people NNS work_bphzkrtkbrcmjiaeqq2byxsoom 55 5 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 55 6 rated rate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 55 7 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 55 8 appealing appealing JJ work_bphzkrtkbrcmjiaeqq2byxsoom 55 9 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 55 10 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 55 11 made make VBN work_bphzkrtkbrcmjiaeqq2byxsoom 55 12 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 55 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 55 14 larger large JJR work_bphzkrtkbrcmjiaeqq2byxsoom 55 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 55 16 random random JJ work_bphzkrtkbrcmjiaeqq2byxsoom 55 17 population population NN work_bphzkrtkbrcmjiaeqq2byxsoom 55 18 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 55 19 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 55 20 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 55 21 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 55 22 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 55 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 55 24 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 55 25 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 55 26 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 56 1 Also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 56 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 3 exaggeration exaggeration NN work_bphzkrtkbrcmjiaeqq2byxsoom 56 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 56 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 56 6 ways way NNS work_bphzkrtkbrcmjiaeqq2byxsoom 56 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 56 8 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 56 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 56 10 prettiest prettiest NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 11 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 12 composite composite JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 13 differed differ VBN work_bphzkrtkbrcmjiaeqq2byxsoom 56 14 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 56 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 56 16 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 17 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 18 composite composite NN work_bphzkrtkbrcmjiaeqq2byxsoom 56 19 resulted result VBD work_bphzkrtkbrcmjiaeqq2byxsoom 56 20 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 56 21 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 56 22 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 56 23 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 24 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 56 25 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 56 26 O’Toole O’Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 28 Deffenbacher Deffenbacher NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 30 Valentin Valentin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 32 McKee McKee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 34 Huff Huff NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 35 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 56 36 Abdi Abdi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 37 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 38 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 56 39 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 56 40 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 41 et et FW work_bphzkrtkbrcmjiaeqq2byxsoom 56 42 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 43 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 56 44 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 45 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 56 46 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 47 1998 1998 CD work_bphzkrtkbrcmjiaeqq2byxsoom 56 48 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 56 49 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 56 50 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 56 51 turned turn VBD work_bphzkrtkbrcmjiaeqq2byxsoom 56 52 out out RP work_bphzkrtkbrcmjiaeqq2byxsoom 56 53 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 56 54 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 56 55 sexually sexually RB work_bphzkrtkbrcmjiaeqq2byxsoom 56 56 dimorphic dimorphic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 57 traits trait NNS work_bphzkrtkbrcmjiaeqq2byxsoom 56 58 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 59 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 60 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 56 61 small small JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 62 chin chin NN work_bphzkrtkbrcmjiaeqq2byxsoom 56 63 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 64 full full JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 65 lips lip NNS work_bphzkrtkbrcmjiaeqq2byxsoom 56 66 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 67 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 68 cheekbones cheekbone NNS work_bphzkrtkbrcmjiaeqq2byxsoom 56 69 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 56 70 narrow narrow JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 71 nose nose NN work_bphzkrtkbrcmjiaeqq2byxsoom 56 72 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 56 73 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 56 74 generally generally RB work_bphzkrtkbrcmjiaeqq2byxsoom 56 75 small small JJ work_bphzkrtkbrcmjiaeqq2byxsoom 56 76 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 56 77 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 57 1 These these DT work_bphzkrtkbrcmjiaeqq2byxsoom 57 2 sex- sex- RB work_bphzkrtkbrcmjiaeqq2byxsoom 57 3 typical typical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 57 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 57 5 estrogen estrogen NNP work_bphzkrtkbrcmjiaeqq2byxsoom 57 6 dependent dependent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 57 7 characteristics characteristic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 57 8 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 57 9 females female NNS work_bphzkrtkbrcmjiaeqq2byxsoom 57 10 may may MD work_bphzkrtkbrcmjiaeqq2byxsoom 57 11 indicate indicate VB work_bphzkrtkbrcmjiaeqq2byxsoom 57 12 youth youth NN work_bphzkrtkbrcmjiaeqq2byxsoom 57 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 57 14 7 7 CD work_bphzkrtkbrcmjiaeqq2byxsoom 57 15 fertility fertility NN work_bphzkrtkbrcmjiaeqq2byxsoom 57 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 57 17 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 57 18 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 57 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 57 20 thus thus RB work_bphzkrtkbrcmjiaeqq2byxsoom 57 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 57 22 considered consider VBN work_bphzkrtkbrcmjiaeqq2byxsoom 57 23 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 57 24 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 57 25 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 57 26 et et FW work_bphzkrtkbrcmjiaeqq2byxsoom 57 27 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 57 28 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 57 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 57 30 1998 1998 CD work_bphzkrtkbrcmjiaeqq2byxsoom 57 31 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 57 32 Symons symon NNS work_bphzkrtkbrcmjiaeqq2byxsoom 57 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 57 34 1979 1979 CD work_bphzkrtkbrcmjiaeqq2byxsoom 57 35 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 57 36 1995 1995 CD work_bphzkrtkbrcmjiaeqq2byxsoom 57 37 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 57 38 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 57 39 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 57 40 Gangestad Gangestad NNP work_bphzkrtkbrcmjiaeqq2byxsoom 57 41 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 57 42 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 57 43 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 57 44 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 58 1 1.2 1.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 58 2 Computational Computational NNP work_bphzkrtkbrcmjiaeqq2byxsoom 58 3 Beauty Beauty NNP work_bphzkrtkbrcmjiaeqq2byxsoom 58 4 Analysis Analysis NNP work_bphzkrtkbrcmjiaeqq2byxsoom 58 5 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 58 6 previous previous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 58 7 section section NN work_bphzkrtkbrcmjiaeqq2byxsoom 58 8 clearly clearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 58 9 indicates indicate VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 58 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 58 11 existence existence NN work_bphzkrtkbrcmjiaeqq2byxsoom 58 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 58 13 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 58 14 objective objective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 58 15 basis basis NN work_bphzkrtkbrcmjiaeqq2byxsoom 58 16 underlying underlie VBG work_bphzkrtkbrcmjiaeqq2byxsoom 58 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 58 18 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 58 19 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 58 20 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 58 21 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 58 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 59 1 Yet yet CC work_bphzkrtkbrcmjiaeqq2byxsoom 59 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 59 3 relative relative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 59 4 contribution contribution NN work_bphzkrtkbrcmjiaeqq2byxsoom 59 5 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 59 6 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 59 7 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 59 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 59 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 59 10 aforementioned aforementioned JJ work_bphzkrtkbrcmjiaeqq2byxsoom 59 11 characteristics characteristic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 59 12 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 59 13 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 59 14 interactions interaction NNS work_bphzkrtkbrcmjiaeqq2byxsoom 59 15 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 59 16 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 59 17 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 59 18 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 59 19 determinants determinant NNS work_bphzkrtkbrcmjiaeqq2byxsoom 59 20 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 59 21 still still RB work_bphzkrtkbrcmjiaeqq2byxsoom 59 22 unknown unknown JJ work_bphzkrtkbrcmjiaeqq2byxsoom 59 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 60 1 Different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 60 2 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 60 3 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 60 4 examined examine VBN work_bphzkrtkbrcmjiaeqq2byxsoom 60 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 60 6 relationship relationship NN work_bphzkrtkbrcmjiaeqq2byxsoom 60 7 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 60 8 subjective subjective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 60 9 judgements judgement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 60 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 60 11 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 60 12 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 60 13 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 60 14 objective objective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 60 15 regularity regularity NN work_bphzkrtkbrcmjiaeqq2byxsoom 60 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 61 1 Morphing morph VBG work_bphzkrtkbrcmjiaeqq2byxsoom 61 2 software software NN work_bphzkrtkbrcmjiaeqq2byxsoom 61 3 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 61 4 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 61 5 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 61 6 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 61 7 create create VB work_bphzkrtkbrcmjiaeqq2byxsoom 61 8 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 61 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 61 10 symmetrized symmetrized JJ work_bphzkrtkbrcmjiaeqq2byxsoom 61 11 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 61 12 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 61 13 Langlois Langlois NNP work_bphzkrtkbrcmjiaeqq2byxsoom 61 14 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 61 15 Roggman Roggman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 61 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 61 17 1990 1990 CD work_bphzkrtkbrcmjiaeqq2byxsoom 61 18 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 61 19 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 61 20 et et FW work_bphzkrtkbrcmjiaeqq2byxsoom 61 21 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 61 22 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 61 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 61 24 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 61 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 61 26 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 61 27 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 61 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 61 29 as as RB work_bphzkrtkbrcmjiaeqq2byxsoom 61 30 well well RB work_bphzkrtkbrcmjiaeqq2byxsoom 61 31 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 61 32 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 61 33 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 61 34 unattractive unattractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 61 35 prototypes prototype NNS work_bphzkrtkbrcmjiaeqq2byxsoom 61 36 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 61 37 http://www.beautycheck.de http://www.beautycheck.de NNP work_bphzkrtkbrcmjiaeqq2byxsoom 61 38 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 61 39 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 61 40 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 61 41 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 61 42 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 61 43 analyze analyze VB work_bphzkrtkbrcmjiaeqq2byxsoom 61 44 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 61 45 characteristics characteristic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 61 46 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 62 1 Other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 62 2 approaches approach NNS work_bphzkrtkbrcmjiaeqq2byxsoom 62 3 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 62 4 addressed address VBN work_bphzkrtkbrcmjiaeqq2byxsoom 62 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 62 6 question question NN work_bphzkrtkbrcmjiaeqq2byxsoom 62 7 within within IN work_bphzkrtkbrcmjiaeqq2byxsoom 62 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 62 9 study study NN work_bphzkrtkbrcmjiaeqq2byxsoom 62 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 62 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 62 12 relation relation NN work_bphzkrtkbrcmjiaeqq2byxsoom 62 13 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 62 14 aesthetics aesthetic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 62 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 62 16 complexity complexity NN work_bphzkrtkbrcmjiaeqq2byxsoom 62 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 62 18 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 62 19 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 62 20 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 62 21 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 62 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 62 23 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 62 24 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 62 25 simplicity simplicity NN work_bphzkrtkbrcmjiaeqq2byxsoom 62 26 lies lie VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 62 27 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 62 28 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 62 29 heart heart NN work_bphzkrtkbrcmjiaeqq2byxsoom 62 30 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 62 31 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 62 32 scientific scientific JJ work_bphzkrtkbrcmjiaeqq2byxsoom 62 33 theories theory NNS work_bphzkrtkbrcmjiaeqq2byxsoom 62 34 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 62 35 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 62 36 Occam Occam NNP work_bphzkrtkbrcmjiaeqq2byxsoom 62 37 's 's POS work_bphzkrtkbrcmjiaeqq2byxsoom 62 38 Razor Razor NNP work_bphzkrtkbrcmjiaeqq2byxsoom 62 39 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 62 40 principle principle NN work_bphzkrtkbrcmjiaeqq2byxsoom 62 41 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 62 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 63 1 Schmidhuber Schmidhuber NNP work_bphzkrtkbrcmjiaeqq2byxsoom 63 2 created create VBD work_bphzkrtkbrcmjiaeqq2byxsoom 63 3 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 63 4 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 63 5 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 63 6 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 63 7 composed compose VBN work_bphzkrtkbrcmjiaeqq2byxsoom 63 8 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 63 9 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 63 10 fractal fractal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 63 11 geometry geometry NN work_bphzkrtkbrcmjiaeqq2byxsoom 63 12 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 63 13 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 63 14 rotated rotated JJ work_bphzkrtkbrcmjiaeqq2byxsoom 63 15 squares square NNS work_bphzkrtkbrcmjiaeqq2byxsoom 63 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 63 17 powers power NNS work_bphzkrtkbrcmjiaeqq2byxsoom 63 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 63 19 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 63 20 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 63 21 Schmidhuber Schmidhuber NNP work_bphzkrtkbrcmjiaeqq2byxsoom 63 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 63 23 1998 1998 CD work_bphzkrtkbrcmjiaeqq2byxsoom 63 24 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 63 25 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 64 1 Exploring explore VBG work_bphzkrtkbrcmjiaeqq2byxsoom 64 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 64 3 question question NN work_bphzkrtkbrcmjiaeqq2byxsoom 64 4 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 64 5 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 64 6 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 64 7 approach approach NN work_bphzkrtkbrcmjiaeqq2byxsoom 64 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 64 9 Johnston Johnston NNP work_bphzkrtkbrcmjiaeqq2byxsoom 64 10 produced produce VBD work_bphzkrtkbrcmjiaeqq2byxsoom 64 11 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 64 12 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 64 13 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 64 14 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 64 15 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 64 16 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 64 17 genetic genetic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 64 18 algorithm algorithm NN work_bphzkrtkbrcmjiaeqq2byxsoom 64 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 64 20 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 64 21 evolves evolve VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 64 22 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 64 23 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 64 24 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 64 25 beautiful beautiful JJ work_bphzkrtkbrcmjiaeqq2byxsoom 64 26 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 64 27 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 64 28 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 64 29 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 64 30 interactive interactive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 64 31 user user NN work_bphzkrtkbrcmjiaeqq2byxsoom 64 32 selections selection NNS work_bphzkrtkbrcmjiaeqq2byxsoom 64 33 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 64 34 Johnston Johnston NNP work_bphzkrtkbrcmjiaeqq2byxsoom 64 35 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 64 36 Franklin Franklin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 64 37 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 64 38 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 64 39 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 64 40 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 65 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 65 2 8 8 CD work_bphzkrtkbrcmjiaeqq2byxsoom 65 3 algorithm algorithm JJ work_bphzkrtkbrcmjiaeqq2byxsoom 65 4 mimics mimic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 65 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 65 6 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 65 7 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 65 8 oversimplified oversimplified JJ work_bphzkrtkbrcmjiaeqq2byxsoom 65 9 manner manner NN work_bphzkrtkbrcmjiaeqq2byxsoom 65 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 65 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 65 12 way way NN work_bphzkrtkbrcmjiaeqq2byxsoom 65 13 humans human NNS work_bphzkrtkbrcmjiaeqq2byxsoom 65 14 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 65 15 consciously consciously RB work_bphzkrtkbrcmjiaeqq2byxsoom 65 16 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 65 17 unconsciously unconsciously RB work_bphzkrtkbrcmjiaeqq2byxsoom 65 18 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 65 19 select select VB work_bphzkrtkbrcmjiaeqq2byxsoom 65 20 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 65 21 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 65 22 they -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 65 23 find find VBP work_bphzkrtkbrcmjiaeqq2byxsoom 65 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 65 25 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 65 26 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 65 27 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 66 1 Measuring measure VBG work_bphzkrtkbrcmjiaeqq2byxsoom 66 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 66 3 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 66 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 66 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 66 6 resulting result VBG work_bphzkrtkbrcmjiaeqq2byxsoom 66 7 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 66 8 showed show VBD work_bphzkrtkbrcmjiaeqq2byxsoom 66 9 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 66 10 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 66 11 have have VB work_bphzkrtkbrcmjiaeqq2byxsoom 66 12 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 66 13 feminized feminized JJ work_bphzkrtkbrcmjiaeqq2byxsoom 66 14 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 66 15 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 66 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 67 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 67 2 study study NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 3 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 67 4 others other NNS work_bphzkrtkbrcmjiaeqq2byxsoom 67 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 67 6 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 67 7 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 67 8 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 67 9 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 10 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 67 11 femininity femininity NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 12 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 67 13 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 67 14 nearly nearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 67 15 equivalent equivalent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 67 16 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 67 17 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 67 18 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 67 19 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 67 20 O’Toole O’Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 67 21 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 67 22 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 67 23 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 67 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 67 25 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 67 26 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 67 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 67 28 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 67 29 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 67 30 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 67 31 basis basis NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 32 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 67 33 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 67 34 commercial commercial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 67 35 project project NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 67 37 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 67 38 uses use VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 67 39 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 67 40 sex sex NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 41 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 67 42 dependent dependent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 67 43 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 67 44 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 67 45 determine determine VB work_bphzkrtkbrcmjiaeqq2byxsoom 67 46 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 67 47 sex sex NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 48 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 67 49 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 67 50 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 51 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 67 52 predict predict VB work_bphzkrtkbrcmjiaeqq2byxsoom 67 53 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 67 54 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 67 55 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 67 56 http://www.intelligent-earth.com http://www.intelligent-earth.com NNP work_bphzkrtkbrcmjiaeqq2byxsoom 67 57 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 67 58 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 68 1 1.3 1.3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 68 2 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 68 3 Work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 68 4 Previous previous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 68 5 computational computational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 68 6 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 68 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 68 8 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 68 9 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 68 10 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 68 11 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 68 12 mainly mainly RB work_bphzkrtkbrcmjiaeqq2byxsoom 68 13 involved involve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 68 14 averaging averaging NN work_bphzkrtkbrcmjiaeqq2byxsoom 68 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 68 16 morphing morphing NN work_bphzkrtkbrcmjiaeqq2byxsoom 68 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 68 18 digital digital JJ work_bphzkrtkbrcmjiaeqq2byxsoom 68 19 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 68 20 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 68 21 geometric geometric JJ work_bphzkrtkbrcmjiaeqq2byxsoom 68 22 modeling modeling NN work_bphzkrtkbrcmjiaeqq2byxsoom 68 23 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 68 24 construct construct VB work_bphzkrtkbrcmjiaeqq2byxsoom 68 25 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 68 26 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 68 27 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 69 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 69 2 general general JJ work_bphzkrtkbrcmjiaeqq2byxsoom 69 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 69 4 computer computer NN work_bphzkrtkbrcmjiaeqq2byxsoom 69 5 techniques technique NNS work_bphzkrtkbrcmjiaeqq2byxsoom 69 6 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 69 7 include include VBP work_bphzkrtkbrcmjiaeqq2byxsoom 69 8 delineation delineation NN work_bphzkrtkbrcmjiaeqq2byxsoom 69 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 69 10 transformation transformation NN work_bphzkrtkbrcmjiaeqq2byxsoom 69 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 69 12 prototyping prototyping NN work_bphzkrtkbrcmjiaeqq2byxsoom 69 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 69 14 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 69 15 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 69 16 processing processing NN work_bphzkrtkbrcmjiaeqq2byxsoom 69 17 techniques technique NNS work_bphzkrtkbrcmjiaeqq2byxsoom 69 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 69 19 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 69 20 requiring require VBG work_bphzkrtkbrcmjiaeqq2byxsoom 69 21 fiducial fiducial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 69 22 points point NNS work_bphzkrtkbrcmjiaeqq2byxsoom 69 23 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 69 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 69 25 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 69 26 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 70 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 70 2 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 70 3 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 70 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 70 5 rather rather RB work_bphzkrtkbrcmjiaeqq2byxsoom 70 6 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 70 7 attempt attempt VB work_bphzkrtkbrcmjiaeqq2byxsoom 70 8 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 70 9 morph morph VB work_bphzkrtkbrcmjiaeqq2byxsoom 70 10 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 70 11 construct construct VB work_bphzkrtkbrcmjiaeqq2byxsoom 70 12 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 70 13 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 70 14 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 70 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 70 16 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 70 17 explore explore VBP work_bphzkrtkbrcmjiaeqq2byxsoom 70 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 70 19 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 70 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 70 21 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 70 22 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 70 23 through through IN work_bphzkrtkbrcmjiaeqq2byxsoom 70 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 70 25 application application NN work_bphzkrtkbrcmjiaeqq2byxsoom 70 26 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 70 27 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 70 28 learning learning NN work_bphzkrtkbrcmjiaeqq2byxsoom 70 29 techniques technique NNS work_bphzkrtkbrcmjiaeqq2byxsoom 70 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 71 1 Using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 71 2 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 71 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 71 4 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 71 5 themselves -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 71 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 71 7 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 71 8 try try VBP work_bphzkrtkbrcmjiaeqq2byxsoom 71 9 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 71 10 learn learn VB work_bphzkrtkbrcmjiaeqq2byxsoom 71 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 71 12 analyze analyze VB work_bphzkrtkbrcmjiaeqq2byxsoom 71 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 71 14 mapping mapping NN work_bphzkrtkbrcmjiaeqq2byxsoom 71 15 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 71 16 two- two- JJ work_bphzkrtkbrcmjiaeqq2byxsoom 71 17 dimensional dimensional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 71 18 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 71 19 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 71 20 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 71 21 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 71 22 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 71 23 scores score NNS work_bphzkrtkbrcmjiaeqq2byxsoom 71 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 71 25 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 71 26 determined determine VBN work_bphzkrtkbrcmjiaeqq2byxsoom 71 27 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 71 28 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 71 29 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 71 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 72 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 72 2 cross cross JJ work_bphzkrtkbrcmjiaeqq2byxsoom 72 3 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 72 4 cultural cultural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 72 5 consistency consistency NN work_bphzkrtkbrcmjiaeqq2byxsoom 72 6 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 72 7 attractiveness attractiveness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 72 8 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 72 9 demonstrated demonstrate VBD work_bphzkrtkbrcmjiaeqq2byxsoom 72 10 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 72 11 many many JJ work_bphzkrtkbrcmjiaeqq2byxsoom 72 12 previous previous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 72 13 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 72 14 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 72 15 led lead VBN work_bphzkrtkbrcmjiaeqq2byxsoom 72 16 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 72 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 72 18 common common JJ work_bphzkrtkbrcmjiaeqq2byxsoom 72 19 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 72 20 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 72 21 there there EX work_bphzkrtkbrcmjiaeqq2byxsoom 72 22 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 72 23 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 72 24 objective objective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 72 25 basis basis NN work_bphzkrtkbrcmjiaeqq2byxsoom 72 26 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 72 27 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 72 28 analyzed analyze VBN work_bphzkrtkbrcmjiaeqq2byxsoom 72 29 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 72 30 learned learn VBN work_bphzkrtkbrcmjiaeqq2byxsoom 72 31 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 73 1 9 9 CD work_bphzkrtkbrcmjiaeqq2byxsoom 73 2 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 73 3 remainder remainder NN work_bphzkrtkbrcmjiaeqq2byxsoom 73 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 73 5 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 73 6 paper paper NN work_bphzkrtkbrcmjiaeqq2byxsoom 73 7 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 73 8 organized organize VBN work_bphzkrtkbrcmjiaeqq2byxsoom 73 9 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 73 10 follows follow VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 73 11 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 73 12 Section section NN work_bphzkrtkbrcmjiaeqq2byxsoom 73 13 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 73 14 presents present VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 73 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 73 16 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 73 17 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 73 18 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 73 19 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 73 20 analyses analysis NNS work_bphzkrtkbrcmjiaeqq2byxsoom 73 21 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 73 22 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 73 23 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 73 24 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 73 25 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 73 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 73 27 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 73 28 section section NN work_bphzkrtkbrcmjiaeqq2byxsoom 73 29 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 73 30 describes describe VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 73 31 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 73 32 representations representation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 73 33 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 73 34 chose choose VBD work_bphzkrtkbrcmjiaeqq2byxsoom 73 35 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 73 36 work work VB work_bphzkrtkbrcmjiaeqq2byxsoom 73 37 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 73 38 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 74 1 Section section NN work_bphzkrtkbrcmjiaeqq2byxsoom 74 2 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 74 3 describes describe VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 74 4 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 74 5 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 74 6 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 74 7 learning learn VBG work_bphzkrtkbrcmjiaeqq2byxsoom 74 8 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 74 9 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 74 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 74 11 presenting present VBG work_bphzkrtkbrcmjiaeqq2byxsoom 74 12 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 74 13 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 74 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 74 15 analyses analysis NNS work_bphzkrtkbrcmjiaeqq2byxsoom 74 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 75 1 Finally finally RB work_bphzkrtkbrcmjiaeqq2byxsoom 75 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 75 3 section section NN work_bphzkrtkbrcmjiaeqq2byxsoom 75 4 5 5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 75 5 consists consist NNS work_bphzkrtkbrcmjiaeqq2byxsoom 75 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 75 7 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 75 8 discussion discussion NN work_bphzkrtkbrcmjiaeqq2byxsoom 75 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 75 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 75 11 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 75 12 presented present VBN work_bphzkrtkbrcmjiaeqq2byxsoom 75 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 75 14 general general JJ work_bphzkrtkbrcmjiaeqq2byxsoom 75 15 conclusions conclusion NNS work_bphzkrtkbrcmjiaeqq2byxsoom 75 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 76 1 Additional additional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 76 2 details detail NNS work_bphzkrtkbrcmjiaeqq2byxsoom 76 3 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 76 4 provided provide VBN work_bphzkrtkbrcmjiaeqq2byxsoom 76 5 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 76 6 Appendix Appendix NNP work_bphzkrtkbrcmjiaeqq2byxsoom 76 7 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 77 1 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 77 2 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 77 3 Data Data NNP work_bphzkrtkbrcmjiaeqq2byxsoom 77 4 2.1 2.1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 77 5 Image Image NNP work_bphzkrtkbrcmjiaeqq2byxsoom 77 6 Datasets Datasets NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 77 7 To to TO work_bphzkrtkbrcmjiaeqq2byxsoom 77 8 reduce reduce VB work_bphzkrtkbrcmjiaeqq2byxsoom 77 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 77 10 effects effect NNS work_bphzkrtkbrcmjiaeqq2byxsoom 77 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 77 12 age age NN work_bphzkrtkbrcmjiaeqq2byxsoom 77 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 77 14 gender gender NN work_bphzkrtkbrcmjiaeqq2byxsoom 77 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 77 16 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 77 17 color color NN work_bphzkrtkbrcmjiaeqq2byxsoom 77 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 77 19 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 77 20 expression expression NN work_bphzkrtkbrcmjiaeqq2byxsoom 77 21 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 77 22 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 77 23 irrelevant irrelevant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 77 24 factors factor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 77 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 77 26 subject subject JJ work_bphzkrtkbrcmjiaeqq2byxsoom 77 27 choice choice NN work_bphzkrtkbrcmjiaeqq2byxsoom 77 28 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 77 29 confined confine VBN work_bphzkrtkbrcmjiaeqq2byxsoom 77 30 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 77 31 young young JJ work_bphzkrtkbrcmjiaeqq2byxsoom 77 32 Caucasian caucasian JJ work_bphzkrtkbrcmjiaeqq2byxsoom 77 33 females female NNS work_bphzkrtkbrcmjiaeqq2byxsoom 77 34 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 77 35 frontal frontal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 77 36 view view NN work_bphzkrtkbrcmjiaeqq2byxsoom 77 37 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 77 38 neutral neutral JJ work_bphzkrtkbrcmjiaeqq2byxsoom 77 39 expression expression NN work_bphzkrtkbrcmjiaeqq2byxsoom 77 40 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 77 41 without without IN work_bphzkrtkbrcmjiaeqq2byxsoom 77 42 accessories accessory NNS work_bphzkrtkbrcmjiaeqq2byxsoom 77 43 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 77 44 obscuring obscure VBG work_bphzkrtkbrcmjiaeqq2byxsoom 77 45 items item NNS work_bphzkrtkbrcmjiaeqq2byxsoom 77 46 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 77 47 e.g. e.g. RB work_bphzkrtkbrcmjiaeqq2byxsoom 78 1 jewelry jewelry NN work_bphzkrtkbrcmjiaeqq2byxsoom 78 2 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 78 3 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 79 1 Furthermore furthermore RB work_bphzkrtkbrcmjiaeqq2byxsoom 79 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 79 3 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 79 4 get get VB work_bphzkrtkbrcmjiaeqq2byxsoom 79 5 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 79 6 good good JJ work_bphzkrtkbrcmjiaeqq2byxsoom 79 7 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 79 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 79 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 79 10 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 79 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 79 12 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 79 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 79 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 79 15 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 79 16 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 79 17 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 79 18 required require VBN work_bphzkrtkbrcmjiaeqq2byxsoom 79 19 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 79 20 encompass encompass VB work_bphzkrtkbrcmjiaeqq2byxsoom 79 21 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 79 22 extremes extreme NNS work_bphzkrtkbrcmjiaeqq2byxsoom 79 23 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 79 24 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 79 25 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 79 26 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 79 27 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 79 28 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 79 29 as as RB work_bphzkrtkbrcmjiaeqq2byxsoom 79 30 well well RB work_bphzkrtkbrcmjiaeqq2byxsoom 79 31 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 79 32 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 79 33 unattractive unattractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 79 34 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 79 35 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 80 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 80 2 obtained obtain VBD work_bphzkrtkbrcmjiaeqq2byxsoom 80 3 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 80 4 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 80 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 80 6 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 80 7 met meet VBD work_bphzkrtkbrcmjiaeqq2byxsoom 80 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 80 9 above above JJ work_bphzkrtkbrcmjiaeqq2byxsoom 80 10 criteria criterion NNS work_bphzkrtkbrcmjiaeqq2byxsoom 80 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 80 12 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 80 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 80 14 relatively relatively RB work_bphzkrtkbrcmjiaeqq2byxsoom 80 15 small small JJ work_bphzkrtkbrcmjiaeqq2byxsoom 80 16 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 80 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 80 18 92 92 CD work_bphzkrtkbrcmjiaeqq2byxsoom 80 19 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 80 20 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 80 21 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 80 22 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 80 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 81 1 Dataset Dataset NNP work_bphzkrtkbrcmjiaeqq2byxsoom 81 2 # # NN work_bphzkrtkbrcmjiaeqq2byxsoom 81 3 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 81 4 contains contain VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 81 5 92 92 CD work_bphzkrtkbrcmjiaeqq2byxsoom 81 6 young young JJ work_bphzkrtkbrcmjiaeqq2byxsoom 81 7 Caucasian caucasian JJ work_bphzkrtkbrcmjiaeqq2byxsoom 81 8 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 81 9 American American NNP work_bphzkrtkbrcmjiaeqq2byxsoom 81 10 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 81 11 females female NNS work_bphzkrtkbrcmjiaeqq2byxsoom 81 12 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 81 13 frontal frontal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 81 14 view view NN work_bphzkrtkbrcmjiaeqq2byxsoom 81 15 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 81 16 neutral neutral JJ work_bphzkrtkbrcmjiaeqq2byxsoom 81 17 expressions expression NNS work_bphzkrtkbrcmjiaeqq2byxsoom 81 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 81 19 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 81 20 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 81 21 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 81 22 comprising comprise VBG work_bphzkrtkbrcmjiaeqq2byxsoom 81 23 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 81 24 entirety entirety NN work_bphzkrtkbrcmjiaeqq2byxsoom 81 25 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 81 26 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 81 27 10 10 CD work_bphzkrtkbrcmjiaeqq2byxsoom 81 28 picture picture NN work_bphzkrtkbrcmjiaeqq2byxsoom 81 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 82 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 82 2 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 82 3 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 82 4 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 82 5 identical identical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 82 6 lighting lighting NN work_bphzkrtkbrcmjiaeqq2byxsoom 82 7 conditions condition NNS work_bphzkrtkbrcmjiaeqq2byxsoom 82 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 82 9 nearly nearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 82 10 identical identical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 82 11 orientation orientation NN work_bphzkrtkbrcmjiaeqq2byxsoom 82 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 82 13 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 82 14 excellent excellent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 82 15 resolution resolution NN work_bphzkrtkbrcmjiaeqq2byxsoom 82 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 82 17 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 82 18 no no DT work_bphzkrtkbrcmjiaeqq2byxsoom 82 19 obscuring obscure VBG work_bphzkrtkbrcmjiaeqq2byxsoom 82 20 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 82 21 distracting distract VBG work_bphzkrtkbrcmjiaeqq2byxsoom 82 22 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 82 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 82 24 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 82 25 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 82 26 jewelry jewelry NN work_bphzkrtkbrcmjiaeqq2byxsoom 82 27 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 82 28 glasses glass NNS work_bphzkrtkbrcmjiaeqq2byxsoom 82 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 83 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 83 2 pictures picture NNS work_bphzkrtkbrcmjiaeqq2byxsoom 83 3 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 83 4 originally originally RB work_bphzkrtkbrcmjiaeqq2byxsoom 83 5 taken take VBN work_bphzkrtkbrcmjiaeqq2byxsoom 83 6 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 83 7 Japanese japanese JJ work_bphzkrtkbrcmjiaeqq2byxsoom 83 8 photographer photographer NN work_bphzkrtkbrcmjiaeqq2byxsoom 83 9 Akira Akira NNP work_bphzkrtkbrcmjiaeqq2byxsoom 83 10 Gomi Gomi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 83 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 84 1 Images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 84 2 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 84 3 received receive VBN work_bphzkrtkbrcmjiaeqq2byxsoom 84 4 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 84 5 attractiveness attractiveness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 84 6 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 84 7 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 85 1 2 2 LS work_bphzkrtkbrcmjiaeqq2byxsoom 85 2 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 86 1 Dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 86 2 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 86 3 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 86 4 contains contain VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 86 5 92 92 CD work_bphzkrtkbrcmjiaeqq2byxsoom 86 6 Caucasian Caucasian NNP work_bphzkrtkbrcmjiaeqq2byxsoom 86 7 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 86 8 Israeli israeli JJ work_bphzkrtkbrcmjiaeqq2byxsoom 86 9 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 86 10 females female NNS work_bphzkrtkbrcmjiaeqq2byxsoom 86 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 86 12 aged age VBN work_bphzkrtkbrcmjiaeqq2byxsoom 86 13 approximately approximately RB work_bphzkrtkbrcmjiaeqq2byxsoom 86 14 18 18 CD work_bphzkrtkbrcmjiaeqq2byxsoom 86 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 86 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 86 17 frontal frontal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 86 18 view view NN work_bphzkrtkbrcmjiaeqq2byxsoom 86 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 86 20 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 86 21 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 86 22 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 86 23 comprising comprise VBG work_bphzkrtkbrcmjiaeqq2byxsoom 86 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 86 25 entirety entirety NN work_bphzkrtkbrcmjiaeqq2byxsoom 86 26 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 86 27 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 86 28 picture picture NN work_bphzkrtkbrcmjiaeqq2byxsoom 86 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 87 1 Most Most JJS work_bphzkrtkbrcmjiaeqq2byxsoom 87 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 87 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 87 4 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 87 5 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 87 6 neutral neutral JJ work_bphzkrtkbrcmjiaeqq2byxsoom 87 7 expressions expression NNS work_bphzkrtkbrcmjiaeqq2byxsoom 87 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 87 9 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 87 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 87 11 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 87 12 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 87 13 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 87 14 keep keep VB work_bphzkrtkbrcmjiaeqq2byxsoom 87 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 87 16 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 87 17 reasonably reasonably RB work_bphzkrtkbrcmjiaeqq2byxsoom 87 18 large large JJ work_bphzkrtkbrcmjiaeqq2byxsoom 87 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 87 20 smiling smile VBG work_bphzkrtkbrcmjiaeqq2byxsoom 87 21 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 87 22 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 87 23 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 87 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 87 25 mouth mouth NN work_bphzkrtkbrcmjiaeqq2byxsoom 87 26 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 87 27 relatively relatively RB work_bphzkrtkbrcmjiaeqq2byxsoom 87 28 closed close VBN work_bphzkrtkbrcmjiaeqq2byxsoom 87 29 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 87 30 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 87 31 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 87 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 88 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 88 2 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 88 3 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 88 4 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 88 5 identical identical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 88 6 lighting lighting NN work_bphzkrtkbrcmjiaeqq2byxsoom 88 7 conditions condition NNS work_bphzkrtkbrcmjiaeqq2byxsoom 88 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 88 9 nearly nearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 88 10 identical identical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 88 11 orientation orientation NN work_bphzkrtkbrcmjiaeqq2byxsoom 88 12 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 89 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 89 2 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 89 3 required require VBD work_bphzkrtkbrcmjiaeqq2byxsoom 89 4 some some DT work_bphzkrtkbrcmjiaeqq2byxsoom 89 5 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 89 6 preprocessing preprocessing NN work_bphzkrtkbrcmjiaeqq2byxsoom 89 7 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 89 8 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 89 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 89 10 slightly slightly RB work_bphzkrtkbrcmjiaeqq2byxsoom 89 11 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 89 12 quality quality NN work_bphzkrtkbrcmjiaeqq2byxsoom 89 13 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 90 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 90 2 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 90 3 contain contain VBP work_bphzkrtkbrcmjiaeqq2byxsoom 90 4 some some DT work_bphzkrtkbrcmjiaeqq2byxsoom 90 5 distracting distracting NN work_bphzkrtkbrcmjiaeqq2byxsoom 90 6 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 90 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 90 8 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 90 9 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 90 10 jewelry jewelry NN work_bphzkrtkbrcmjiaeqq2byxsoom 90 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 91 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 91 2 distributions distribution NNS work_bphzkrtkbrcmjiaeqq2byxsoom 91 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 91 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 91 5 raw raw JJ work_bphzkrtkbrcmjiaeqq2byxsoom 91 6 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 91 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 91 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 91 9 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 91 10 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 91 11 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 91 12 found find VBN work_bphzkrtkbrcmjiaeqq2byxsoom 91 13 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 91 14 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 91 15 too too RB work_bphzkrtkbrcmjiaeqq2byxsoom 91 16 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 91 17 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 91 18 combining combine VBG work_bphzkrtkbrcmjiaeqq2byxsoom 91 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 91 20 sets set NNS work_bphzkrtkbrcmjiaeqq2byxsoom 91 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 91 22 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 91 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 91 24 therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 91 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 91 26 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 91 27 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 91 28 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 91 29 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 91 30 conducted conduct VBN work_bphzkrtkbrcmjiaeqq2byxsoom 91 31 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 91 32 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 91 33 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 91 34 separately separately RB work_bphzkrtkbrcmjiaeqq2byxsoom 91 35 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 92 1 Dataset Dataset NNP work_bphzkrtkbrcmjiaeqq2byxsoom 92 2 # # NN work_bphzkrtkbrcmjiaeqq2byxsoom 92 3 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 92 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 92 5 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 92 6 contains contain VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 92 7 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 92 8 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 92 9 quality quality NN work_bphzkrtkbrcmjiaeqq2byxsoom 92 10 pictures picture NNS work_bphzkrtkbrcmjiaeqq2byxsoom 92 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 92 12 females female NNS work_bphzkrtkbrcmjiaeqq2byxsoom 92 13 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 92 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 92 15 preferred preferred JJ work_bphzkrtkbrcmjiaeqq2byxsoom 92 16 age age NN work_bphzkrtkbrcmjiaeqq2byxsoom 92 17 range range NN work_bphzkrtkbrcmjiaeqq2byxsoom 92 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 92 19 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 92 20 no no DT work_bphzkrtkbrcmjiaeqq2byxsoom 92 21 distracting distract VBG work_bphzkrtkbrcmjiaeqq2byxsoom 92 22 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 92 23 obscuring obscure VBG work_bphzkrtkbrcmjiaeqq2byxsoom 92 24 items item NNS work_bphzkrtkbrcmjiaeqq2byxsoom 92 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 92 26 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 92 27 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 92 28 main main JJ work_bphzkrtkbrcmjiaeqq2byxsoom 92 29 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 92 30 used use VBD work_bphzkrtkbrcmjiaeqq2byxsoom 92 31 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 93 1 Dataset Dataset NNP work_bphzkrtkbrcmjiaeqq2byxsoom 93 2 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 93 3 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 93 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 93 5 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 93 6 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 93 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 93 8 slightly slightly RB work_bphzkrtkbrcmjiaeqq2byxsoom 93 9 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 93 10 quality quality NN work_bphzkrtkbrcmjiaeqq2byxsoom 93 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 93 12 containing contain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 93 13 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 93 14 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 93 15 younger young JJR work_bphzkrtkbrcmjiaeqq2byxsoom 93 16 women woman NNS work_bphzkrtkbrcmjiaeqq2byxsoom 93 17 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 93 18 some some DT work_bphzkrtkbrcmjiaeqq2byxsoom 93 19 distracting distracting NN work_bphzkrtkbrcmjiaeqq2byxsoom 93 20 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 93 21 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 93 22 jewelry jewelry NN work_bphzkrtkbrcmjiaeqq2byxsoom 93 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 93 24 smiles smile VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 93 25 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 93 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 93 27 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 93 28 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 93 29 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 93 30 exploring explore VBG work_bphzkrtkbrcmjiaeqq2byxsoom 93 31 cross cross JJ work_bphzkrtkbrcmjiaeqq2byxsoom 93 32 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 93 33 cultural cultural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 93 34 consistency consistency NN work_bphzkrtkbrcmjiaeqq2byxsoom 93 35 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 93 36 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 93 37 judgement judgement NN work_bphzkrtkbrcmjiaeqq2byxsoom 93 38 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 93 39 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 93 40 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 93 41 main main JJ work_bphzkrtkbrcmjiaeqq2byxsoom 93 42 determinants determinant NNS work_bphzkrtkbrcmjiaeqq2byxsoom 93 43 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 94 1 Both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 94 2 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 94 3 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 94 4 converted convert VBN work_bphzkrtkbrcmjiaeqq2byxsoom 94 5 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 94 6 grayscale grayscale NNP work_bphzkrtkbrcmjiaeqq2byxsoom 94 7 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 94 8 lower lower VB work_bphzkrtkbrcmjiaeqq2byxsoom 94 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 94 10 dimension dimension NN work_bphzkrtkbrcmjiaeqq2byxsoom 94 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 94 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 94 13 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 94 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 94 15 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 94 16 simplify simplify VB work_bphzkrtkbrcmjiaeqq2byxsoom 94 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 94 18 computational computational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 94 19 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 94 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 95 1 11 11 CD work_bphzkrtkbrcmjiaeqq2byxsoom 95 2 2.2 2.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 95 3 Image Image NNP work_bphzkrtkbrcmjiaeqq2byxsoom 95 4 Ratings Ratings NNP work_bphzkrtkbrcmjiaeqq2byxsoom 95 5 2.2.1 2.2.1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 95 6 Rating Rating NNP work_bphzkrtkbrcmjiaeqq2byxsoom 95 7 Collection Collection NNP work_bphzkrtkbrcmjiaeqq2byxsoom 95 8 Dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 95 9 # # NNP work_bphzkrtkbrcmjiaeqq2byxsoom 95 10 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 95 11 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 95 12 received receive VBN work_bphzkrtkbrcmjiaeqq2byxsoom 95 13 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 95 14 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 95 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 95 16 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 95 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 95 18 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 95 19 check check VB work_bphzkrtkbrcmjiaeqq2byxsoom 95 20 consistency consistency NN work_bphzkrtkbrcmjiaeqq2byxsoom 95 21 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 95 22 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 95 23 across across IN work_bphzkrtkbrcmjiaeqq2byxsoom 95 24 cultures culture NNS work_bphzkrtkbrcmjiaeqq2byxsoom 95 25 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 95 26 collected collect VBD work_bphzkrtkbrcmjiaeqq2byxsoom 95 27 new new JJ work_bphzkrtkbrcmjiaeqq2byxsoom 95 28 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 95 29 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 95 30 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 95 31 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 95 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 96 1 To to TO work_bphzkrtkbrcmjiaeqq2byxsoom 96 2 facilitate facilitate VB work_bphzkrtkbrcmjiaeqq2byxsoom 96 3 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 96 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 96 5 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 96 6 procedure procedure NN work_bphzkrtkbrcmjiaeqq2byxsoom 96 7 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 96 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 96 9 collection collection NN work_bphzkrtkbrcmjiaeqq2byxsoom 96 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 96 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 96 12 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 96 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 96 14 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 96 15 created create VBD work_bphzkrtkbrcmjiaeqq2byxsoom 96 16 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 96 17 interactive interactive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 96 18 html- html- NN work_bphzkrtkbrcmjiaeqq2byxsoom 96 19 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 96 20 application application NN work_bphzkrtkbrcmjiaeqq2byxsoom 96 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 96 22 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 96 23 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 96 24 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 96 25 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 96 26 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 96 27 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 96 28 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 96 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 97 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 97 2 provided provide VBD work_bphzkrtkbrcmjiaeqq2byxsoom 97 3 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 97 4 simple simple JJ work_bphzkrtkbrcmjiaeqq2byxsoom 97 5 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 97 6 procedure procedure NN work_bphzkrtkbrcmjiaeqq2byxsoom 97 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 97 8 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 97 9 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 97 10 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 97 11 participants participant NNS work_bphzkrtkbrcmjiaeqq2byxsoom 97 12 received receive VBD work_bphzkrtkbrcmjiaeqq2byxsoom 97 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 97 14 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 97 15 instructions instruction NNS work_bphzkrtkbrcmjiaeqq2byxsoom 97 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 97 17 used use VBD work_bphzkrtkbrcmjiaeqq2byxsoom 97 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 97 19 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 97 20 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 97 21 process process NN work_bphzkrtkbrcmjiaeqq2byxsoom 97 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 98 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 98 2 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 98 3 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 98 4 asked ask VBN work_bphzkrtkbrcmjiaeqq2byxsoom 98 5 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 98 6 first first RB work_bphzkrtkbrcmjiaeqq2byxsoom 98 7 scan scan VB work_bphzkrtkbrcmjiaeqq2byxsoom 98 8 through through IN work_bphzkrtkbrcmjiaeqq2byxsoom 98 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 98 10 entire entire JJ work_bphzkrtkbrcmjiaeqq2byxsoom 98 11 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 98 12 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 98 13 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 98 14 grayscale grayscale NNP work_bphzkrtkbrcmjiaeqq2byxsoom 98 15 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 98 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 98 17 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 98 18 obtain obtain VB work_bphzkrtkbrcmjiaeqq2byxsoom 98 19 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 98 20 general general JJ work_bphzkrtkbrcmjiaeqq2byxsoom 98 21 notion notion NN work_bphzkrtkbrcmjiaeqq2byxsoom 98 22 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 98 23 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 98 24 relative relative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 98 25 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 98 26 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 98 27 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 98 28 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 98 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 98 30 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 98 31 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 98 32 then then RB work_bphzkrtkbrcmjiaeqq2byxsoom 98 33 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 98 34 proceed proceed VB work_bphzkrtkbrcmjiaeqq2byxsoom 98 35 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 98 36 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 98 37 actual actual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 98 38 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 98 39 stage stage NN work_bphzkrtkbrcmjiaeqq2byxsoom 98 40 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 99 1 They -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 99 2 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 99 3 instructed instruct VBN work_bphzkrtkbrcmjiaeqq2byxsoom 99 4 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 99 5 use use VB work_bphzkrtkbrcmjiaeqq2byxsoom 99 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 99 7 entire entire JJ work_bphzkrtkbrcmjiaeqq2byxsoom 99 8 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 99 9 scale scale NN work_bphzkrtkbrcmjiaeqq2byxsoom 99 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 99 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 99 12 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 99 13 consider consider VB work_bphzkrtkbrcmjiaeqq2byxsoom 99 14 only only JJ work_bphzkrtkbrcmjiaeqq2byxsoom 99 15 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 99 16 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 99 17 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 99 18 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 99 19 evaluation evaluation NN work_bphzkrtkbrcmjiaeqq2byxsoom 99 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 100 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 100 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 100 3 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 100 4 stage stage NN work_bphzkrtkbrcmjiaeqq2byxsoom 100 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 100 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 100 7 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 100 8 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 100 9 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 100 10 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 100 11 random random JJ work_bphzkrtkbrcmjiaeqq2byxsoom 100 12 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 100 13 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 100 14 eliminate eliminate VB work_bphzkrtkbrcmjiaeqq2byxsoom 100 15 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 100 16 effects effect NNS work_bphzkrtkbrcmjiaeqq2byxsoom 100 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 100 18 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 100 19 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 100 20 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 100 21 separate separate JJ work_bphzkrtkbrcmjiaeqq2byxsoom 100 22 page page NN work_bphzkrtkbrcmjiaeqq2byxsoom 100 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 101 1 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 101 2 rater rater NN work_bphzkrtkbrcmjiaeqq2byxsoom 101 3 could could MD work_bphzkrtkbrcmjiaeqq2byxsoom 101 4 look look VB work_bphzkrtkbrcmjiaeqq2byxsoom 101 5 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 101 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 101 7 picture picture NN work_bphzkrtkbrcmjiaeqq2byxsoom 101 8 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 101 9 as as RB work_bphzkrtkbrcmjiaeqq2byxsoom 101 10 long long RB work_bphzkrtkbrcmjiaeqq2byxsoom 101 11 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 101 12 he -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 101 13 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 101 14 she -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 101 15 liked like VBD work_bphzkrtkbrcmjiaeqq2byxsoom 101 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 101 17 then then RB work_bphzkrtkbrcmjiaeqq2byxsoom 101 18 score score VB work_bphzkrtkbrcmjiaeqq2byxsoom 101 19 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 101 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 102 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 102 2 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 102 3 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 102 4 free free JJ work_bphzkrtkbrcmjiaeqq2byxsoom 102 5 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 102 6 return return VB work_bphzkrtkbrcmjiaeqq2byxsoom 102 7 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 102 8 pictures picture NNS work_bphzkrtkbrcmjiaeqq2byxsoom 102 9 they -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 102 10 had have VBD work_bphzkrtkbrcmjiaeqq2byxsoom 102 11 already already RB work_bphzkrtkbrcmjiaeqq2byxsoom 102 12 seen see VBN work_bphzkrtkbrcmjiaeqq2byxsoom 102 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 102 14 adjust adjust VB work_bphzkrtkbrcmjiaeqq2byxsoom 102 15 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 102 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 102 17 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 103 1 Images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 103 2 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 103 3 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 103 4 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 103 5 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 103 6 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 103 7 rated rate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 103 8 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 103 9 28 28 CD work_bphzkrtkbrcmjiaeqq2byxsoom 103 10 observers observer NNS work_bphzkrtkbrcmjiaeqq2byxsoom 103 11 - - : work_bphzkrtkbrcmjiaeqq2byxsoom 103 12 15 15 CD work_bphzkrtkbrcmjiaeqq2byxsoom 103 13 male male NN work_bphzkrtkbrcmjiaeqq2byxsoom 103 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 103 15 13 13 CD work_bphzkrtkbrcmjiaeqq2byxsoom 103 16 female female NN work_bphzkrtkbrcmjiaeqq2byxsoom 103 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 103 18 most most JJS work_bphzkrtkbrcmjiaeqq2byxsoom 103 19 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 103 20 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 103 21 twenties twenty NNS work_bphzkrtkbrcmjiaeqq2byxsoom 103 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 104 1 For for IN work_bphzkrtkbrcmjiaeqq2byxsoom 104 2 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 104 3 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 104 4 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 104 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 104 6 18 18 CD work_bphzkrtkbrcmjiaeqq2byxsoom 104 7 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 104 8 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 104 9 collected collect VBN work_bphzkrtkbrcmjiaeqq2byxsoom 104 10 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 104 11 10 10 CD work_bphzkrtkbrcmjiaeqq2byxsoom 104 12 male male NN work_bphzkrtkbrcmjiaeqq2byxsoom 104 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 104 14 8 8 CD work_bphzkrtkbrcmjiaeqq2byxsoom 104 15 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 104 16 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 104 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 104 18 similar similar JJ work_bphzkrtkbrcmjiaeqq2byxsoom 104 19 age age NN work_bphzkrtkbrcmjiaeqq2byxsoom 104 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 105 1 Each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 105 2 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 105 3 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 105 4 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 105 5 rated rate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 105 6 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 105 7 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 105 8 discrete discrete JJ work_bphzkrtkbrcmjiaeqq2byxsoom 105 9 integer integer NN work_bphzkrtkbrcmjiaeqq2byxsoom 105 10 scale scale NN work_bphzkrtkbrcmjiaeqq2byxsoom 105 11 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 105 12 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 105 13 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 105 14 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 105 15 unattractive unattractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 105 16 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 105 17 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 105 18 7 7 CD work_bphzkrtkbrcmjiaeqq2byxsoom 105 19 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 105 20 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 105 21 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 105 22 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 105 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 106 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 106 2 final final JJ work_bphzkrtkbrcmjiaeqq2byxsoom 106 3 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 106 4 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 106 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 106 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 106 7 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 106 8 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 106 9 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 106 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 106 11 mean mean NN work_bphzkrtkbrcmjiaeqq2byxsoom 106 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 106 13 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 106 14 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 106 15 across across IN work_bphzkrtkbrcmjiaeqq2byxsoom 106 16 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 106 17 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 106 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 107 1 12 12 CD work_bphzkrtkbrcmjiaeqq2byxsoom 107 2 2.2.2 2.2.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 107 3 Rating rate VBG work_bphzkrtkbrcmjiaeqq2byxsoom 107 4 Analysis Analysis NNP work_bphzkrtkbrcmjiaeqq2byxsoom 107 5 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 107 6 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 107 7 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 107 8 verify verify VB work_bphzkrtkbrcmjiaeqq2byxsoom 107 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 107 10 adequacy adequacy NN work_bphzkrtkbrcmjiaeqq2byxsoom 107 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 107 12 consistency consistency NN work_bphzkrtkbrcmjiaeqq2byxsoom 107 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 107 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 107 15 collected collect VBN work_bphzkrtkbrcmjiaeqq2byxsoom 107 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 107 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 107 18 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 107 19 examined examine VBD work_bphzkrtkbrcmjiaeqq2byxsoom 107 20 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 107 21 following follow VBG work_bphzkrtkbrcmjiaeqq2byxsoom 107 22 properties property NNS work_bphzkrtkbrcmjiaeqq2byxsoom 107 23 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 107 24 • • NNP work_bphzkrtkbrcmjiaeqq2byxsoom 107 25 Consistency consistency NN work_bphzkrtkbrcmjiaeqq2byxsoom 107 26 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 107 27 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 107 28 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 107 29 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 107 30 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 107 31 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 107 32 randomly randomly RB work_bphzkrtkbrcmjiaeqq2byxsoom 107 33 divided divide VBN work_bphzkrtkbrcmjiaeqq2byxsoom 107 34 into into IN work_bphzkrtkbrcmjiaeqq2byxsoom 107 35 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 107 36 groups group NNS work_bphzkrtkbrcmjiaeqq2byxsoom 107 37 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 108 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 108 2 calculated calculate VBD work_bphzkrtkbrcmjiaeqq2byxsoom 108 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 108 4 mean mean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 108 5 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 108 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 108 7 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 108 8 group group NN work_bphzkrtkbrcmjiaeqq2byxsoom 108 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 108 10 checked check VBD work_bphzkrtkbrcmjiaeqq2byxsoom 108 11 consistency consistency NN work_bphzkrtkbrcmjiaeqq2byxsoom 108 12 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 108 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 108 14 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 108 15 mean mean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 108 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 108 17 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 109 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 109 2 procedure procedure NN work_bphzkrtkbrcmjiaeqq2byxsoom 109 3 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 109 4 repeated repeat VBN work_bphzkrtkbrcmjiaeqq2byxsoom 109 5 numerous numerous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 109 6 times time NNS work_bphzkrtkbrcmjiaeqq2byxsoom 109 7 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 109 8 consistently consistently RB work_bphzkrtkbrcmjiaeqq2byxsoom 109 9 showed show VBD work_bphzkrtkbrcmjiaeqq2byxsoom 109 10 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 109 11 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 109 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 109 13 0.9 0.9 CD work_bphzkrtkbrcmjiaeqq2byxsoom 109 14 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 109 15 0.95 0.95 CD work_bphzkrtkbrcmjiaeqq2byxsoom 109 16 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 109 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 109 18 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 109 19 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 109 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 109 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 109 22 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 109 23 groups group NNS work_bphzkrtkbrcmjiaeqq2byxsoom 109 24 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 109 25 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 109 26 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 109 27 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 109 28 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 109 29 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 109 30 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 109 31 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 109 32 0.88 0.88 CD work_bphzkrtkbrcmjiaeqq2byxsoom 109 33 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 109 34 0.92 0.92 CD work_bphzkrtkbrcmjiaeqq2byxsoom 109 35 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 109 36 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 109 37 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 109 38 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 109 39 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 110 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 110 2 mean mean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 110 3 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 110 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 110 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 110 6 groups group NNS work_bphzkrtkbrcmjiaeqq2byxsoom 110 7 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 110 8 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 110 9 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 110 10 similar similar JJ work_bphzkrtkbrcmjiaeqq2byxsoom 110 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 110 12 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 110 13 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 110 14 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 110 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 110 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 110 17 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 110 18 t t NN work_bphzkrtkbrcmjiaeqq2byxsoom 110 19 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 110 20 test test NN work_bphzkrtkbrcmjiaeqq2byxsoom 110 21 confirmed confirm VBD work_bphzkrtkbrcmjiaeqq2byxsoom 110 22 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 110 23 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 110 24 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 110 25 means mean VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 110 26 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 110 27 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 110 28 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 110 29 groups group NNS work_bphzkrtkbrcmjiaeqq2byxsoom 110 30 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 110 31 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 110 32 statistically statistically RB work_bphzkrtkbrcmjiaeqq2byxsoom 110 33 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 110 34 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 111 1 • • NNP work_bphzkrtkbrcmjiaeqq2byxsoom 111 2 Clustering cluster VBG work_bphzkrtkbrcmjiaeqq2byxsoom 111 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 111 4 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 111 5 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 111 6 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 111 7 theory theory NN work_bphzkrtkbrcmjiaeqq2byxsoom 111 8 underlying underlie VBG work_bphzkrtkbrcmjiaeqq2byxsoom 111 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 111 10 project project NN work_bphzkrtkbrcmjiaeqq2byxsoom 111 11 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 111 12 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 111 13 individuals individual NNS work_bphzkrtkbrcmjiaeqq2byxsoom 111 14 rate rate VBP work_bphzkrtkbrcmjiaeqq2byxsoom 111 15 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 111 16 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 111 17 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 111 18 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 111 19 similar similar JJ work_bphzkrtkbrcmjiaeqq2byxsoom 111 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 111 21 universal universal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 111 22 standards standard NNS work_bphzkrtkbrcmjiaeqq2byxsoom 111 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 112 1 Therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 112 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 112 3 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 112 4 assumption assumption NN work_bphzkrtkbrcmjiaeqq2byxsoom 112 5 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 112 6 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 112 7 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 112 8 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 112 9 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 112 10 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 112 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 112 12 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 112 13 distribution distribution NN work_bphzkrtkbrcmjiaeqq2byxsoom 112 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 113 1 Indeed indeed RB work_bphzkrtkbrcmjiaeqq2byxsoom 113 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 113 3 clustering cluster VBG work_bphzkrtkbrcmjiaeqq2byxsoom 113 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 113 5 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 113 6 produced produce VBD work_bphzkrtkbrcmjiaeqq2byxsoom 113 7 no no DT work_bphzkrtkbrcmjiaeqq2byxsoom 113 8 apparent apparent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 113 9 grouping grouping NN work_bphzkrtkbrcmjiaeqq2byxsoom 113 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 114 1 Specifically specifically RB work_bphzkrtkbrcmjiaeqq2byxsoom 114 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 114 3 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 114 4 chi chi JJ work_bphzkrtkbrcmjiaeqq2byxsoom 114 5 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 114 6 square square JJ work_bphzkrtkbrcmjiaeqq2byxsoom 114 7 test test NN work_bphzkrtkbrcmjiaeqq2byxsoom 114 8 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 114 9 compared compare VBD work_bphzkrtkbrcmjiaeqq2byxsoom 114 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 114 11 distribution distribution NN work_bphzkrtkbrcmjiaeqq2byxsoom 114 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 114 13 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 114 14 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 114 15 male male NN work_bphzkrtkbrcmjiaeqq2byxsoom 114 16 versus versus IN work_bphzkrtkbrcmjiaeqq2byxsoom 114 17 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 114 18 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 114 19 showed show VBD work_bphzkrtkbrcmjiaeqq2byxsoom 114 20 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 114 21 there there EX work_bphzkrtkbrcmjiaeqq2byxsoom 114 22 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 114 23 no no DT work_bphzkrtkbrcmjiaeqq2byxsoom 114 24 statistically statistically RB work_bphzkrtkbrcmjiaeqq2byxsoom 114 25 significant significant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 114 26 differences difference NNS work_bphzkrtkbrcmjiaeqq2byxsoom 114 27 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 114 28 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 114 29 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 114 30 groups group NNS work_bphzkrtkbrcmjiaeqq2byxsoom 114 31 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 115 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 115 2 addition addition NN work_bphzkrtkbrcmjiaeqq2byxsoom 115 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 115 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 115 5 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 115 6 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 115 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 115 8 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 115 9 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 115 10 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 115 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 115 12 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 115 13 male male JJ work_bphzkrtkbrcmjiaeqq2byxsoom 115 14 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 115 15 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 115 16 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 115 17 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 115 18 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 115 19 0.92 0.92 CD work_bphzkrtkbrcmjiaeqq2byxsoom 115 20 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 115 21 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 115 22 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 115 23 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 115 24 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 115 25 0.88 0.88 CD work_bphzkrtkbrcmjiaeqq2byxsoom 115 26 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 115 27 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 115 28 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 115 29 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 115 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 116 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 116 2 means mean NNS work_bphzkrtkbrcmjiaeqq2byxsoom 116 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 116 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 116 5 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 116 6 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 116 7 male male JJ work_bphzkrtkbrcmjiaeqq2byxsoom 116 8 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 116 9 13 13 CD work_bphzkrtkbrcmjiaeqq2byxsoom 116 10 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 116 11 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 116 12 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 116 13 similar similar JJ work_bphzkrtkbrcmjiaeqq2byxsoom 116 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 116 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 116 16 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 116 17 t t NN work_bphzkrtkbrcmjiaeqq2byxsoom 116 18 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 116 19 test test NN work_bphzkrtkbrcmjiaeqq2byxsoom 116 20 confirmed confirm VBD work_bphzkrtkbrcmjiaeqq2byxsoom 116 21 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 116 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 116 23 means mean NNS work_bphzkrtkbrcmjiaeqq2byxsoom 116 24 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 116 25 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 116 26 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 116 27 groups group NNS work_bphzkrtkbrcmjiaeqq2byxsoom 116 28 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 116 29 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 116 30 statistically statistically RB work_bphzkrtkbrcmjiaeqq2byxsoom 116 31 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 116 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 117 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 117 2 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 117 3 show show VBP work_bphzkrtkbrcmjiaeqq2byxsoom 117 4 no no DT work_bphzkrtkbrcmjiaeqq2byxsoom 117 5 effect effect NN work_bphzkrtkbrcmjiaeqq2byxsoom 117 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 117 7 observer observer NN work_bphzkrtkbrcmjiaeqq2byxsoom 117 8 gender gender NN work_bphzkrtkbrcmjiaeqq2byxsoom 117 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 118 1 An an DT work_bphzkrtkbrcmjiaeqq2byxsoom 118 2 analysis analysis NN work_bphzkrtkbrcmjiaeqq2byxsoom 118 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 118 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 118 5 original original JJ work_bphzkrtkbrcmjiaeqq2byxsoom 118 6 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 118 7 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 118 8 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 118 9 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 118 10 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 118 11 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 118 12 collected collect VBN work_bphzkrtkbrcmjiaeqq2byxsoom 118 13 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 118 14 Austrian austrian JJ work_bphzkrtkbrcmjiaeqq2byxsoom 118 15 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 118 16 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 118 17 vs. vs. IN work_bphzkrtkbrcmjiaeqq2byxsoom 118 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 118 19 new new JJ work_bphzkrtkbrcmjiaeqq2byxsoom 118 20 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 118 21 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 118 22 collected collect VBN work_bphzkrtkbrcmjiaeqq2byxsoom 118 23 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 118 24 Israeli israeli JJ work_bphzkrtkbrcmjiaeqq2byxsoom 118 25 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 118 26 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 118 27 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 118 28 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 118 29 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 118 30 similarity similarity NN work_bphzkrtkbrcmjiaeqq2byxsoom 118 31 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 118 32 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 118 33 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 118 34 rated rate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 118 35 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 118 36 most most JJS work_bphzkrtkbrcmjiaeqq2byxsoom 118 37 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 118 38 least least RBS work_bphzkrtkbrcmjiaeqq2byxsoom 118 39 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 118 40 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 119 1 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 119 2 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 119 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 119 4 0.82 0.82 CD work_bphzkrtkbrcmjiaeqq2byxsoom 119 5 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 119 6 found find VBN work_bphzkrtkbrcmjiaeqq2byxsoom 119 7 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 119 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 119 9 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 119 10 sets set NNS work_bphzkrtkbrcmjiaeqq2byxsoom 119 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 119 12 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 119 13 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 120 1 These these DT work_bphzkrtkbrcmjiaeqq2byxsoom 120 2 findings finding NNS work_bphzkrtkbrcmjiaeqq2byxsoom 120 3 strongly strongly RB work_bphzkrtkbrcmjiaeqq2byxsoom 120 4 reinforce reinforce VBP work_bphzkrtkbrcmjiaeqq2byxsoom 120 5 previous previous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 120 6 reports report NNS work_bphzkrtkbrcmjiaeqq2byxsoom 120 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 120 8 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 120 9 cross cross JJ work_bphzkrtkbrcmjiaeqq2byxsoom 120 10 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 120 11 cultural cultural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 120 12 agreement agreement NN work_bphzkrtkbrcmjiaeqq2byxsoom 120 13 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 120 14 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 120 15 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 120 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 121 1 14 14 CD work_bphzkrtkbrcmjiaeqq2byxsoom 121 2 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 121 3 Face Face NNP work_bphzkrtkbrcmjiaeqq2byxsoom 121 4 Representation Representation NNP work_bphzkrtkbrcmjiaeqq2byxsoom 121 5 Numerous numerous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 121 6 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 121 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 121 8 various various JJ work_bphzkrtkbrcmjiaeqq2byxsoom 121 9 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 121 10 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 121 11 processing processing NN work_bphzkrtkbrcmjiaeqq2byxsoom 121 12 tasks task NNS work_bphzkrtkbrcmjiaeqq2byxsoom 121 13 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 121 14 e.g. e.g. RB work_bphzkrtkbrcmjiaeqq2byxsoom 122 1 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 122 2 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 122 3 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 122 4 detection detection NN work_bphzkrtkbrcmjiaeqq2byxsoom 122 5 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 122 6 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 122 7 experimented experiment VBN work_bphzkrtkbrcmjiaeqq2byxsoom 122 8 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 122 9 various various JJ work_bphzkrtkbrcmjiaeqq2byxsoom 122 10 ways way NNS work_bphzkrtkbrcmjiaeqq2byxsoom 122 11 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 122 12 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 122 13 specify specify VB work_bphzkrtkbrcmjiaeqq2byxsoom 122 14 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 122 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 122 16 physical physical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 122 17 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 122 18 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 122 19 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 122 20 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 122 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 123 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 123 2 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 123 3 approaches approach NNS work_bphzkrtkbrcmjiaeqq2byxsoom 123 4 tried try VBD work_bphzkrtkbrcmjiaeqq2byxsoom 123 5 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 123 6 demonstrated demonstrate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 123 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 123 8 importance importance NN work_bphzkrtkbrcmjiaeqq2byxsoom 123 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 123 10 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 123 11 broad broad JJ work_bphzkrtkbrcmjiaeqq2byxsoom 123 12 range range NN work_bphzkrtkbrcmjiaeqq2byxsoom 123 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 123 14 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 123 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 123 16 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 123 17 intensity intensity NN work_bphzkrtkbrcmjiaeqq2byxsoom 123 18 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 123 19 cues cue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 123 20 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 123 21 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 123 22 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 123 23 Langton Langton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 123 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 123 25 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 123 26 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 123 27 Burton Burton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 123 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 123 29 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 123 30 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 123 31 Dench Dench NNP work_bphzkrtkbrcmjiaeqq2byxsoom 123 32 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 123 33 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 123 34 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 123 35 Valentine Valentine NNP work_bphzkrtkbrcmjiaeqq2byxsoom 123 36 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 123 37 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 123 38 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 123 39 1986 1986 CD work_bphzkrtkbrcmjiaeqq2byxsoom 123 40 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 123 41 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 124 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 124 2 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 124 3 frequently frequently RB work_bphzkrtkbrcmjiaeqq2byxsoom 124 4 encountered encounter VBN work_bphzkrtkbrcmjiaeqq2byxsoom 124 5 distinction distinction NN work_bphzkrtkbrcmjiaeqq2byxsoom 124 6 regarding regard VBG work_bphzkrtkbrcmjiaeqq2byxsoom 124 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 124 8 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 124 9 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 124 10 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 124 11 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 124 12 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 124 13 qualitative qualitative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 124 14 one one NN work_bphzkrtkbrcmjiaeqq2byxsoom 124 15 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 124 16 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 124 17 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 124 18 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 124 19 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 124 20 configurational configurational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 124 21 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 124 22 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 124 23 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 124 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 124 25 i.e. i.e. FW work_bphzkrtkbrcmjiaeqq2byxsoom 125 1 discrete discrete JJ work_bphzkrtkbrcmjiaeqq2byxsoom 125 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 125 3 local local JJ work_bphzkrtkbrcmjiaeqq2byxsoom 125 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 125 5 featural featural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 125 6 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 125 7 vs. vs. IN work_bphzkrtkbrcmjiaeqq2byxsoom 125 8 spatial spatial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 125 9 interrelationship interrelationship NN work_bphzkrtkbrcmjiaeqq2byxsoom 125 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 125 11 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 125 12 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 125 13 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 126 1 Studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 126 2 suggest suggest VBP work_bphzkrtkbrcmjiaeqq2byxsoom 126 3 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 126 4 humans human NNS work_bphzkrtkbrcmjiaeqq2byxsoom 126 5 perceive perceive VBP work_bphzkrtkbrcmjiaeqq2byxsoom 126 6 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 126 7 holistically holistically RB work_bphzkrtkbrcmjiaeqq2byxsoom 126 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 126 9 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 126 10 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 126 11 individual individual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 126 12 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 126 13 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 126 14 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 126 15 Baenninger Baenninger NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 126 17 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 126 18 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 126 19 Haig Haig NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 126 21 1984 1984 CD work_bphzkrtkbrcmjiaeqq2byxsoom 126 22 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 126 23 Young Young NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 126 25 Hellawell Hellawell NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 26 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 126 27 Hay Hay NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 126 29 1989 1989 CD work_bphzkrtkbrcmjiaeqq2byxsoom 126 30 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 126 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 126 32 yet yet CC work_bphzkrtkbrcmjiaeqq2byxsoom 126 33 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 126 34 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 126 35 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 126 36 representations representation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 126 37 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 126 38 demonstrated demonstrate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 126 39 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 126 40 importance importance NN work_bphzkrtkbrcmjiaeqq2byxsoom 126 41 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 126 42 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 126 43 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 126 44 discriminative discriminative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 126 45 tasks task NNS work_bphzkrtkbrcmjiaeqq2byxsoom 126 46 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 126 47 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 48 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 126 49 Young Young NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 50 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 126 51 1986 1986 CD work_bphzkrtkbrcmjiaeqq2byxsoom 126 52 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 126 53 Moghaddam Moghaddam NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 54 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 126 55 Pentland Pentland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 126 56 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 126 57 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 126 58 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 126 59 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 127 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 127 2 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 127 3 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 127 4 particularly particularly RB work_bphzkrtkbrcmjiaeqq2byxsoom 127 5 reasonable reasonable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 127 6 assumption assumption NN work_bphzkrtkbrcmjiaeqq2byxsoom 127 7 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 127 8 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 127 9 judgement judgement NN work_bphzkrtkbrcmjiaeqq2byxsoom 127 10 tasks task NNS work_bphzkrtkbrcmjiaeqq2byxsoom 127 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 127 12 given give VBN work_bphzkrtkbrcmjiaeqq2byxsoom 127 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 127 14 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 127 15 found find VBN work_bphzkrtkbrcmjiaeqq2byxsoom 127 16 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 127 17 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 127 18 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 127 19 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 127 20 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 127 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 128 1 Our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 128 2 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 128 3 uses use VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 128 4 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 128 5 kinds kind NNS work_bphzkrtkbrcmjiaeqq2byxsoom 128 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 128 7 representations representation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 128 8 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 129 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 129 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 129 3 configurational configurational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 129 4 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 129 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 129 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 129 7 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 129 8 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 129 9 represented represent VBN work_bphzkrtkbrcmjiaeqq2byxsoom 129 10 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 129 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 129 12 raw raw NNP work_bphzkrtkbrcmjiaeqq2byxsoom 129 13 grayscale grayscale NNP work_bphzkrtkbrcmjiaeqq2byxsoom 129 14 pixel pixel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 129 15 values value NNS work_bphzkrtkbrcmjiaeqq2byxsoom 129 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 129 17 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 129 18 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 129 19 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 129 20 relevant relevant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 129 21 factors factor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 129 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 129 23 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 129 24 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 129 25 texture texture NN work_bphzkrtkbrcmjiaeqq2byxsoom 129 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 129 27 shading shading NN work_bphzkrtkbrcmjiaeqq2byxsoom 129 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 129 29 pigmentation pigmentation NN work_bphzkrtkbrcmjiaeqq2byxsoom 129 30 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 129 31 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 129 32 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 129 33 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 129 34 implicitly implicitly RB work_bphzkrtkbrcmjiaeqq2byxsoom 129 35 coded code VBN work_bphzkrtkbrcmjiaeqq2byxsoom 129 36 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 129 37 though though IN work_bphzkrtkbrcmjiaeqq2byxsoom 129 38 difficult difficult JJ work_bphzkrtkbrcmjiaeqq2byxsoom 129 39 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 129 40 extract extract VB work_bphzkrtkbrcmjiaeqq2byxsoom 129 41 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 129 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 130 1 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 130 2 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 130 3 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 130 4 represented represent VBN work_bphzkrtkbrcmjiaeqq2byxsoom 130 5 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 130 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 130 7 vector vector NN work_bphzkrtkbrcmjiaeqq2byxsoom 130 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 130 9 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 130 10 values value NNS work_bphzkrtkbrcmjiaeqq2byxsoom 130 11 created create VBN work_bphzkrtkbrcmjiaeqq2byxsoom 130 12 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 130 13 concatenating concatenate VBG work_bphzkrtkbrcmjiaeqq2byxsoom 130 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 130 15 rows row NNS work_bphzkrtkbrcmjiaeqq2byxsoom 130 16 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 130 17 15 15 CD work_bphzkrtkbrcmjiaeqq2byxsoom 130 18 columns column NNS work_bphzkrtkbrcmjiaeqq2byxsoom 130 19 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 130 20 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 130 21 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 130 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 131 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 131 2 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 131 3 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 131 4 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 131 5 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 131 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 131 7 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 131 8 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 131 9 will will MD work_bphzkrtkbrcmjiaeqq2byxsoom 131 10 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 131 11 referred refer VBN work_bphzkrtkbrcmjiaeqq2byxsoom 131 12 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 131 13 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 131 14 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 131 15 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 131 16 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 131 17 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 131 18 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 131 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 132 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 132 2 featural featural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 132 3 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 132 4 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 132 5 motivated motivate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 132 6 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 132 7 arguments argument NNS work_bphzkrtkbrcmjiaeqq2byxsoom 132 8 tying tie VBG work_bphzkrtkbrcmjiaeqq2byxsoom 132 9 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 132 10 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 132 11 ideal ideal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 132 12 proportions proportion NNS work_bphzkrtkbrcmjiaeqq2byxsoom 132 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 132 14 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 132 15 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 132 16 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 132 17 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 132 18 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 132 19 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 132 20 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 132 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 132 22 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 132 23 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 132 24 lips lip NNS work_bphzkrtkbrcmjiaeqq2byxsoom 132 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 132 26 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 132 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 132 28 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 132 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 132 30 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 132 31 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 132 32 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 132 33 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 132 34 lip lip NN work_bphzkrtkbrcmjiaeqq2byxsoom 132 35 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 132 36 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 132 37 chin chin NN work_bphzkrtkbrcmjiaeqq2byxsoom 132 38 etc etc FW work_bphzkrtkbrcmjiaeqq2byxsoom 132 39 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 133 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 133 2 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 133 3 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 133 4 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 133 5 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 133 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 133 7 manual manual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 133 8 measurement measurement NN work_bphzkrtkbrcmjiaeqq2byxsoom 133 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 133 10 37 37 CD work_bphzkrtkbrcmjiaeqq2byxsoom 133 11 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 133 12 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 133 13 distances distance NNS work_bphzkrtkbrcmjiaeqq2byxsoom 133 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 133 15 ratios ratio NNS work_bphzkrtkbrcmjiaeqq2byxsoom 133 16 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 133 17 reflect reflect VBP work_bphzkrtkbrcmjiaeqq2byxsoom 133 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 133 19 geometry geometry NN work_bphzkrtkbrcmjiaeqq2byxsoom 133 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 133 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 133 22 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 133 23 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 133 24 e.g. e.g. RB work_bphzkrtkbrcmjiaeqq2byxsoom 134 1 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 134 2 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 134 3 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 134 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 134 5 mouth mouth NN work_bphzkrtkbrcmjiaeqq2byxsoom 134 6 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 134 7 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 134 8 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 134 9 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 134 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 135 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 135 2 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 135 3 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 135 4 points point NNS work_bphzkrtkbrcmjiaeqq2byxsoom 135 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 135 6 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 135 7 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 135 8 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 135 9 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 135 10 distances distance NNS work_bphzkrtkbrcmjiaeqq2byxsoom 135 11 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 135 12 defined define VBN work_bphzkrtkbrcmjiaeqq2byxsoom 135 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 135 14 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 135 15 displayed display VBN work_bphzkrtkbrcmjiaeqq2byxsoom 135 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 135 17 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 135 18 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 135 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 136 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 136 2 full full JJ work_bphzkrtkbrcmjiaeqq2byxsoom 136 3 list list NN work_bphzkrtkbrcmjiaeqq2byxsoom 136 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 136 5 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 136 6 measurements measurement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 136 7 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 136 8 given give VBN work_bphzkrtkbrcmjiaeqq2byxsoom 136 9 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 136 10 Appendix Appendix NNP work_bphzkrtkbrcmjiaeqq2byxsoom 136 11 A A NNP work_bphzkrtkbrcmjiaeqq2byxsoom 136 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 136 13 along along IN work_bphzkrtkbrcmjiaeqq2byxsoom 136 14 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 136 15 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 136 16 calculation calculation NN work_bphzkrtkbrcmjiaeqq2byxsoom 136 17 method method NN work_bphzkrtkbrcmjiaeqq2byxsoom 136 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 137 1 All all DT work_bphzkrtkbrcmjiaeqq2byxsoom 137 2 raw raw JJ work_bphzkrtkbrcmjiaeqq2byxsoom 137 3 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 137 4 measurements measurement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 137 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 137 6 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 137 7 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 137 8 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 137 9 units unit NNS work_bphzkrtkbrcmjiaeqq2byxsoom 137 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 137 11 pixels pixel NNS work_bphzkrtkbrcmjiaeqq2byxsoom 137 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 137 13 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 137 14 normalized normalize VBN work_bphzkrtkbrcmjiaeqq2byxsoom 137 15 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 137 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 137 17 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 137 18 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 137 19 pupils pupil NNS work_bphzkrtkbrcmjiaeqq2byxsoom 137 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 137 21 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 137 22 serves serve VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 137 23 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 137 24 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 137 25 robust robust JJ work_bphzkrtkbrcmjiaeqq2byxsoom 137 26 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 137 27 accurate accurate JJ work_bphzkrtkbrcmjiaeqq2byxsoom 137 28 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 137 29 scale scale NN work_bphzkrtkbrcmjiaeqq2byxsoom 137 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 138 1 To to IN work_bphzkrtkbrcmjiaeqq2byxsoom 138 2 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 138 3 purely purely RB work_bphzkrtkbrcmjiaeqq2byxsoom 138 4 geometric geometric JJ work_bphzkrtkbrcmjiaeqq2byxsoom 138 5 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 138 6 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 138 7 added add VBD work_bphzkrtkbrcmjiaeqq2byxsoom 138 8 several several JJ work_bphzkrtkbrcmjiaeqq2byxsoom 138 9 non non JJ work_bphzkrtkbrcmjiaeqq2byxsoom 138 10 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 138 11 geometric geometric JJ work_bphzkrtkbrcmjiaeqq2byxsoom 138 12 ones one NNS work_bphzkrtkbrcmjiaeqq2byxsoom 138 13 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 138 14 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 138 15 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 138 16 color color NN work_bphzkrtkbrcmjiaeqq2byxsoom 138 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 138 18 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 138 19 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 138 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 138 21 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 138 22 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 138 23 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 138 24 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 138 25 estimate estimate NN work_bphzkrtkbrcmjiaeqq2byxsoom 138 26 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 138 27 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 138 28 smoothness smoothness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 138 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 139 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 139 2 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 139 3 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 139 4 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 139 5 measurement measurement NN work_bphzkrtkbrcmjiaeqq2byxsoom 139 6 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 139 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 139 8 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 139 9 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 139 10 will will MD work_bphzkrtkbrcmjiaeqq2byxsoom 139 11 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 139 12 referred refer VBN work_bphzkrtkbrcmjiaeqq2byxsoom 139 13 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 139 14 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 139 15 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 139 16 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 139 17 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 139 18 vector vector NN work_bphzkrtkbrcmjiaeqq2byxsoom 139 19 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 139 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 140 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 140 2 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 140 3 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 140 4 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 140 5 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 140 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 140 7 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 140 8 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 140 9 will will MD work_bphzkrtkbrcmjiaeqq2byxsoom 140 10 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 140 11 referred refer VBN work_bphzkrtkbrcmjiaeqq2byxsoom 140 12 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 140 13 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 140 14 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 140 15 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 140 16 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 140 17 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 140 18 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 140 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 141 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 141 2 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 141 3 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 141 4 Feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 141 5 landmarks landmark NNS work_bphzkrtkbrcmjiaeqq2byxsoom 141 6 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 141 7 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 141 8 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 141 9 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 141 10 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 141 11 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 141 12 16 16 CD work_bphzkrtkbrcmjiaeqq2byxsoom 141 13 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 141 14 Learning learn VBG work_bphzkrtkbrcmjiaeqq2byxsoom 141 15 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 141 16 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 141 17 turn turn VBP work_bphzkrtkbrcmjiaeqq2byxsoom 141 18 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 141 19 present present VB work_bphzkrtkbrcmjiaeqq2byxsoom 141 20 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 141 21 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 141 22 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 141 23 learning learn VBG work_bphzkrtkbrcmjiaeqq2byxsoom 141 24 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 141 25 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 141 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 141 27 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 141 28 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 141 29 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 141 30 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 141 31 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 141 32 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 141 33 respective respective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 141 34 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 141 35 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 141 36 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 142 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 142 2 learners learner NNS work_bphzkrtkbrcmjiaeqq2byxsoom 142 3 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 142 4 trained train VBN work_bphzkrtkbrcmjiaeqq2byxsoom 142 5 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 142 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 142 7 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 142 8 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 142 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 142 10 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 142 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 142 12 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 142 13 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 142 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 142 15 separately separately RB work_bphzkrtkbrcmjiaeqq2byxsoom 142 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 143 1 4.1 4.1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 143 2 Dimension Dimension NNP work_bphzkrtkbrcmjiaeqq2byxsoom 143 3 Reduction Reduction NNP work_bphzkrtkbrcmjiaeqq2byxsoom 143 4 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 143 5 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 143 6 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 143 7 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 143 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 143 9 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 143 10 extremely extremely RB work_bphzkrtkbrcmjiaeqq2byxsoom 143 11 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 143 12 dimension dimension NN work_bphzkrtkbrcmjiaeqq2byxsoom 143 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 143 14 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 143 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 143 16 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 143 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 143 18 100,000 100,000 CD work_bphzkrtkbrcmjiaeqq2byxsoom 143 19 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 143 20 equal equal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 143 21 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 143 22 image image VB work_bphzkrtkbrcmjiaeqq2byxsoom 143 23 resolution resolution NN work_bphzkrtkbrcmjiaeqq2byxsoom 143 24 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 143 25 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 144 1 Given give VBN work_bphzkrtkbrcmjiaeqq2byxsoom 144 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 144 3 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 144 4 dimensionality dimensionality NN work_bphzkrtkbrcmjiaeqq2byxsoom 144 5 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 144 6 redundancy redundancy NN work_bphzkrtkbrcmjiaeqq2byxsoom 144 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 144 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 144 9 visual visual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 144 10 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 144 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 144 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 144 13 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 144 14 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 144 15 underwent undergo VBD work_bphzkrtkbrcmjiaeqq2byxsoom 144 16 dimension dimension NN work_bphzkrtkbrcmjiaeqq2byxsoom 144 17 reduction reduction NN work_bphzkrtkbrcmjiaeqq2byxsoom 144 18 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 144 19 Principal Principal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 144 20 Component Component NNP work_bphzkrtkbrcmjiaeqq2byxsoom 144 21 Analysis Analysis NNP work_bphzkrtkbrcmjiaeqq2byxsoom 144 22 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 144 23 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 144 24 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 144 25 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 145 1 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 2 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 145 3 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 145 4 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 145 5 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 145 6 relate relate VB work_bphzkrtkbrcmjiaeqq2byxsoom 145 7 reliably reliably RB work_bphzkrtkbrcmjiaeqq2byxsoom 145 8 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 145 9 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 10 performance performance NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 11 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 145 12 various various JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 13 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 14 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 15 processing processing NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 16 tasks task NNS work_bphzkrtkbrcmjiaeqq2byxsoom 145 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 18 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 19 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 145 20 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 21 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 22 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 145 23 O’Toole O’Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 25 Abdi Abdi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 27 Deffenbacher Deffenbacher NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 28 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 29 Valentin Valentin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 30 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 31 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 145 32 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 33 Turk Turk NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 34 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 35 Pentland Pentland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 37 1991 1991 CD work_bphzkrtkbrcmjiaeqq2byxsoom 145 38 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 145 39 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 40 race race NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 41 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 42 sex sex NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 43 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 44 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 145 45 O’Toole O’Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 46 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 47 Deffenbacher Deffenbacher NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 48 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 49 Abdi Abdi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 50 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 51 Bartlett Bartlett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 52 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 53 1991 1991 CD work_bphzkrtkbrcmjiaeqq2byxsoom 145 54 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 145 55 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 56 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 57 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 145 58 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 145 59 semantically semantically RB work_bphzkrtkbrcmjiaeqq2byxsoom 145 60 relevant relevant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 61 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 145 62 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 145 63 eigenvectors eigenvector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 145 64 pertaining pertain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 145 65 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 145 66 large large JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 67 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 145 68 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 145 69 been be VBN work_bphzkrtkbrcmjiaeqq2byxsoom 145 70 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 145 71 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 145 72 code code VB work_bphzkrtkbrcmjiaeqq2byxsoom 145 73 general general JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 74 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 75 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 76 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 77 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 145 78 orientation orientation NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 79 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 80 categorical categorical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 81 assessment assessment NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 82 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 83 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 145 84 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 145 85 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 86 variance variance NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 87 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 88 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 145 89 common common JJ work_bphzkrtkbrcmjiaeqq2byxsoom 145 90 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 145 91 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 145 92 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 145 93 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 145 94 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 145 95 set set NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 96 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 145 97 O’Toole O’Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 98 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 99 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 100 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 101 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 102 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 145 103 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 145 104 O´Toole o´toole NN work_bphzkrtkbrcmjiaeqq2byxsoom 145 105 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 106 Vetter Vetter NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 107 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 108 Troje Troje NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 109 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 110 Bülthoff Bülthoff NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 111 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 112 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 145 113 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 145 114 Valentin Valentin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 115 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 145 116 Abdi Abdi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 145 117 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 145 118 1996 1996 CD work_bphzkrtkbrcmjiaeqq2byxsoom 145 119 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 145 120 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 146 1 Those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 146 2 corresponding correspond VBG work_bphzkrtkbrcmjiaeqq2byxsoom 146 3 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 146 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 146 5 smaller small JJR work_bphzkrtkbrcmjiaeqq2byxsoom 146 6 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 146 7 code code NN work_bphzkrtkbrcmjiaeqq2byxsoom 146 8 smaller small JJR work_bphzkrtkbrcmjiaeqq2byxsoom 146 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 146 10 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 146 11 individual individual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 146 12 variation variation NN work_bphzkrtkbrcmjiaeqq2byxsoom 146 13 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 146 14 Hancock Hancock NNP work_bphzkrtkbrcmjiaeqq2byxsoom 146 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 146 16 Burton Burton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 146 17 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 146 18 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 146 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 146 20 1996 1996 CD work_bphzkrtkbrcmjiaeqq2byxsoom 146 21 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 146 22 O’Toole O’Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 146 23 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 146 24 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 146 25 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 146 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 146 27 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 146 28 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 146 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 147 1 17 17 CD work_bphzkrtkbrcmjiaeqq2byxsoom 147 2 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 147 3 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 147 4 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 147 5 performed perform VBN work_bphzkrtkbrcmjiaeqq2byxsoom 147 6 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 147 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 147 8 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 147 9 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 147 10 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 147 11 measurements measurement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 147 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 147 13 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 147 14 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 147 15 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 147 16 decorrelate decorrelate VB work_bphzkrtkbrcmjiaeqq2byxsoom 147 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 147 18 variables variable NNS work_bphzkrtkbrcmjiaeqq2byxsoom 147 19 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 147 20 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 147 21 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 147 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 148 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 148 2 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 148 3 important important JJ work_bphzkrtkbrcmjiaeqq2byxsoom 148 4 since since IN work_bphzkrtkbrcmjiaeqq2byxsoom 148 5 strong strong JJ work_bphzkrtkbrcmjiaeqq2byxsoom 148 6 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 148 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 148 8 stemming stem VBG work_bphzkrtkbrcmjiaeqq2byxsoom 148 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 148 10 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 148 11 example example NN work_bphzkrtkbrcmjiaeqq2byxsoom 148 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 148 13 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 148 14 left left JJ work_bphzkrtkbrcmjiaeqq2byxsoom 148 15 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 148 16 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 148 17 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 148 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 148 19 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 148 20 observed observe VBN work_bphzkrtkbrcmjiaeqq2byxsoom 148 21 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 148 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 148 23 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 148 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 149 1 4.1.1 4.1.1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 149 2 Image Image NNP work_bphzkrtkbrcmjiaeqq2byxsoom 149 3 Alignment Alignment NNP work_bphzkrtkbrcmjiaeqq2byxsoom 149 4 For for IN work_bphzkrtkbrcmjiaeqq2byxsoom 149 5 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 149 6 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 149 7 extract extract VB work_bphzkrtkbrcmjiaeqq2byxsoom 149 8 meaningful meaningful JJ work_bphzkrtkbrcmjiaeqq2byxsoom 149 9 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 149 10 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 149 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 149 12 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 149 13 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 149 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 149 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 149 16 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 149 17 need need VBP work_bphzkrtkbrcmjiaeqq2byxsoom 149 18 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 149 19 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 149 20 aligned align VBN work_bphzkrtkbrcmjiaeqq2byxsoom 149 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 149 22 typically typically RB work_bphzkrtkbrcmjiaeqq2byxsoom 149 23 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 149 24 rotating rotate VBG work_bphzkrtkbrcmjiaeqq2byxsoom 149 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 149 26 scaling scaling NN work_bphzkrtkbrcmjiaeqq2byxsoom 149 27 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 149 28 translating translating NN work_bphzkrtkbrcmjiaeqq2byxsoom 149 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 149 30 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 149 31 bring bring VB work_bphzkrtkbrcmjiaeqq2byxsoom 149 32 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 149 33 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 149 34 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 149 35 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 149 36 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 149 37 location location NN work_bphzkrtkbrcmjiaeqq2byxsoom 149 38 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 149 39 all all PDT work_bphzkrtkbrcmjiaeqq2byxsoom 149 40 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 149 41 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 149 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 150 1 To to TO work_bphzkrtkbrcmjiaeqq2byxsoom 150 2 produce produce VB work_bphzkrtkbrcmjiaeqq2byxsoom 150 3 sharper sharp JJR work_bphzkrtkbrcmjiaeqq2byxsoom 150 4 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 150 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 150 6 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 150 7 aligned align VBD work_bphzkrtkbrcmjiaeqq2byxsoom 150 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 150 9 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 150 10 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 150 11 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 150 12 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 150 13 second second JJ work_bphzkrtkbrcmjiaeqq2byxsoom 150 14 point point NN work_bphzkrtkbrcmjiaeqq2byxsoom 150 15 as as RB work_bphzkrtkbrcmjiaeqq2byxsoom 150 16 well well RB work_bphzkrtkbrcmjiaeqq2byxsoom 150 17 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 150 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 150 19 vertical vertical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 150 20 location location NN work_bphzkrtkbrcmjiaeqq2byxsoom 150 21 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 150 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 150 23 center center NN work_bphzkrtkbrcmjiaeqq2byxsoom 150 24 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 150 25 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 150 26 mouth mouth NN work_bphzkrtkbrcmjiaeqq2byxsoom 150 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 150 28 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 150 29 technique technique NN work_bphzkrtkbrcmjiaeqq2byxsoom 150 30 known know VBN work_bphzkrtkbrcmjiaeqq2byxsoom 150 31 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 150 32 work work VB work_bphzkrtkbrcmjiaeqq2byxsoom 150 33 well well RB work_bphzkrtkbrcmjiaeqq2byxsoom 150 34 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 150 35 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 150 36 expression expression NN work_bphzkrtkbrcmjiaeqq2byxsoom 150 37 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 150 38 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 150 39 Padgett Padgett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 150 40 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 150 41 Cottrell Cottrell NNP work_bphzkrtkbrcmjiaeqq2byxsoom 150 42 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 150 43 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 150 44 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 150 45 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 151 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 151 2 non non JJ work_bphzkrtkbrcmjiaeqq2byxsoom 151 3 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 151 4 rigid rigid JJ work_bphzkrtkbrcmjiaeqq2byxsoom 151 5 transformation transformation NN work_bphzkrtkbrcmjiaeqq2byxsoom 151 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 151 7 however however RB work_bphzkrtkbrcmjiaeqq2byxsoom 151 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 151 9 involved involved JJ work_bphzkrtkbrcmjiaeqq2byxsoom 151 10 changing change VBG work_bphzkrtkbrcmjiaeqq2byxsoom 151 11 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 151 12 height height RB work_bphzkrtkbrcmjiaeqq2byxsoom 151 13 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 151 14 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 151 15 ratio ratio NN work_bphzkrtkbrcmjiaeqq2byxsoom 151 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 152 1 To to TO work_bphzkrtkbrcmjiaeqq2byxsoom 152 2 take take VB work_bphzkrtkbrcmjiaeqq2byxsoom 152 3 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 152 4 change change NN work_bphzkrtkbrcmjiaeqq2byxsoom 152 5 into into IN work_bphzkrtkbrcmjiaeqq2byxsoom 152 6 account account NN work_bphzkrtkbrcmjiaeqq2byxsoom 152 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 152 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 152 9 vertical vertical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 152 10 scaling scaling NN work_bphzkrtkbrcmjiaeqq2byxsoom 152 11 factor factor NN work_bphzkrtkbrcmjiaeqq2byxsoom 152 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 152 13 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 152 14 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 152 15 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 152 16 added add VBN work_bphzkrtkbrcmjiaeqq2byxsoom 152 17 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 152 18 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 152 19 low low JJ work_bphzkrtkbrcmjiaeqq2byxsoom 152 20 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 152 21 dimensional dimensional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 152 22 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 152 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 153 1 As as IN work_bphzkrtkbrcmjiaeqq2byxsoom 153 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 153 3 input input NN work_bphzkrtkbrcmjiaeqq2byxsoom 153 4 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 153 5 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 153 6 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 153 7 case case NN work_bphzkrtkbrcmjiaeqq2byxsoom 153 8 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 153 9 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 153 10 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 153 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 153 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 153 13 eigenvectors eigenvector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 153 14 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 153 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 153 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 153 17 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 153 18 dimension dimension NN work_bphzkrtkbrcmjiaeqq2byxsoom 153 19 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 153 20 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 153 21 input input NN work_bphzkrtkbrcmjiaeqq2byxsoom 153 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 153 23 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 153 24 eigenvectors eigenvector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 153 25 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 153 26 interpretable interpretable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 153 27 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 153 28 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 153 29 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 153 30 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 153 31 often often RB work_bphzkrtkbrcmjiaeqq2byxsoom 153 32 referred refer VBN work_bphzkrtkbrcmjiaeqq2byxsoom 153 33 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 153 34 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 153 35 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 153 36 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 153 37 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 153 38 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 153 39 Turk Turk NNP work_bphzkrtkbrcmjiaeqq2byxsoom 153 40 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 153 41 Pentland Pentland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 153 42 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 153 43 1991 1991 CD work_bphzkrtkbrcmjiaeqq2byxsoom 153 44 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 153 45 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 154 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 154 2 improvement improvement NN work_bphzkrtkbrcmjiaeqq2byxsoom 154 3 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 154 4 sharpness sharpness NN work_bphzkrtkbrcmjiaeqq2byxsoom 154 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 154 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 154 7 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 154 8 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 154 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 154 10 main main JJ work_bphzkrtkbrcmjiaeqq2byxsoom 154 11 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 154 12 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 154 13 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 154 14 result result NN work_bphzkrtkbrcmjiaeqq2byxsoom 154 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 154 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 154 17 alignment alignment NN work_bphzkrtkbrcmjiaeqq2byxsoom 154 18 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 154 19 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 154 20 seen see VBN work_bphzkrtkbrcmjiaeqq2byxsoom 154 21 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 154 22 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 154 23 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 154 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 155 1 Each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 155 2 eigenface eigenface NN work_bphzkrtkbrcmjiaeqq2byxsoom 155 3 deviates deviate NNS work_bphzkrtkbrcmjiaeqq2byxsoom 155 4 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 155 5 uniform uniform JJ work_bphzkrtkbrcmjiaeqq2byxsoom 155 6 gray gray NN work_bphzkrtkbrcmjiaeqq2byxsoom 155 7 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 155 8 there there EX work_bphzkrtkbrcmjiaeqq2byxsoom 155 9 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 155 10 variation variation NN work_bphzkrtkbrcmjiaeqq2byxsoom 155 11 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 155 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 155 13 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 155 14 set set NN work_bphzkrtkbrcmjiaeqq2byxsoom 155 15 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 156 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 156 2 left left JJ work_bphzkrtkbrcmjiaeqq2byxsoom 156 3 column column NN work_bphzkrtkbrcmjiaeqq2byxsoom 156 4 consists consist VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 156 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 156 6 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 156 7 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 156 8 extracted extract VBN work_bphzkrtkbrcmjiaeqq2byxsoom 156 9 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 156 10 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 156 11 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 156 12 unaligned unaligned JJ work_bphzkrtkbrcmjiaeqq2byxsoom 156 13 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 156 14 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 156 15 face face VBP work_bphzkrtkbrcmjiaeqq2byxsoom 156 16 contour contour NN work_bphzkrtkbrcmjiaeqq2byxsoom 156 17 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 156 18 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 156 19 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 156 20 blurry blurry JJ work_bphzkrtkbrcmjiaeqq2byxsoom 156 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 157 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 157 2 middle middle JJ work_bphzkrtkbrcmjiaeqq2byxsoom 157 3 column column NN work_bphzkrtkbrcmjiaeqq2byxsoom 157 4 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 157 5 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 157 6 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 157 7 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 157 8 aligned align VBN work_bphzkrtkbrcmjiaeqq2byxsoom 157 9 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 157 10 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 157 11 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 157 12 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 157 13 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 158 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 158 2 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 158 3 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 158 4 indeed indeed RB work_bphzkrtkbrcmjiaeqq2byxsoom 158 5 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 158 6 sharply sharply RB work_bphzkrtkbrcmjiaeqq2byxsoom 158 7 defined define VBN work_bphzkrtkbrcmjiaeqq2byxsoom 158 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 158 9 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 158 10 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 158 11 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 158 12 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 158 13 still still RB work_bphzkrtkbrcmjiaeqq2byxsoom 158 14 blurred blur VBN work_bphzkrtkbrcmjiaeqq2byxsoom 158 15 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 159 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 159 2 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 159 3 18 18 CD work_bphzkrtkbrcmjiaeqq2byxsoom 159 4 column column NN work_bphzkrtkbrcmjiaeqq2byxsoom 159 5 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 159 6 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 159 7 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 159 8 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 159 9 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 159 10 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 159 11 aligned align VBN work_bphzkrtkbrcmjiaeqq2byxsoom 159 12 both both CC work_bphzkrtkbrcmjiaeqq2byxsoom 159 13 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 159 14 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 159 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 159 16 vertical vertical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 159 17 location location NN work_bphzkrtkbrcmjiaeqq2byxsoom 159 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 159 19 mouth mouth NN work_bphzkrtkbrcmjiaeqq2byxsoom 159 20 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 159 21 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 159 22 salient salient NN work_bphzkrtkbrcmjiaeqq2byxsoom 159 23 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 159 24 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 159 25 much much RB work_bphzkrtkbrcmjiaeqq2byxsoom 159 26 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 159 27 sharply sharply RB work_bphzkrtkbrcmjiaeqq2byxsoom 159 28 defined define VBN work_bphzkrtkbrcmjiaeqq2byxsoom 159 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 160 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 160 2 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 160 3 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 160 4 Left leave VBN work_bphzkrtkbrcmjiaeqq2byxsoom 160 5 column column NN work_bphzkrtkbrcmjiaeqq2byxsoom 160 6 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 160 7 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 8 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 160 9 unaligned unaligned JJ work_bphzkrtkbrcmjiaeqq2byxsoom 160 10 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 160 12 middle middle JJ work_bphzkrtkbrcmjiaeqq2byxsoom 160 13 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 160 14 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 15 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 160 16 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 17 aligned align VBN work_bphzkrtkbrcmjiaeqq2byxsoom 160 18 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 160 19 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 160 20 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 160 22 right right NN work_bphzkrtkbrcmjiaeqq2byxsoom 160 23 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 160 24 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 25 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 160 26 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 27 aligned align VBN work_bphzkrtkbrcmjiaeqq2byxsoom 160 28 both both CC work_bphzkrtkbrcmjiaeqq2byxsoom 160 29 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 160 30 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 31 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 160 32 mouth mouth NN work_bphzkrtkbrcmjiaeqq2byxsoom 160 33 4.1.2 4.1.2 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 160 34 Eigenfaces Eigenfaces NNP work_bphzkrtkbrcmjiaeqq2byxsoom 160 35 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 160 36 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 160 37 performed perform VBN work_bphzkrtkbrcmjiaeqq2byxsoom 160 38 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 160 39 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 160 40 input input NN work_bphzkrtkbrcmjiaeqq2byxsoom 160 41 vectors vector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 42 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 160 43 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 160 44 representations representation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 160 45 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 160 46 separately separately RB work_bphzkrtkbrcmjiaeqq2byxsoom 160 47 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 161 1 Examples example NNS work_bphzkrtkbrcmjiaeqq2byxsoom 161 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 161 3 eigenvectors eigenvector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 161 4 extracted extract VBN work_bphzkrtkbrcmjiaeqq2byxsoom 161 5 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 161 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 161 7 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 161 8 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 161 9 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 161 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 161 11 main main JJ work_bphzkrtkbrcmjiaeqq2byxsoom 161 12 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 161 13 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 161 14 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 161 15 seen see VBN work_bphzkrtkbrcmjiaeqq2byxsoom 161 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 161 17 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 161 18 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 161 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 162 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 162 2 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 162 3 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 162 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 162 5 top top NN work_bphzkrtkbrcmjiaeqq2byxsoom 162 6 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 162 7 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 162 8 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 162 9 pertaining pertain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 162 10 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 162 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 162 12 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 162 13 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 162 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 162 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 162 16 middle middle JJ work_bphzkrtkbrcmjiaeqq2byxsoom 162 17 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 162 18 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 162 19 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 162 20 corresponding correspond VBG work_bphzkrtkbrcmjiaeqq2byxsoom 162 21 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 162 22 intermediate intermediate VB work_bphzkrtkbrcmjiaeqq2byxsoom 162 23 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 162 24 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 162 25 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 162 26 bottom bottom NN work_bphzkrtkbrcmjiaeqq2byxsoom 162 27 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 162 28 presents present VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 162 29 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 162 30 pertaining pertain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 162 31 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 162 32 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 162 33 smallest small JJS work_bphzkrtkbrcmjiaeqq2byxsoom 162 34 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 162 35 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 163 1 As as IN work_bphzkrtkbrcmjiaeqq2byxsoom 163 2 expected expect VBN work_bphzkrtkbrcmjiaeqq2byxsoom 163 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 163 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 163 5 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 163 6 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 163 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 163 8 top top NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 9 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 10 19 19 CD work_bphzkrtkbrcmjiaeqq2byxsoom 163 11 seem seem VBP work_bphzkrtkbrcmjiaeqq2byxsoom 163 12 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 163 13 code code VB work_bphzkrtkbrcmjiaeqq2byxsoom 163 14 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 163 15 global global JJ work_bphzkrtkbrcmjiaeqq2byxsoom 163 16 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 163 18 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 163 19 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 163 20 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 21 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 163 22 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 23 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 163 25 while while IN work_bphzkrtkbrcmjiaeqq2byxsoom 163 26 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 163 27 eigenvectors eigenvector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 163 28 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 163 29 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 163 30 bottom bottom NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 31 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 32 code code NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 33 much much RB work_bphzkrtkbrcmjiaeqq2byxsoom 163 34 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 163 35 fine fine JJ work_bphzkrtkbrcmjiaeqq2byxsoom 163 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 163 37 detailed detailed JJ work_bphzkrtkbrcmjiaeqq2byxsoom 163 38 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 39 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 163 40 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 164 1 Each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 164 2 eigenface eigenface NN work_bphzkrtkbrcmjiaeqq2byxsoom 164 3 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 164 4 obviously obviously RB work_bphzkrtkbrcmjiaeqq2byxsoom 164 5 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 164 6 interpretable interpretable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 164 7 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 164 8 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 164 9 simple simple JJ work_bphzkrtkbrcmjiaeqq2byxsoom 164 10 single single JJ work_bphzkrtkbrcmjiaeqq2byxsoom 164 11 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 164 12 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 164 13 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 164 14 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 164 15 often often RB work_bphzkrtkbrcmjiaeqq2byxsoom 164 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 164 17 case case NN work_bphzkrtkbrcmjiaeqq2byxsoom 164 18 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 164 19 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 164 20 smaller small JJR work_bphzkrtkbrcmjiaeqq2byxsoom 164 21 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 164 22 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 164 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 164 24 yet yet CC work_bphzkrtkbrcmjiaeqq2byxsoom 164 25 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 164 26 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 164 27 clearly clearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 164 28 seen see VBN work_bphzkrtkbrcmjiaeqq2byxsoom 164 29 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 164 30 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 164 31 top top JJ work_bphzkrtkbrcmjiaeqq2byxsoom 164 32 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 164 33 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 164 34 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 164 35 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 164 36 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 164 37 directions direction NNS work_bphzkrtkbrcmjiaeqq2byxsoom 164 38 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 164 39 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 164 40 variance variance NN work_bphzkrtkbrcmjiaeqq2byxsoom 164 41 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 164 42 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 164 43 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 164 44 face face VBP work_bphzkrtkbrcmjiaeqq2byxsoom 164 45 contour contour NN work_bphzkrtkbrcmjiaeqq2byxsoom 164 46 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 165 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 165 2 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 165 3 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 165 4 surprising surprising JJ work_bphzkrtkbrcmjiaeqq2byxsoom 165 5 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 165 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 165 7 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 165 8 prominent prominent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 165 9 differences difference NNS work_bphzkrtkbrcmjiaeqq2byxsoom 165 10 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 165 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 165 12 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 165 13 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 165 14 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 165 15 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 165 16 color color NN work_bphzkrtkbrcmjiaeqq2byxsoom 165 17 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 165 18 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 165 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 165 20 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 165 21 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 165 22 causes cause VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 165 23 large large JJ work_bphzkrtkbrcmjiaeqq2byxsoom 165 24 differences difference NNS work_bphzkrtkbrcmjiaeqq2byxsoom 165 25 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 165 26 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 165 27 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 165 28 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 165 29 due due JJ work_bphzkrtkbrcmjiaeqq2byxsoom 165 30 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 165 31 partial partial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 165 32 occlusion occlusion NN work_bphzkrtkbrcmjiaeqq2byxsoom 165 33 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 165 34 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 165 35 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 165 36 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 166 1 Smaller small JJR work_bphzkrtkbrcmjiaeqq2byxsoom 166 2 variance variance NN work_bphzkrtkbrcmjiaeqq2byxsoom 166 3 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 166 4 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 166 5 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 166 6 seen see VBN work_bphzkrtkbrcmjiaeqq2byxsoom 166 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 166 8 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 166 9 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 166 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 166 11 mainly mainly RB work_bphzkrtkbrcmjiaeqq2byxsoom 166 12 eyebrows eyebrow NNS work_bphzkrtkbrcmjiaeqq2byxsoom 166 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 166 14 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 166 15 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 167 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 167 2 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 167 3 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 167 4 Eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 167 5 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 167 6 largest large JJS work_bphzkrtkbrcmjiaeqq2byxsoom 167 7 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 167 8 smallest small JJS work_bphzkrtkbrcmjiaeqq2byxsoom 167 9 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 167 10 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 167 11 top top NN work_bphzkrtkbrcmjiaeqq2byxsoom 167 12 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 167 13 bottom bottom NN work_bphzkrtkbrcmjiaeqq2byxsoom 167 14 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 167 15 20 20 CD work_bphzkrtkbrcmjiaeqq2byxsoom 167 16 4.2 4.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 167 17 Feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 167 18 Selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 167 19 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 167 20 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 167 21 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 167 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 167 23 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 167 24 representing represent VBG work_bphzkrtkbrcmjiaeqq2byxsoom 167 25 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 167 26 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 167 27 set set VBN work_bphzkrtkbrcmjiaeqq2byxsoom 167 28 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 167 29 they -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 167 30 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 167 31 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 167 32 combined combine VBN work_bphzkrtkbrcmjiaeqq2byxsoom 167 33 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 167 34 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 167 35 certain certain JJ work_bphzkrtkbrcmjiaeqq2byxsoom 167 36 weighting weighting NN work_bphzkrtkbrcmjiaeqq2byxsoom 167 37 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 167 38 represent represent VB work_bphzkrtkbrcmjiaeqq2byxsoom 167 39 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 167 40 specific specific JJ work_bphzkrtkbrcmjiaeqq2byxsoom 167 41 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 167 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 168 1 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 168 2 low low JJ work_bphzkrtkbrcmjiaeqq2byxsoom 168 3 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 168 4 dimensional dimensional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 168 5 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 168 6 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 168 7 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 168 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 168 9 first first JJ work_bphzkrtkbrcmjiaeqq2byxsoom 168 10 eigenvectors eigenvector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 168 11 minimizes minimize VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 168 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 168 13 squared square VBN work_bphzkrtkbrcmjiaeqq2byxsoom 168 14 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 168 15 error error NN work_bphzkrtkbrcmjiaeqq2byxsoom 168 16 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 168 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 168 18 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 168 19 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 168 20 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 168 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 168 22 original original JJ work_bphzkrtkbrcmjiaeqq2byxsoom 168 23 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 168 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 168 25 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 168 26 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 168 27 sufficient sufficient JJ work_bphzkrtkbrcmjiaeqq2byxsoom 168 28 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 168 29 accurate accurate JJ work_bphzkrtkbrcmjiaeqq2byxsoom 168 30 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 168 31 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 168 32 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 168 33 Turk Turk NNP work_bphzkrtkbrcmjiaeqq2byxsoom 168 34 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 168 35 Pentland Pentland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 168 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 168 37 1991 1991 CD work_bphzkrtkbrcmjiaeqq2byxsoom 168 38 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 168 39 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 169 1 However however RB work_bphzkrtkbrcmjiaeqq2byxsoom 169 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 169 3 omitting omit VBG work_bphzkrtkbrcmjiaeqq2byxsoom 169 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 169 5 dimensions dimension NNS work_bphzkrtkbrcmjiaeqq2byxsoom 169 6 pertaining pertain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 169 7 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 169 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 169 9 smaller small JJR work_bphzkrtkbrcmjiaeqq2byxsoom 169 10 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 169 11 decreases decrease VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 169 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 169 13 perceptual perceptual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 169 14 quality quality NN work_bphzkrtkbrcmjiaeqq2byxsoom 169 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 169 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 169 17 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 169 18 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 169 19 O’Toole O’Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 169 20 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 169 21 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 169 22 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 169 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 169 24 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 169 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 169 26 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 169 27 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 169 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 170 1 Consequently consequently RB work_bphzkrtkbrcmjiaeqq2byxsoom 170 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 170 3 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 170 4 anticipated anticipate VBD work_bphzkrtkbrcmjiaeqq2byxsoom 170 5 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 170 6 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 170 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 170 8 first first JJ work_bphzkrtkbrcmjiaeqq2byxsoom 170 9 m m CD work_bphzkrtkbrcmjiaeqq2byxsoom 170 10 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 170 11 would would MD work_bphzkrtkbrcmjiaeqq2byxsoom 170 12 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 170 13 produce produce VB work_bphzkrtkbrcmjiaeqq2byxsoom 170 14 accurate accurate JJ work_bphzkrtkbrcmjiaeqq2byxsoom 170 15 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 170 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 170 17 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 170 18 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 170 19 evaluation evaluation NN work_bphzkrtkbrcmjiaeqq2byxsoom 170 20 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 170 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 171 1 Indeed indeed RB work_bphzkrtkbrcmjiaeqq2byxsoom 171 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 171 3 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 171 4 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 171 5 resulted result VBD work_bphzkrtkbrcmjiaeqq2byxsoom 171 6 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 171 7 poor poor JJ work_bphzkrtkbrcmjiaeqq2byxsoom 171 8 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 171 9 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 171 10 predictions prediction NNS work_bphzkrtkbrcmjiaeqq2byxsoom 171 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 172 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 172 2 therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 172 3 selected select VBD work_bphzkrtkbrcmjiaeqq2byxsoom 172 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 172 5 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 172 6 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 172 7 important important JJ work_bphzkrtkbrcmjiaeqq2byxsoom 172 8 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 172 9 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 172 10 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 172 11 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 172 12 sorting sort VBG work_bphzkrtkbrcmjiaeqq2byxsoom 172 13 them -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 172 14 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 172 15 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 172 16 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 172 17 relevance relevance NN work_bphzkrtkbrcmjiaeqq2byxsoom 172 18 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 172 19 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 172 20 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 172 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 173 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 173 2 relevance relevance NN work_bphzkrtkbrcmjiaeqq2byxsoom 173 3 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 173 4 estimated estimate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 173 5 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 173 6 calculating calculate VBG work_bphzkrtkbrcmjiaeqq2byxsoom 173 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 173 8 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 173 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 173 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 173 11 eigenvector eigenvector NN work_bphzkrtkbrcmjiaeqq2byxsoom 173 12 projections projection NNS work_bphzkrtkbrcmjiaeqq2byxsoom 173 13 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 173 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 173 15 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 173 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 173 17 across across IN work_bphzkrtkbrcmjiaeqq2byxsoom 173 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 173 19 various various JJ work_bphzkrtkbrcmjiaeqq2byxsoom 173 20 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 173 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 174 1 Interestingly interestingly RB work_bphzkrtkbrcmjiaeqq2byxsoom 174 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 174 3 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 174 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 174 5 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 174 6 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 174 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 174 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 174 9 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 174 10 found find VBD work_bphzkrtkbrcmjiaeqq2byxsoom 174 11 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 174 12 correlated correlate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 174 13 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 174 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 174 15 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 174 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 174 17 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 174 18 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 174 19 pertaining pertain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 174 20 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 174 21 intermediate intermediate VB work_bphzkrtkbrcmjiaeqq2byxsoom 174 22 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 174 23 smaller small JJR work_bphzkrtkbrcmjiaeqq2byxsoom 174 24 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 174 25 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 175 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 175 2 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 175 3 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 175 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 175 5 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 175 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 175 7 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 175 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 175 9 top top NN work_bphzkrtkbrcmjiaeqq2byxsoom 175 10 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 175 11 displays display VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 175 12 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 175 13 pertaining pertain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 175 14 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 175 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 175 16 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 175 17 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 175 18 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 175 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 175 20 bottom bottom NN work_bphzkrtkbrcmjiaeqq2byxsoom 175 21 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 175 22 presents present VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 175 23 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 175 24 eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 175 25 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 175 26 projections projection NNS work_bphzkrtkbrcmjiaeqq2byxsoom 175 27 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 175 28 correlated correlate VBD work_bphzkrtkbrcmjiaeqq2byxsoom 175 29 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 175 30 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 175 31 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 175 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 176 1 While while IN work_bphzkrtkbrcmjiaeqq2byxsoom 176 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 176 3 former former JJ work_bphzkrtkbrcmjiaeqq2byxsoom 176 4 show show NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 5 mostly mostly RB work_bphzkrtkbrcmjiaeqq2byxsoom 176 6 general general JJ work_bphzkrtkbrcmjiaeqq2byxsoom 176 7 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 176 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 176 9 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 10 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 176 11 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 12 contour contour NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 176 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 176 15 latter latter NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 16 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 176 17 clearly clearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 176 18 show show VBP work_bphzkrtkbrcmjiaeqq2byxsoom 176 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 176 20 lips lip NNS work_bphzkrtkbrcmjiaeqq2byxsoom 176 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 176 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 176 23 nose nose NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 24 tip tip NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 25 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 176 26 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 27 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 28 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 176 29 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 176 30 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 176 31 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 176 32 important important JJ work_bphzkrtkbrcmjiaeqq2byxsoom 176 33 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 176 34 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 177 1 21 21 CD work_bphzkrtkbrcmjiaeqq2byxsoom 177 2 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 177 3 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 177 4 method method NN work_bphzkrtkbrcmjiaeqq2byxsoom 177 5 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 177 6 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 177 7 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 177 8 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 177 9 selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 177 10 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 177 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 177 12 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 177 13 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 177 14 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 177 15 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 177 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 178 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 178 2 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 178 3 measurements measurement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 178 4 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 178 5 sorted sort VBN work_bphzkrtkbrcmjiaeqq2byxsoom 178 6 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 178 7 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 178 8 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 178 9 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 178 10 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 178 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 178 12 attractiveness attractiveness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 178 13 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 178 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 179 1 It -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 179 2 should should MD work_bphzkrtkbrcmjiaeqq2byxsoom 179 3 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 179 4 noted note VBN work_bphzkrtkbrcmjiaeqq2byxsoom 179 5 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 179 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 179 7 despite despite IN work_bphzkrtkbrcmjiaeqq2byxsoom 179 8 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 179 9 success success NN work_bphzkrtkbrcmjiaeqq2byxsoom 179 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 179 11 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 179 12 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 179 13 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 179 14 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 179 15 relevance relevance NN work_bphzkrtkbrcmjiaeqq2byxsoom 179 16 measure measure NN work_bphzkrtkbrcmjiaeqq2byxsoom 179 17 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 179 18 problematic problematic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 179 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 179 20 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 179 21 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 179 22 assumes assume VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 179 23 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 179 24 relation relation NN work_bphzkrtkbrcmjiaeqq2byxsoom 179 25 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 179 26 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 179 27 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 179 28 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 179 29 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 179 30 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 179 31 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 179 32 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 179 33 monotonic monotonic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 179 34 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 180 1 Yet yet RB work_bphzkrtkbrcmjiaeqq2byxsoom 180 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 180 3 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 180 4 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 180 5 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 180 6 ranking rank VBG work_bphzkrtkbrcmjiaeqq2byxsoom 180 7 criteria criterion NNS work_bphzkrtkbrcmjiaeqq2byxsoom 180 8 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 180 9 do do VBP work_bphzkrtkbrcmjiaeqq2byxsoom 180 10 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 180 11 make make VB work_bphzkrtkbrcmjiaeqq2byxsoom 180 12 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 180 13 assumption assumption NN work_bphzkrtkbrcmjiaeqq2byxsoom 180 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 180 15 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 180 16 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 180 17 chi chi JJ work_bphzkrtkbrcmjiaeqq2byxsoom 180 18 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 180 19 square square JJ work_bphzkrtkbrcmjiaeqq2byxsoom 180 20 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 180 21 mutual mutual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 180 22 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 180 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 180 24 produced produce VBD work_bphzkrtkbrcmjiaeqq2byxsoom 180 25 somewhat somewhat RB work_bphzkrtkbrcmjiaeqq2byxsoom 180 26 inferior inferior JJ work_bphzkrtkbrcmjiaeqq2byxsoom 180 27 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 180 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 181 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 2 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 181 3 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 181 4 Eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 5 pertaining pertain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 181 6 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 7 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 181 8 eigenvalues eigenvalue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 9 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 181 10 top top JJ work_bphzkrtkbrcmjiaeqq2byxsoom 181 11 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 12 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 181 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 181 14 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 181 15 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 16 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 17 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 18 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 181 19 bottom bottom JJ work_bphzkrtkbrcmjiaeqq2byxsoom 181 20 row row NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 21 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 181 22 4.3 4.3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 181 23 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 181 24 Prediction Prediction NNP work_bphzkrtkbrcmjiaeqq2byxsoom 181 25 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 181 26 original original JJ work_bphzkrtkbrcmjiaeqq2byxsoom 181 27 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 28 vectors vector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 29 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 181 30 projected project VBN work_bphzkrtkbrcmjiaeqq2byxsoom 181 31 onto onto IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 32 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 181 33 top top JJ work_bphzkrtkbrcmjiaeqq2byxsoom 181 34 m m NNP work_bphzkrtkbrcmjiaeqq2byxsoom 181 35 eigenvectors eigenvector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 36 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 37 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 181 38 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 39 selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 40 stage stage NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 41 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 181 42 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 181 43 m m NNP work_bphzkrtkbrcmjiaeqq2byxsoom 181 44 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 181 45 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 181 46 parameter parameter NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 47 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 48 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 181 49 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 181 50 performed perform VBD work_bphzkrtkbrcmjiaeqq2byxsoom 181 51 optimization optimization NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 52 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 181 53 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 181 54 produce produce VB work_bphzkrtkbrcmjiaeqq2byxsoom 181 55 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 181 56 low low JJ work_bphzkrtkbrcmjiaeqq2byxsoom 181 57 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 181 58 dimensional dimensional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 181 59 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 60 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 61 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 181 62 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 63 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 64 input input NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 65 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 66 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 181 67 learners learner NNS work_bphzkrtkbrcmjiaeqq2byxsoom 181 68 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 181 69 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 181 70 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 71 stage stage NN work_bphzkrtkbrcmjiaeqq2byxsoom 181 72 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 182 1 22 22 CD work_bphzkrtkbrcmjiaeqq2byxsoom 182 2 4.3.1 4.3.1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 182 3 Classification Classification NNP work_bphzkrtkbrcmjiaeqq2byxsoom 182 4 into into IN work_bphzkrtkbrcmjiaeqq2byxsoom 182 5 Two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 182 6 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 182 7 Classes Classes NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 182 8 Although although IN work_bphzkrtkbrcmjiaeqq2byxsoom 182 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 182 10 ultimate ultimate JJ work_bphzkrtkbrcmjiaeqq2byxsoom 182 11 goal goal NN work_bphzkrtkbrcmjiaeqq2byxsoom 182 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 182 13 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 182 14 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 182 15 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 182 16 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 182 17 produce produce VB work_bphzkrtkbrcmjiaeqq2byxsoom 182 18 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 182 19 analyze analyze VB work_bphzkrtkbrcmjiaeqq2byxsoom 182 20 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 182 21 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 182 22 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 182 23 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 182 24 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 182 25 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 182 26 methods method NNS work_bphzkrtkbrcmjiaeqq2byxsoom 182 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 182 28 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 182 29 begin begin VBP work_bphzkrtkbrcmjiaeqq2byxsoom 182 30 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 182 31 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 182 32 simpler simple JJR work_bphzkrtkbrcmjiaeqq2byxsoom 182 33 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 182 34 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 182 35 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 182 36 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 182 37 there there EX work_bphzkrtkbrcmjiaeqq2byxsoom 182 38 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 182 39 even even RB work_bphzkrtkbrcmjiaeqq2byxsoom 182 40 higher high JJR work_bphzkrtkbrcmjiaeqq2byxsoom 182 41 consistency consistency NN work_bphzkrtkbrcmjiaeqq2byxsoom 182 42 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 182 43 raters rater NNS work_bphzkrtkbrcmjiaeqq2byxsoom 182 44 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 183 1 To to IN work_bphzkrtkbrcmjiaeqq2byxsoom 183 2 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 183 3 end end NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 183 5 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 183 6 recast recast VBP work_bphzkrtkbrcmjiaeqq2byxsoom 183 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 183 8 problem problem NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 183 10 predicting predict VBG work_bphzkrtkbrcmjiaeqq2byxsoom 183 11 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 183 12 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 13 into into IN work_bphzkrtkbrcmjiaeqq2byxsoom 183 14 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 183 15 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 16 problem problem NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 17 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 183 18 discerning discern VBG work_bphzkrtkbrcmjiaeqq2byxsoom 183 19 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 183 20 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 183 21 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 183 22 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 183 23 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 183 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 183 25 class class NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 26 comprised comprise VBN work_bphzkrtkbrcmjiaeqq2byxsoom 183 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 183 28 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 183 29 25 25 CD work_bphzkrtkbrcmjiaeqq2byxsoom 183 30 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 31 rated rate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 183 32 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 183 33 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 183 34 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 183 35 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 183 36 unattractive unattractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 183 37 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 183 38 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 183 39 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 183 40 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 183 41 class class NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 42 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 183 43 lowest low JJS work_bphzkrtkbrcmjiaeqq2byxsoom 183 44 25 25 CD work_bphzkrtkbrcmjiaeqq2byxsoom 183 45 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 183 46 rated rate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 183 47 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 183 48 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 183 49 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 184 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 184 2 main main JJ work_bphzkrtkbrcmjiaeqq2byxsoom 184 3 classifiers classifier NNS work_bphzkrtkbrcmjiaeqq2byxsoom 184 4 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 184 5 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 184 6 standard standard JJ work_bphzkrtkbrcmjiaeqq2byxsoom 184 7 K K NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 8 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 184 9 Nearest Nearest NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 10 Neighbors Neighbors NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 11 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 184 12 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 13 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 184 14 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 184 15 Mitchell Mitchell NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 184 17 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 184 18 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 184 19 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 184 20 Support Support NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 21 Vector Vector NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 22 Machines Machines NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 184 23 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 184 24 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 25 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 184 26 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 184 27 Vapnik Vapnik NNP work_bphzkrtkbrcmjiaeqq2byxsoom 184 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 184 29 1995 1995 CD work_bphzkrtkbrcmjiaeqq2byxsoom 184 30 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 184 31 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 185 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 185 2 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 185 3 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 185 4 obtained obtain VBN work_bphzkrtkbrcmjiaeqq2byxsoom 185 5 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 185 6 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 185 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 185 8 Table table NN work_bphzkrtkbrcmjiaeqq2byxsoom 185 9 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 185 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 185 11 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 185 12 displays display VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 185 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 185 14 percentage percentage NN work_bphzkrtkbrcmjiaeqq2byxsoom 185 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 185 16 correctly correctly RB work_bphzkrtkbrcmjiaeqq2byxsoom 185 17 classified classify VBN work_bphzkrtkbrcmjiaeqq2byxsoom 185 18 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 185 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 186 1 Classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 186 2 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 186 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 186 4 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 186 5 classifier classifier NN work_bphzkrtkbrcmjiaeqq2byxsoom 186 6 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 186 7 good good JJ work_bphzkrtkbrcmjiaeqq2byxsoom 186 8 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 186 9 correct correct JJ work_bphzkrtkbrcmjiaeqq2byxsoom 186 10 classifications classification NNS work_bphzkrtkbrcmjiaeqq2byxsoom 186 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 186 12 75%-85 75%-85 CD work_bphzkrtkbrcmjiaeqq2byxsoom 186 13 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 186 14 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 186 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 186 16 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 186 17 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 186 18 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 186 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 187 1 Classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 187 2 rates rate NNS work_bphzkrtkbrcmjiaeqq2byxsoom 187 3 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 187 4 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 187 5 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 187 6 slightly slightly RB work_bphzkrtkbrcmjiaeqq2byxsoom 187 7 poorer poor JJR work_bphzkrtkbrcmjiaeqq2byxsoom 187 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 187 9 though though RB work_bphzkrtkbrcmjiaeqq2byxsoom 187 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 187 11 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 187 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 187 13 most most JJS work_bphzkrtkbrcmjiaeqq2byxsoom 187 14 part part NN work_bphzkrtkbrcmjiaeqq2byxsoom 187 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 187 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 187 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 187 18 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 187 19 percentage percentage NN work_bphzkrtkbrcmjiaeqq2byxsoom 187 20 range range NN work_bphzkrtkbrcmjiaeqq2byxsoom 187 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 188 1 Both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 188 2 classifiers classifier NNS work_bphzkrtkbrcmjiaeqq2byxsoom 188 3 performed perform VBD work_bphzkrtkbrcmjiaeqq2byxsoom 188 4 better well RBR work_bphzkrtkbrcmjiaeqq2byxsoom 188 5 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 188 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 188 7 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 188 8 vectors vector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 188 9 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 188 10 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 188 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 188 12 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 188 13 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 188 14 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 188 15 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 188 16 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 188 17 particularly particularly RB work_bphzkrtkbrcmjiaeqq2byxsoom 188 18 true true JJ work_bphzkrtkbrcmjiaeqq2byxsoom 188 19 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 188 20 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 188 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 189 1 Best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 189 2 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 189 3 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 189 4 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 189 5 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 189 6 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 189 7 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 189 8 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 189 9 kernel kernel NN work_bphzkrtkbrcmjiaeqq2byxsoom 189 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 190 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 190 2 general general JJ work_bphzkrtkbrcmjiaeqq2byxsoom 190 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 190 4 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 190 5 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 190 6 particularly particularly RB work_bphzkrtkbrcmjiaeqq2byxsoom 190 7 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 190 8 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 190 9 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 190 10 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 190 11 good good JJ work_bphzkrtkbrcmjiaeqq2byxsoom 190 12 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 190 13 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 190 14 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 190 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 190 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 190 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 190 18 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 190 19 success success NN work_bphzkrtkbrcmjiaeqq2byxsoom 190 20 percentages percentage NNS work_bphzkrtkbrcmjiaeqq2byxsoom 190 21 slightly slightly RB work_bphzkrtkbrcmjiaeqq2byxsoom 190 22 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 190 23 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 190 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 190 25 main main JJ work_bphzkrtkbrcmjiaeqq2byxsoom 190 26 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 190 27 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 191 1 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 191 2 does do VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 191 3 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 191 4 use use VB work_bphzkrtkbrcmjiaeqq2byxsoom 191 5 specific specific JJ work_bphzkrtkbrcmjiaeqq2byxsoom 191 6 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 191 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 191 8 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 191 9 rather rather RB work_bphzkrtkbrcmjiaeqq2byxsoom 191 10 averages average NNS work_bphzkrtkbrcmjiaeqq2byxsoom 191 11 over over IN work_bphzkrtkbrcmjiaeqq2byxsoom 191 12 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 191 13 dimensions dimension NNS work_bphzkrtkbrcmjiaeqq2byxsoom 191 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 191 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 191 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 191 17 therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 191 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 191 19 does do VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 191 20 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 191 21 give give VB work_bphzkrtkbrcmjiaeqq2byxsoom 191 22 any any DT work_bphzkrtkbrcmjiaeqq2byxsoom 191 23 insight insight NN work_bphzkrtkbrcmjiaeqq2byxsoom 191 24 into into IN work_bphzkrtkbrcmjiaeqq2byxsoom 191 25 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 191 26 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 191 27 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 191 28 important important JJ work_bphzkrtkbrcmjiaeqq2byxsoom 191 29 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 191 30 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 191 31 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 191 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 192 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 192 2 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 192 3 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 192 4 learn learn VB work_bphzkrtkbrcmjiaeqq2byxsoom 192 5 what what WP work_bphzkrtkbrcmjiaeqq2byxsoom 192 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 192 7 important important JJ work_bphzkrtkbrcmjiaeqq2byxsoom 192 8 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 192 9 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 192 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 192 11 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 192 12 used use VBD work_bphzkrtkbrcmjiaeqq2byxsoom 192 13 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 192 14 23 23 CD work_bphzkrtkbrcmjiaeqq2byxsoom 192 15 C4.5 C4.5 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 192 16 Decision Decision NNP work_bphzkrtkbrcmjiaeqq2byxsoom 192 17 Tree Tree NNP work_bphzkrtkbrcmjiaeqq2byxsoom 192 18 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 192 19 Quinlan Quinlan NNP work_bphzkrtkbrcmjiaeqq2byxsoom 192 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 192 21 1986 1986 CD work_bphzkrtkbrcmjiaeqq2byxsoom 192 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 192 23 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 192 24 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 192 25 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 192 26 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 192 27 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 192 28 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 192 29 vectors vector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 192 30 without without IN work_bphzkrtkbrcmjiaeqq2byxsoom 192 31 preprocessing preprocesse VBG work_bphzkrtkbrcmjiaeqq2byxsoom 192 32 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 192 33 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 192 34 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 193 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 193 2 most most JJS work_bphzkrtkbrcmjiaeqq2byxsoom 193 3 cases case NNS work_bphzkrtkbrcmjiaeqq2byxsoom 193 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 193 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 193 6 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 193 7 did do VBD work_bphzkrtkbrcmjiaeqq2byxsoom 193 8 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 193 9 surpass surpass VB work_bphzkrtkbrcmjiaeqq2byxsoom 193 10 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 193 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 193 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 193 13 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 193 14 classifier classifier NN work_bphzkrtkbrcmjiaeqq2byxsoom 193 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 193 16 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 193 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 193 18 Decision Decision NNP work_bphzkrtkbrcmjiaeqq2byxsoom 193 19 Tree Tree NNP work_bphzkrtkbrcmjiaeqq2byxsoom 193 20 did do VBD work_bphzkrtkbrcmjiaeqq2byxsoom 193 21 give give VB work_bphzkrtkbrcmjiaeqq2byxsoom 193 22 some some DT work_bphzkrtkbrcmjiaeqq2byxsoom 193 23 insight insight NN work_bphzkrtkbrcmjiaeqq2byxsoom 193 24 into into IN work_bphzkrtkbrcmjiaeqq2byxsoom 193 25 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 193 26 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 193 27 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 193 28 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 193 29 important important JJ work_bphzkrtkbrcmjiaeqq2byxsoom 193 30 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 193 31 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 193 32 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 193 33 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 194 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 194 2 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 194 3 found find VBD work_bphzkrtkbrcmjiaeqq2byxsoom 194 4 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 194 5 informative informative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 194 6 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 194 7 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 194 8 pertaining pertain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 194 9 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 194 10 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 194 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 194 13 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 194 14 part part NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 194 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 194 17 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 18 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 194 19 jaw jaw NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 20 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 194 22 chin chin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 194 23 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 24 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 194 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 194 26 smoothness smoothness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 194 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 194 28 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 194 30 lip lip NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 31 fullness fullness NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 32 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 194 33 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 34 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 194 35 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 195 1 These these DT work_bphzkrtkbrcmjiaeqq2byxsoom 195 2 findings finding NNS work_bphzkrtkbrcmjiaeqq2byxsoom 195 3 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 195 4 all all RB work_bphzkrtkbrcmjiaeqq2byxsoom 195 5 consistent consistent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 195 6 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 195 7 previous previous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 195 8 psychophysics psychophysic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 195 9 studies study NNS work_bphzkrtkbrcmjiaeqq2byxsoom 195 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 196 1 Dataset Dataset NNP work_bphzkrtkbrcmjiaeqq2byxsoom 196 2 # # NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 3 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 4 Dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 5 # # $ work_bphzkrtkbrcmjiaeqq2byxsoom 196 6 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 7 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 196 8 75 75 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 9 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 10 77 77 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 11 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 12 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 13 images image VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 196 14 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 196 15 68 68 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 16 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 17 73 73 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 18 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 19 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 196 20 77 77 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 21 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 22 86 86 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 23 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 24 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 25 vectors vector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 196 26 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 196 27 76 76 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 28 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 29 84 84 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 30 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 31 Table table NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 32 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 33 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 196 34 Percentage percentage NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 35 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 196 36 correctly correctly RB work_bphzkrtkbrcmjiaeqq2byxsoom 196 37 classified classify VBN work_bphzkrtkbrcmjiaeqq2byxsoom 196 38 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 196 39 4.3.2 4.3.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 196 40 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 196 41 Learners Learners NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 196 42 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 196 43 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 196 44 Regression Regression NNP work_bphzkrtkbrcmjiaeqq2byxsoom 196 45 Task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 46 Following follow VBG work_bphzkrtkbrcmjiaeqq2byxsoom 196 47 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 196 48 success success NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 49 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 196 50 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 196 51 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 52 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 53 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 196 54 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 196 55 proceeded proceed VBD work_bphzkrtkbrcmjiaeqq2byxsoom 196 56 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 196 57 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 196 58 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 59 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 60 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 196 61 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 62 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 196 63 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 197 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 197 2 predictors predictor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 197 3 used use VBD work_bphzkrtkbrcmjiaeqq2byxsoom 197 4 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 197 5 predicting predict VBG work_bphzkrtkbrcmjiaeqq2byxsoom 197 6 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 197 7 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 197 8 itself -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 197 9 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 197 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 197 11 again again RB work_bphzkrtkbrcmjiaeqq2byxsoom 197 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 197 13 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 197 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 197 15 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 197 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 198 1 For for IN work_bphzkrtkbrcmjiaeqq2byxsoom 198 2 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 198 3 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 198 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 198 5 however however RB work_bphzkrtkbrcmjiaeqq2byxsoom 198 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 198 7 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 198 8 predictors predictor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 198 9 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 198 10 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 198 11 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 198 12 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 198 13 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 198 14 version version NN work_bphzkrtkbrcmjiaeqq2byxsoom 198 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 198 16 mapping map VBG work_bphzkrtkbrcmjiaeqq2byxsoom 198 17 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 198 18 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 198 19 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 198 20 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 198 21 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 198 22 real real JJ work_bphzkrtkbrcmjiaeqq2byxsoom 198 23 number number NN work_bphzkrtkbrcmjiaeqq2byxsoom 198 24 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 198 25 represents represent VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 198 26 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 198 27 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 198 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 199 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 199 2 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 199 3 used use VBD work_bphzkrtkbrcmjiaeqq2byxsoom 199 4 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 199 5 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 199 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 199 7 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 199 8 served serve VBD work_bphzkrtkbrcmjiaeqq2byxsoom 199 9 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 199 10 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 199 11 24 24 CD work_bphzkrtkbrcmjiaeqq2byxsoom 199 12 baseline baseline NN work_bphzkrtkbrcmjiaeqq2byxsoom 199 13 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 199 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 199 15 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 199 16 methods method NNS work_bphzkrtkbrcmjiaeqq2byxsoom 199 17 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 200 1 Targets target NNS work_bphzkrtkbrcmjiaeqq2byxsoom 200 2 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 200 3 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 200 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 200 5 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 200 6 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 200 7 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 200 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 200 9 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 200 10 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 200 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 201 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 2 output output NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 201 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 5 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 201 6 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 7 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 201 8 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 9 test test NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 10 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 11 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 201 12 computed compute VBN work_bphzkrtkbrcmjiaeqq2byxsoom 201 13 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 201 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 15 weighted weighted JJ work_bphzkrtkbrcmjiaeqq2byxsoom 201 16 average average NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 201 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 19 targets target NNS work_bphzkrtkbrcmjiaeqq2byxsoom 201 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 201 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 22 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 23 's 's POS work_bphzkrtkbrcmjiaeqq2byxsoom 201 24 k k NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 25 nearest near JJS work_bphzkrtkbrcmjiaeqq2byxsoom 201 26 neighbors neighbor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 201 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 201 28 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 201 29 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 30 weight weight NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 31 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 201 32 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 33 neighbor neighbor NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 34 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 201 35 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 36 inverse inverse NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 37 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 201 38 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 201 39 Euclidean euclidean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 201 40 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 41 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 201 42 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 201 43 test test NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 44 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 201 45 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 202 1 That that RB work_bphzkrtkbrcmjiaeqq2byxsoom 202 2 is is RB work_bphzkrtkbrcmjiaeqq2byxsoom 202 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 202 4 let let VB work_bphzkrtkbrcmjiaeqq2byxsoom 202 5 v1, v1, NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 6 … … NFP work_bphzkrtkbrcmjiaeqq2byxsoom 202 7 ,vk ,vk . work_bphzkrtkbrcmjiaeqq2byxsoom 202 8 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 202 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 202 10 set set NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 202 12 k k NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 13 nearest near JJS work_bphzkrtkbrcmjiaeqq2byxsoom 202 14 neighbors neighbor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 202 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 202 16 test test NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 17 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 18 v v NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 19 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 202 20 targets target NNS work_bphzkrtkbrcmjiaeqq2byxsoom 202 21 y1, y1, NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 22 … … NFP work_bphzkrtkbrcmjiaeqq2byxsoom 202 23 yk yk UH work_bphzkrtkbrcmjiaeqq2byxsoom 202 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 202 25 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 202 26 let let VB work_bphzkrtkbrcmjiaeqq2byxsoom 202 27 d1, d1, NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 28 … … NFP work_bphzkrtkbrcmjiaeqq2byxsoom 202 29 ,dk ,dk , work_bphzkrtkbrcmjiaeqq2byxsoom 202 30 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 202 31 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 202 32 respective respective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 202 33 Euclidean euclidean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 202 34 distances distance NNS work_bphzkrtkbrcmjiaeqq2byxsoom 202 35 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 202 36 v. v. NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 37 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 202 38 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 202 39 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 40 y y NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 41 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 202 42 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 202 43 test test NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 44 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 45 v v NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 46 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 202 47 then then RB work_bphzkrtkbrcmjiaeqq2byxsoom 202 48 ki ki NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 49 w w NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 50 yw yw NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 51 y y NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 52 i i NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 53 i i PRP work_bphzkrtkbrcmjiaeqq2byxsoom 202 54 i i PRP work_bphzkrtkbrcmjiaeqq2byxsoom 202 55 ii ii VBP work_bphzkrtkbrcmjiaeqq2byxsoom 202 56 K2,1 K2,1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 57 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 202 58 = = NFP work_bphzkrtkbrcmjiaeqq2byxsoom 202 59 = = FW work_bphzkrtkbrcmjiaeqq2byxsoom 202 60 ∑ ∑ XX work_bphzkrtkbrcmjiaeqq2byxsoom 202 61 ∑ ∑ NFP work_bphzkrtkbrcmjiaeqq2byxsoom 202 62 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 202 63 wi wi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 64 = = NFP work_bphzkrtkbrcmjiaeqq2byxsoom 202 65 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 202 66 σ+id σ+id ADD work_bphzkrtkbrcmjiaeqq2byxsoom 202 67 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 202 68 -1 -1 . work_bphzkrtkbrcmjiaeqq2byxsoom 202 69 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 202 70 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 202 71 weight weight NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 72 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 202 73 neighbor neighbor NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 74 vi vi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 75 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 202 76 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 202 77 σ σ NNP work_bphzkrtkbrcmjiaeqq2byxsoom 202 78 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 202 79 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 202 80 smoothing smooth VBG work_bphzkrtkbrcmjiaeqq2byxsoom 202 81 parameter parameter NN work_bphzkrtkbrcmjiaeqq2byxsoom 202 82 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 203 1 On on IN work_bphzkrtkbrcmjiaeqq2byxsoom 203 2 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 203 3 subsequent subsequent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 203 4 uses use NNS work_bphzkrtkbrcmjiaeqq2byxsoom 203 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 203 6 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 203 7 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 203 8 set set VBP work_bphzkrtkbrcmjiaeqq2byxsoom 203 9 σ σ NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 203 10 = = SYM work_bphzkrtkbrcmjiaeqq2byxsoom 203 11 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 203 12 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 204 1 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 204 2 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 204 3 run run VBN work_bphzkrtkbrcmjiaeqq2byxsoom 204 4 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 204 5 k k NNP work_bphzkrtkbrcmjiaeqq2byxsoom 204 6 values value NNS work_bphzkrtkbrcmjiaeqq2byxsoom 204 7 ranging range VBG work_bphzkrtkbrcmjiaeqq2byxsoom 204 8 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 204 9 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 204 10 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 204 11 45 45 CD work_bphzkrtkbrcmjiaeqq2byxsoom 204 12 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 205 1 As as IN work_bphzkrtkbrcmjiaeqq2byxsoom 205 2 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 205 3 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 205 4 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 205 5 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 205 6 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 205 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 205 8 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 205 9 suffers suffer VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 205 10 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 205 11 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 205 12 couple couple NN work_bphzkrtkbrcmjiaeqq2byxsoom 205 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 205 14 drawbacks drawback NNS work_bphzkrtkbrcmjiaeqq2byxsoom 205 15 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 206 1 First first RB work_bphzkrtkbrcmjiaeqq2byxsoom 206 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 206 3 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 206 4 performs perform VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 206 5 averaging averaging NN work_bphzkrtkbrcmjiaeqq2byxsoom 206 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 206 7 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 206 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 206 9 therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 206 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 206 11 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 206 12 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 206 13 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 206 14 had have VBD work_bphzkrtkbrcmjiaeqq2byxsoom 206 15 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 206 16 low low JJ work_bphzkrtkbrcmjiaeqq2byxsoom 206 17 variance variance NN work_bphzkrtkbrcmjiaeqq2byxsoom 206 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 206 19 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 206 20 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 206 21 extremely extremely RB work_bphzkrtkbrcmjiaeqq2byxsoom 206 22 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 206 23 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 206 24 low low JJ work_bphzkrtkbrcmjiaeqq2byxsoom 206 25 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 206 26 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 206 27 evened even VBN work_bphzkrtkbrcmjiaeqq2byxsoom 206 28 out out RP work_bphzkrtkbrcmjiaeqq2byxsoom 206 29 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 206 30 often often RB work_bphzkrtkbrcmjiaeqq2byxsoom 206 31 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 206 32 reached reach VBN work_bphzkrtkbrcmjiaeqq2byxsoom 206 33 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 207 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 207 2 addition addition NN work_bphzkrtkbrcmjiaeqq2byxsoom 207 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 207 4 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 207 5 uses use VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 207 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 207 7 Euclidean euclidean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 207 8 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 207 9 metric metric NN work_bphzkrtkbrcmjiaeqq2byxsoom 207 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 207 11 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 207 12 need nee MD work_bphzkrtkbrcmjiaeqq2byxsoom 207 13 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 207 14 reflect reflect VB work_bphzkrtkbrcmjiaeqq2byxsoom 207 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 207 16 true true JJ work_bphzkrtkbrcmjiaeqq2byxsoom 207 17 metric metric NN work_bphzkrtkbrcmjiaeqq2byxsoom 207 18 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 207 19 evaluation evaluation NN work_bphzkrtkbrcmjiaeqq2byxsoom 207 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 207 21 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 207 22 similarity similarity NN work_bphzkrtkbrcmjiaeqq2byxsoom 207 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 208 1 Therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 208 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 208 3 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 208 4 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 208 5 studied study VBD work_bphzkrtkbrcmjiaeqq2byxsoom 208 6 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 208 7 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 208 8 regressor regressor NN work_bphzkrtkbrcmjiaeqq2byxsoom 208 9 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 208 10 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 208 11 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 208 12 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 208 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 208 14 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 208 15 learner learner NN work_bphzkrtkbrcmjiaeqq2byxsoom 208 16 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 208 17 does do VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 208 18 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 208 19 use use VB work_bphzkrtkbrcmjiaeqq2byxsoom 208 20 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 208 21 simple simple JJ work_bphzkrtkbrcmjiaeqq2byxsoom 208 22 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 208 23 metric metric JJ work_bphzkrtkbrcmjiaeqq2byxsoom 208 24 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 208 25 does do VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 208 26 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 208 27 perform perform VB work_bphzkrtkbrcmjiaeqq2byxsoom 208 28 averaging averaging NN work_bphzkrtkbrcmjiaeqq2byxsoom 208 29 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 208 30 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 208 31 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 208 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 209 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 209 2 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 209 3 method method NN work_bphzkrtkbrcmjiaeqq2byxsoom 209 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 209 5 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 209 6 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 209 7 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 209 8 version version NN work_bphzkrtkbrcmjiaeqq2byxsoom 209 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 209 10 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 209 11 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 209 12 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 209 13 several several JJ work_bphzkrtkbrcmjiaeqq2byxsoom 209 14 kernels kernel NNS work_bphzkrtkbrcmjiaeqq2byxsoom 209 15 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 209 16 linear linear NNP work_bphzkrtkbrcmjiaeqq2byxsoom 209 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 209 18 polynomials polynomial NNS work_bphzkrtkbrcmjiaeqq2byxsoom 209 19 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 209 20 degree degree NN work_bphzkrtkbrcmjiaeqq2byxsoom 209 21 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 209 22 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 209 23 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 209 24 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 209 25 Gaussian Gaussian NNP work_bphzkrtkbrcmjiaeqq2byxsoom 209 26 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 209 27 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 209 28 values value NNS work_bphzkrtkbrcmjiaeqq2byxsoom 209 29 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 209 30 γ γ NNP work_bphzkrtkbrcmjiaeqq2byxsoom 209 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 209 32 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 209 33 log2γ∈{-6 log2γ∈{-6 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 209 34 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 209 35 -4 -4 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 209 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 209 37 -2 -2 . work_bphzkrtkbrcmjiaeqq2byxsoom 209 38 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 209 39 0 0 CD work_bphzkrtkbrcmjiaeqq2byxsoom 209 40 } } -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 209 41 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 210 1 γ γ NNP work_bphzkrtkbrcmjiaeqq2byxsoom 210 2 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 210 3 related relate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 210 4 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 210 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 210 6 width width JJ work_bphzkrtkbrcmjiaeqq2byxsoom 210 7 parameter parameter NN work_bphzkrtkbrcmjiaeqq2byxsoom 210 8 σ σ NNP work_bphzkrtkbrcmjiaeqq2byxsoom 210 9 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 210 10 γ γ NNP work_bphzkrtkbrcmjiaeqq2byxsoom 210 11 = = SYM work_bphzkrtkbrcmjiaeqq2byxsoom 210 12 1/(2σ2 1/(2σ2 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 210 13 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 210 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 211 1 25 25 CD work_bphzkrtkbrcmjiaeqq2byxsoom 211 2 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 211 3 performed perform VBD work_bphzkrtkbrcmjiaeqq2byxsoom 211 4 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 211 5 grid grid NN work_bphzkrtkbrcmjiaeqq2byxsoom 211 6 search search NN work_bphzkrtkbrcmjiaeqq2byxsoom 211 7 over over IN work_bphzkrtkbrcmjiaeqq2byxsoom 211 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 211 9 values value NNS work_bphzkrtkbrcmjiaeqq2byxsoom 211 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 211 11 slack slack JJ work_bphzkrtkbrcmjiaeqq2byxsoom 211 12 parameter parameter NN work_bphzkrtkbrcmjiaeqq2byxsoom 211 13 c c NNP work_bphzkrtkbrcmjiaeqq2byxsoom 211 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 211 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 211 16 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 211 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 211 18 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 211 19 tube tube NN work_bphzkrtkbrcmjiaeqq2byxsoom 211 20 w w NNP work_bphzkrtkbrcmjiaeqq2byxsoom 211 21 such such JJ work_bphzkrtkbrcmjiaeqq2byxsoom 211 22 that that DT work_bphzkrtkbrcmjiaeqq2byxsoom 211 23 log10c∈{-3 log10c∈{-3 NN work_bphzkrtkbrcmjiaeqq2byxsoom 211 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 211 25 -2 -2 . work_bphzkrtkbrcmjiaeqq2byxsoom 211 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 211 27 -1 -1 . work_bphzkrtkbrcmjiaeqq2byxsoom 211 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 211 29 0 0 CD work_bphzkrtkbrcmjiaeqq2byxsoom 211 30 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 211 31 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 211 32 } } -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 211 33 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 211 34 w∈{0.1 w∈{0.1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 211 35 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 211 36 0.4 0.4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 211 37 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 211 38 0.7 0.7 CD work_bphzkrtkbrcmjiaeqq2byxsoom 211 39 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 211 40 1.0 1.0 CD work_bphzkrtkbrcmjiaeqq2byxsoom 211 41 } } -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 211 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 212 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 212 2 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 212 3 runs run NNS work_bphzkrtkbrcmjiaeqq2byxsoom 212 4 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 212 5 used use VBD work_bphzkrtkbrcmjiaeqq2byxsoom 212 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 212 7 soft soft JJ work_bphzkrtkbrcmjiaeqq2byxsoom 212 8 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 212 9 margin margin NN work_bphzkrtkbrcmjiaeqq2byxsoom 212 10 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 212 11 implemented implement VBD work_bphzkrtkbrcmjiaeqq2byxsoom 212 12 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 212 13 SVMlight SVMlight NNP work_bphzkrtkbrcmjiaeqq2byxsoom 212 14 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 212 15 Joachims joachim NNS work_bphzkrtkbrcmjiaeqq2byxsoom 212 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 212 17 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 212 18 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 212 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 213 1 Due due IN work_bphzkrtkbrcmjiaeqq2byxsoom 213 2 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 213 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 213 4 relatively relatively RB work_bphzkrtkbrcmjiaeqq2byxsoom 213 5 small small JJ work_bphzkrtkbrcmjiaeqq2byxsoom 213 6 sample sample NN work_bphzkrtkbrcmjiaeqq2byxsoom 213 7 sizes size NNS work_bphzkrtkbrcmjiaeqq2byxsoom 213 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 213 9 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 213 10 evaluated evaluate VBD work_bphzkrtkbrcmjiaeqq2byxsoom 213 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 213 12 performance performance NN work_bphzkrtkbrcmjiaeqq2byxsoom 213 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 213 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 213 15 predictors predictor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 213 16 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 213 17 cross cross NN work_bphzkrtkbrcmjiaeqq2byxsoom 213 18 validation validation NN work_bphzkrtkbrcmjiaeqq2byxsoom 213 19 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 213 20 predictions prediction NNS work_bphzkrtkbrcmjiaeqq2byxsoom 213 21 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 213 22 made make VBN work_bphzkrtkbrcmjiaeqq2byxsoom 213 23 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 213 24 leave leave VB work_bphzkrtkbrcmjiaeqq2byxsoom 213 25 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 213 26 n n NN work_bphzkrtkbrcmjiaeqq2byxsoom 213 27 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 213 28 out out NN work_bphzkrtkbrcmjiaeqq2byxsoom 213 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 213 30 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 213 31 n=1 n=1 NNS work_bphzkrtkbrcmjiaeqq2byxsoom 213 32 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 213 33 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 213 34 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 213 35 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 213 36 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 213 37 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 213 38 n=5 n=5 NN work_bphzkrtkbrcmjiaeqq2byxsoom 213 39 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 213 40 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 213 41 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 214 1 4.3.3 4.3.3 LS work_bphzkrtkbrcmjiaeqq2byxsoom 214 2 Results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 214 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 214 4 Facial Facial NNP work_bphzkrtkbrcmjiaeqq2byxsoom 214 5 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 214 6 Prediction Prediction NNP work_bphzkrtkbrcmjiaeqq2byxsoom 214 7 Predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 214 8 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 214 9 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 214 10 evaluated evaluate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 214 11 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 214 12 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 214 13 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 214 14 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 214 15 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 214 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 214 17 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 214 18 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 214 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 214 20 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 214 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 214 22 Pearson Pearson NNP work_bphzkrtkbrcmjiaeqq2byxsoom 214 23 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 214 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 215 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 215 2 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 215 3 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 215 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 215 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 215 6 attractiveness attractiveness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 215 7 predictors predictor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 215 8 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 215 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 215 10 main main JJ work_bphzkrtkbrcmjiaeqq2byxsoom 215 11 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 215 12 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 215 13 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 215 14 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 215 15 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 215 16 5 5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 215 17 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 216 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 216 2 left left JJ work_bphzkrtkbrcmjiaeqq2byxsoom 216 3 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 216 4 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 216 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 216 6 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 216 7 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 216 8 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 216 9 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 216 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 216 11 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 216 12 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 216 13 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 216 14 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 216 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 216 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 216 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 216 18 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 216 19 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 216 20 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 216 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 216 22 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 216 23 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 216 24 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 216 25 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 216 26 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 216 27 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 216 28 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 216 29 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 216 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 217 1 Prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 217 2 results result VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 217 3 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 217 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 217 5 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 217 6 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 217 7 show show VBP work_bphzkrtkbrcmjiaeqq2byxsoom 217 8 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 217 9 peak peak NN work_bphzkrtkbrcmjiaeqq2byxsoom 217 10 near near IN work_bphzkrtkbrcmjiaeqq2byxsoom 217 11 m=25 m=25 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 217 12 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 217 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 217 14 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 217 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 217 16 maximum maximum JJ work_bphzkrtkbrcmjiaeqq2byxsoom 217 17 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 217 18 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 217 19 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 217 20 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 217 21 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 217 22 approximately approximately RB work_bphzkrtkbrcmjiaeqq2byxsoom 217 23 0.45 0.45 CD work_bphzkrtkbrcmjiaeqq2byxsoom 217 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 218 1 Feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 218 2 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 218 3 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 218 4 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 218 5 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 218 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 218 7 maximum maximum JJ work_bphzkrtkbrcmjiaeqq2byxsoom 218 8 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 218 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 218 10 nearly nearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 218 11 0.6 0.6 CD work_bphzkrtkbrcmjiaeqq2byxsoom 218 12 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 218 13 m=15 m=15 NN work_bphzkrtkbrcmjiaeqq2byxsoom 218 14 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 218 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 218 16 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 218 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 218 18 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 218 19 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 218 20 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 218 21 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 218 22 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 218 23 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 218 24 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 218 25 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 218 26 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 218 27 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 218 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 219 1 Highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 219 2 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 219 3 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 219 4 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 219 5 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 219 6 representations representation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 219 7 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 219 8 reached reach VBN work_bphzkrtkbrcmjiaeqq2byxsoom 219 9 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 219 10 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 219 11 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 219 12 kernel kernel NN work_bphzkrtkbrcmjiaeqq2byxsoom 219 13 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 220 1 Results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 220 2 obtained obtain VBN work_bphzkrtkbrcmjiaeqq2byxsoom 220 3 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 220 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 220 5 second second JJ work_bphzkrtkbrcmjiaeqq2byxsoom 220 6 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 220 7 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 220 8 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 220 9 similar similar JJ work_bphzkrtkbrcmjiaeqq2byxsoom 220 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 221 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 221 2 normalized normalized JJ work_bphzkrtkbrcmjiaeqq2byxsoom 221 3 MSE MSE NNP work_bphzkrtkbrcmjiaeqq2byxsoom 221 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 221 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 221 6 best well RBS work_bphzkrtkbrcmjiaeqq2byxsoom 221 7 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 221 8 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 221 9 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 221 10 0.6 0.6 CD work_bphzkrtkbrcmjiaeqq2byxsoom 221 11 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 221 12 0.65 0.65 CD work_bphzkrtkbrcmjiaeqq2byxsoom 221 13 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 221 14 vs. vs. FW work_bphzkrtkbrcmjiaeqq2byxsoom 221 15 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 221 16 normalized normalized JJ work_bphzkrtkbrcmjiaeqq2byxsoom 221 17 MSE MSE NNP work_bphzkrtkbrcmjiaeqq2byxsoom 221 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 221 19 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 221 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 221 21 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 221 22 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 221 23 trivial trivial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 221 24 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 221 25 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 221 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 221 27 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 221 28 constantly constantly RB work_bphzkrtkbrcmjiaeqq2byxsoom 221 29 predicts predict VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 221 30 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 221 31 mean mean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 221 32 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 221 33 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 221 34 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 222 1 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 222 2 performance performance NN work_bphzkrtkbrcmjiaeqq2byxsoom 222 3 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 222 4 poor poor JJ work_bphzkrtkbrcmjiaeqq2byxsoom 222 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 222 6 significantly significantly RB work_bphzkrtkbrcmjiaeqq2byxsoom 222 7 worse bad JJR work_bphzkrtkbrcmjiaeqq2byxsoom 222 8 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 222 9 that that DT work_bphzkrtkbrcmjiaeqq2byxsoom 222 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 222 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 222 12 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 222 13 regressors regressor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 222 14 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 222 15 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 222 16 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 222 17 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 222 18 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 222 19 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 222 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 223 1 These these DT work_bphzkrtkbrcmjiaeqq2byxsoom 223 2 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 223 3 imply imply VBP work_bphzkrtkbrcmjiaeqq2byxsoom 223 4 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 223 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 223 6 26 26 CD work_bphzkrtkbrcmjiaeqq2byxsoom 223 7 Euclidean euclidean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 223 8 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 223 9 metric metric NN work_bphzkrtkbrcmjiaeqq2byxsoom 223 10 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 223 11 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 223 12 probably probably RB work_bphzkrtkbrcmjiaeqq2byxsoom 223 13 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 223 14 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 223 15 good good JJ work_bphzkrtkbrcmjiaeqq2byxsoom 223 16 estimate estimate NN work_bphzkrtkbrcmjiaeqq2byxsoom 223 17 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 223 18 similarity similarity NN work_bphzkrtkbrcmjiaeqq2byxsoom 223 19 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 223 20 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 223 21 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 223 22 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 223 23 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 223 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 224 1 It -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 224 2 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 224 3 interesting interesting JJ work_bphzkrtkbrcmjiaeqq2byxsoom 224 4 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 224 5 note note VB work_bphzkrtkbrcmjiaeqq2byxsoom 224 6 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 224 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 224 8 simple simple JJ work_bphzkrtkbrcmjiaeqq2byxsoom 224 9 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 224 10 regressor regressor NN work_bphzkrtkbrcmjiaeqq2byxsoom 224 11 performed perform VBD work_bphzkrtkbrcmjiaeqq2byxsoom 224 12 as as RB work_bphzkrtkbrcmjiaeqq2byxsoom 224 13 good good JJ work_bphzkrtkbrcmjiaeqq2byxsoom 224 14 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 224 15 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 224 16 better well JJR work_bphzkrtkbrcmjiaeqq2byxsoom 224 17 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 224 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 224 19 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 224 20 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 224 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 225 1 However however RB work_bphzkrtkbrcmjiaeqq2byxsoom 225 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 225 3 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 225 4 effect effect NN work_bphzkrtkbrcmjiaeqq2byxsoom 225 5 may may MD work_bphzkrtkbrcmjiaeqq2byxsoom 225 6 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 225 7 attributed attribute VBN work_bphzkrtkbrcmjiaeqq2byxsoom 225 8 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 225 9 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 225 10 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 225 11 selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 225 12 method method NN work_bphzkrtkbrcmjiaeqq2byxsoom 225 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 225 14 ranking rank VBG work_bphzkrtkbrcmjiaeqq2byxsoom 225 15 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 225 16 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 225 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 225 18 absolute absolute JJ work_bphzkrtkbrcmjiaeqq2byxsoom 225 19 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 225 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 225 21 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 225 22 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 225 23 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 225 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 225 25 target target NN work_bphzkrtkbrcmjiaeqq2byxsoom 225 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 225 27 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 225 28 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 225 29 optimal optimal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 225 30 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 225 31 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 225 32 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 225 33 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 226 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 226 2 5 5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 226 3 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 226 4 Prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 226 5 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 226 6 obtained obtain VBN work_bphzkrtkbrcmjiaeqq2byxsoom 226 7 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 226 8 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 226 9 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 226 10 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 226 11 left left RB work_bphzkrtkbrcmjiaeqq2byxsoom 226 12 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 226 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 226 14 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 226 15 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 226 16 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 226 17 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 226 18 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 226 19 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 226 20 right right UH work_bphzkrtkbrcmjiaeqq2byxsoom 226 21 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 226 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 227 1 Performance performance NN work_bphzkrtkbrcmjiaeqq2byxsoom 227 2 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 227 3 measured measure VBN work_bphzkrtkbrcmjiaeqq2byxsoom 227 4 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 227 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 227 6 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 227 7 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 227 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 227 9 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 227 10 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 227 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 227 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 227 13 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 227 14 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 227 15 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 228 1 4.3.4 4.3.4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 228 2 Significance significance NN work_bphzkrtkbrcmjiaeqq2byxsoom 228 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 228 4 Results Results NNP work_bphzkrtkbrcmjiaeqq2byxsoom 228 5 All all DT work_bphzkrtkbrcmjiaeqq2byxsoom 228 6 predictors predictor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 228 7 performed perform VBD work_bphzkrtkbrcmjiaeqq2byxsoom 228 8 better well RBR work_bphzkrtkbrcmjiaeqq2byxsoom 228 9 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 228 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 228 11 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 228 12 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 228 13 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 228 14 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 228 15 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 228 16 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 228 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 228 18 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 228 19 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 228 20 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 228 21 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 228 22 accordance accordance NN work_bphzkrtkbrcmjiaeqq2byxsoom 228 23 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 228 24 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 228 25 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 228 26 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 228 27 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 228 28 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 228 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 229 1 Using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 229 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 229 3 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 229 4 vectors vector NNS work_bphzkrtkbrcmjiaeqq2byxsoom 229 5 enabled enable VBD work_bphzkrtkbrcmjiaeqq2byxsoom 229 6 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 229 7 maximum maximum JJ work_bphzkrtkbrcmjiaeqq2byxsoom 229 8 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 229 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 229 10 nearly nearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 229 11 0.6 0.6 CD work_bphzkrtkbrcmjiaeqq2byxsoom 229 12 vs. vs. IN work_bphzkrtkbrcmjiaeqq2byxsoom 229 13 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 229 14 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 229 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 229 16 0.45 0.45 CD work_bphzkrtkbrcmjiaeqq2byxsoom 229 17 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 229 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 229 19 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 229 20 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 229 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 230 1 To to TO work_bphzkrtkbrcmjiaeqq2byxsoom 230 2 check check VB work_bphzkrtkbrcmjiaeqq2byxsoom 230 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 230 4 significance significance NN work_bphzkrtkbrcmjiaeqq2byxsoom 230 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 230 6 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 230 7 score score NN work_bphzkrtkbrcmjiaeqq2byxsoom 230 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 230 9 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 230 10 produced produce VBD work_bphzkrtkbrcmjiaeqq2byxsoom 230 11 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 230 12 empirical empirical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 230 13 distribution distribution NN work_bphzkrtkbrcmjiaeqq2byxsoom 230 14 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 230 15 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 230 16 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 230 17 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 230 18 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 230 19 scores score NNS work_bphzkrtkbrcmjiaeqq2byxsoom 230 20 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 230 21 random random JJ work_bphzkrtkbrcmjiaeqq2byxsoom 230 22 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 230 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 231 1 27 27 CD work_bphzkrtkbrcmjiaeqq2byxsoom 231 2 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 231 3 entire entire JJ work_bphzkrtkbrcmjiaeqq2byxsoom 231 4 preprocessing preprocessing NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 231 6 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 7 selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 231 9 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 10 process process NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 11 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 231 12 run run VBN work_bphzkrtkbrcmjiaeqq2byxsoom 231 13 100 100 CD work_bphzkrtkbrcmjiaeqq2byxsoom 231 14 times time NNS work_bphzkrtkbrcmjiaeqq2byxsoom 231 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 231 16 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 231 17 time time NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 18 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 231 19 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 231 20 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 231 21 set set NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 22 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 231 23 randomly randomly RB work_bphzkrtkbrcmjiaeqq2byxsoom 231 24 generated generate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 231 25 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 231 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 231 27 sampled sample VBN work_bphzkrtkbrcmjiaeqq2byxsoom 231 28 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 231 29 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 231 30 normal normal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 231 31 distribution distribution NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 32 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 231 33 mean mean NN work_bphzkrtkbrcmjiaeqq2byxsoom 231 34 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 231 35 variance variance VB work_bphzkrtkbrcmjiaeqq2byxsoom 231 36 identical identical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 231 37 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 231 38 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 231 39 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 231 40 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 231 41 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 231 42 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 231 43 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 232 1 For for IN work_bphzkrtkbrcmjiaeqq2byxsoom 232 2 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 232 3 run run NN work_bphzkrtkbrcmjiaeqq2byxsoom 232 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 232 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 232 6 score score NN work_bphzkrtkbrcmjiaeqq2byxsoom 232 7 taken take VBN work_bphzkrtkbrcmjiaeqq2byxsoom 232 8 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 232 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 232 10 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 232 11 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 232 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 232 13 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 232 14 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 232 15 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 232 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 232 17 original original JJ work_bphzkrtkbrcmjiaeqq2byxsoom 232 18 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 232 19 random random JJ work_bphzkrtkbrcmjiaeqq2byxsoom 232 20 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 232 21 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 232 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 233 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 233 2 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 233 3 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 233 4 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 233 5 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 233 6 random random JJ work_bphzkrtkbrcmjiaeqq2byxsoom 233 7 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 233 8 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 233 9 0.28 0.28 CD work_bphzkrtkbrcmjiaeqq2byxsoom 233 10 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 233 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 233 12 maximum maximum JJ work_bphzkrtkbrcmjiaeqq2byxsoom 233 13 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 233 14 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 233 15 0.47 0.47 CD work_bphzkrtkbrcmjiaeqq2byxsoom 233 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 234 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 234 2 6(a 6(a CD work_bphzkrtkbrcmjiaeqq2byxsoom 234 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 234 4 depicts depict VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 234 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 234 6 histogram histogram NN work_bphzkrtkbrcmjiaeqq2byxsoom 234 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 234 8 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 234 9 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 234 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 235 1 Using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 235 2 QQplot QQplot NNP work_bphzkrtkbrcmjiaeqq2byxsoom 235 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 235 4 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 235 5 verified verify VBD work_bphzkrtkbrcmjiaeqq2byxsoom 235 6 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 235 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 235 8 empirical empirical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 235 9 distribution distribution NN work_bphzkrtkbrcmjiaeqq2byxsoom 235 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 235 11 observed observed JJ work_bphzkrtkbrcmjiaeqq2byxsoom 235 12 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 235 13 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 235 14 approximately approximately RB work_bphzkrtkbrcmjiaeqq2byxsoom 235 15 normal normal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 235 16 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 235 17 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 235 18 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 235 19 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 235 20 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 235 21 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 235 22 6(b 6(b NNS work_bphzkrtkbrcmjiaeqq2byxsoom 235 23 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 235 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 236 1 Using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 236 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 236 3 normal normal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 236 4 approximation approximation NN work_bphzkrtkbrcmjiaeqq2byxsoom 236 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 236 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 236 7 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 236 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 236 9 0.6 0.6 CD work_bphzkrtkbrcmjiaeqq2byxsoom 236 10 obtained obtain VBN work_bphzkrtkbrcmjiaeqq2byxsoom 236 11 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 236 12 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 236 13 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 236 14 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 236 15 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 236 16 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 236 17 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 236 18 significant significant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 236 19 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 236 20 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 236 21 level level NN work_bphzkrtkbrcmjiaeqq2byxsoom 236 22 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 236 23 α=0.001 α=0.001 NN work_bphzkrtkbrcmjiaeqq2byxsoom 236 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 237 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 237 2 numbers number NNS work_bphzkrtkbrcmjiaeqq2byxsoom 237 3 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 237 4 figures figure NNS work_bphzkrtkbrcmjiaeqq2byxsoom 237 5 presented present VBN work_bphzkrtkbrcmjiaeqq2byxsoom 237 6 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 237 7 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 237 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 237 9 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 237 10 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 237 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 238 1 Correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 238 2 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 238 3 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 238 4 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 238 5 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 238 6 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 238 7 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 238 8 mean mean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 238 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 238 10 standard standard JJ work_bphzkrtkbrcmjiaeqq2byxsoom 238 11 deviation deviation NN work_bphzkrtkbrcmjiaeqq2byxsoom 238 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 238 13 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 238 14 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 238 15 similar similar JJ work_bphzkrtkbrcmjiaeqq2byxsoom 238 16 z- z- NN work_bphzkrtkbrcmjiaeqq2byxsoom 238 17 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 238 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 239 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 239 2 distribution distribution NN work_bphzkrtkbrcmjiaeqq2byxsoom 239 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 239 4 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 239 5 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 239 6 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 239 7 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 239 8 verified verify VBN work_bphzkrtkbrcmjiaeqq2byxsoom 239 9 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 239 10 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 239 11 approximately approximately RB work_bphzkrtkbrcmjiaeqq2byxsoom 239 12 normal normal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 239 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 239 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 239 15 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 239 16 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 239 17 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 239 18 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 239 19 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 239 20 regressor regressor NN work_bphzkrtkbrcmjiaeqq2byxsoom 239 21 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 239 22 significant significant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 239 23 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 239 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 239 25 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 239 26 level level NN work_bphzkrtkbrcmjiaeqq2byxsoom 239 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 239 28 α=0.001 α=0.001 NN work_bphzkrtkbrcmjiaeqq2byxsoom 239 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 240 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 240 2 test test NN work_bphzkrtkbrcmjiaeqq2byxsoom 240 3 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 240 4 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 240 5 run run VBN work_bphzkrtkbrcmjiaeqq2byxsoom 240 6 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 240 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 240 8 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 240 9 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 240 10 due due IN work_bphzkrtkbrcmjiaeqq2byxsoom 240 11 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 240 12 computational computational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 240 13 limitations limitation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 240 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 241 1 28 28 CD work_bphzkrtkbrcmjiaeqq2byxsoom 241 2 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 241 3 6 6 CD work_bphzkrtkbrcmjiaeqq2byxsoom 241 4 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 241 5 Correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 241 6 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 241 7 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 241 8 random random JJ work_bphzkrtkbrcmjiaeqq2byxsoom 241 9 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 241 10 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 241 11 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 241 12 a a LS work_bphzkrtkbrcmjiaeqq2byxsoom 241 13 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 241 14 Histogram Histogram NNP work_bphzkrtkbrcmjiaeqq2byxsoom 241 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 241 16 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 241 17 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 241 18 left left RB work_bphzkrtkbrcmjiaeqq2byxsoom 241 19 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 241 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 241 21 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 241 22 b b LS work_bphzkrtkbrcmjiaeqq2byxsoom 241 23 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 241 24 QQplot QQplot NNP work_bphzkrtkbrcmjiaeqq2byxsoom 241 25 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 241 26 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 241 27 vs. vs. CC work_bphzkrtkbrcmjiaeqq2byxsoom 241 28 standard standard JJ work_bphzkrtkbrcmjiaeqq2byxsoom 241 29 normal normal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 241 30 distributed distribute VBN work_bphzkrtkbrcmjiaeqq2byxsoom 241 31 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 241 32 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 241 33 right right UH work_bphzkrtkbrcmjiaeqq2byxsoom 241 34 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 241 35 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 242 1 Correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 242 2 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 242 3 obtained obtain VBN work_bphzkrtkbrcmjiaeqq2byxsoom 242 4 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 242 5 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 242 6 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 242 7 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 243 1 4.3.5 4.3.5 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 243 2 Hybrid Hybrid NNP work_bphzkrtkbrcmjiaeqq2byxsoom 243 3 Predictor Predictor NNP work_bphzkrtkbrcmjiaeqq2byxsoom 243 4 Ratings Ratings NNP work_bphzkrtkbrcmjiaeqq2byxsoom 243 5 predicted predict VBD work_bphzkrtkbrcmjiaeqq2byxsoom 243 6 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 243 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 243 8 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 243 9 representations representation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 243 10 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 243 11 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 243 12 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 243 13 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 243 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 243 15 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 243 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 243 17 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 243 18 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 243 19 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 243 20 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 243 21 had have VBD work_bphzkrtkbrcmjiaeqq2byxsoom 243 22 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 243 23 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 243 24 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 243 25 only only JJ work_bphzkrtkbrcmjiaeqq2byxsoom 243 26 0.3 0.3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 243 27 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 243 28 0.35 0.35 CD work_bphzkrtkbrcmjiaeqq2byxsoom 243 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 244 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 244 2 relatively relatively RB work_bphzkrtkbrcmjiaeqq2byxsoom 244 3 low low JJ work_bphzkrtkbrcmjiaeqq2byxsoom 244 4 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 244 5 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 244 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 244 7 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 244 8 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 244 9 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 244 10 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 244 11 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 244 12 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 244 13 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 244 14 predictions prediction NNS work_bphzkrtkbrcmjiaeqq2byxsoom 244 15 suggests suggest VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 244 16 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 244 17 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 244 18 might may MD work_bphzkrtkbrcmjiaeqq2byxsoom 244 19 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 244 20 improved improve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 244 21 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 244 22 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 244 23 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 244 24 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 244 25 learned learn VBN work_bphzkrtkbrcmjiaeqq2byxsoom 244 26 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 244 27 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 244 28 representations representation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 244 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 245 1 Therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 245 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 245 3 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 245 4 optimal optimal NN work_bphzkrtkbrcmjiaeqq2byxsoom 245 5 weighted weight VBD work_bphzkrtkbrcmjiaeqq2byxsoom 245 6 average average NN work_bphzkrtkbrcmjiaeqq2byxsoom 245 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 245 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 245 9 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 245 10 feature- feature- NN work_bphzkrtkbrcmjiaeqq2byxsoom 245 11 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 245 12 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 245 13 pixel pixel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 245 14 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 245 15 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 245 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 245 17 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 245 18 calculated calculate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 245 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 246 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 246 2 produced produce VBD work_bphzkrtkbrcmjiaeqq2byxsoom 246 3 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 246 4 hybrid hybrid JJ work_bphzkrtkbrcmjiaeqq2byxsoom 246 5 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 6 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 246 7 generates generate VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 246 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 246 9 target target NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 10 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 246 12 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 246 13 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 246 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 246 15 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 246 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 246 18 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 19 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 246 20 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 246 21 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 246 23 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 246 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 246 25 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 26 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 246 27 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 246 28 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 29 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 246 30 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 246 31 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 32 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 246 33 0≤ 0≤ NN work_bphzkrtkbrcmjiaeqq2byxsoom 246 34 α α NNP work_bphzkrtkbrcmjiaeqq2byxsoom 246 35 ≤1 ≤1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 246 36 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 247 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 247 2 7 7 CD work_bphzkrtkbrcmjiaeqq2byxsoom 247 3 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 247 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 247 5 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 247 6 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 247 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 247 8 hybrid hybrid JJ work_bphzkrtkbrcmjiaeqq2byxsoom 247 9 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 247 10 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 247 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 247 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 247 13 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 247 14 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 247 15 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 247 16 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 247 17 function function NN work_bphzkrtkbrcmjiaeqq2byxsoom 247 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 247 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 247 20 weights weight NNS work_bphzkrtkbrcmjiaeqq2byxsoom 247 21 tried try VBN work_bphzkrtkbrcmjiaeqq2byxsoom 247 22 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 247 23 weights weight NNS work_bphzkrtkbrcmjiaeqq2byxsoom 247 24 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 247 25 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 247 26 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 247 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 247 28 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 247 29 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 247 30 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 247 31 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 247 32 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 247 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 247 34 α α LS work_bphzkrtkbrcmjiaeqq2byxsoom 247 35 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 247 36 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 248 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 248 2 hybrid hybrid JJ work_bphzkrtkbrcmjiaeqq2byxsoom 248 3 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 248 4 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 248 5 constructed construct VBN work_bphzkrtkbrcmjiaeqq2byxsoom 248 6 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 248 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 248 8 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 248 9 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 248 10 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 248 11 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 248 12 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 248 13 pixel pixel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 248 14 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 248 15 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 248 16 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 248 17 obtained obtain VBN work_bphzkrtkbrcmjiaeqq2byxsoom 248 18 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 248 19 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 248 20 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 248 21 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 249 1 As as IN work_bphzkrtkbrcmjiaeqq2byxsoom 249 2 evident evident JJ work_bphzkrtkbrcmjiaeqq2byxsoom 249 3 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 249 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 249 5 graph graph NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 249 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 249 8 best well RBS work_bphzkrtkbrcmjiaeqq2byxsoom 249 9 weighted weighted JJ work_bphzkrtkbrcmjiaeqq2byxsoom 249 10 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 249 11 achieve achieve VBP work_bphzkrtkbrcmjiaeqq2byxsoom 249 12 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 249 13 pixelfeaturehybrid pixelfeaturehybrid NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 14 yyy yyy NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 15 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 249 16 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 249 17 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 249 18 αα αα XX work_bphzkrtkbrcmjiaeqq2byxsoom 249 19 −+= −+= CD work_bphzkrtkbrcmjiaeqq2byxsoom 249 20 featurey featurey NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 21 pixely pixely RB work_bphzkrtkbrcmjiaeqq2byxsoom 249 22 29 29 CD work_bphzkrtkbrcmjiaeqq2byxsoom 249 23 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 24 7 7 CD work_bphzkrtkbrcmjiaeqq2byxsoom 249 25 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 249 26 Correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 249 28 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 249 29 weighted weighted JJ work_bphzkrtkbrcmjiaeqq2byxsoom 249 30 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 31 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 249 32 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 249 33 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 249 34 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 249 35 vs. vs. IN work_bphzkrtkbrcmjiaeqq2byxsoom 249 36 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 249 37 weighting weighting NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 38 parameter parameter NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 39 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 249 40 α α NNP work_bphzkrtkbrcmjiaeqq2byxsoom 249 41 . . NNP work_bphzkrtkbrcmjiaeqq2byxsoom 249 42 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 249 43 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 249 44 0.65 0.65 CD work_bphzkrtkbrcmjiaeqq2byxsoom 249 45 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 249 46 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 249 47 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 249 48 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 249 49 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 250 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 250 2 hybrid hybrid JJ work_bphzkrtkbrcmjiaeqq2byxsoom 250 3 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 250 4 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 250 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 250 6 optimal optimal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 250 7 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 250 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 250 9 α α NN work_bphzkrtkbrcmjiaeqq2byxsoom 250 10 = = NNS work_bphzkrtkbrcmjiaeqq2byxsoom 250 11 0.65 0.65 CD work_bphzkrtkbrcmjiaeqq2byxsoom 250 12 improves improve VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 250 13 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 250 14 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 250 15 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 250 16 nearly nearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 250 17 10 10 CD work_bphzkrtkbrcmjiaeqq2byxsoom 250 18 % % NN work_bphzkrtkbrcmjiaeqq2byxsoom 250 19 over over IN work_bphzkrtkbrcmjiaeqq2byxsoom 250 20 those those DT work_bphzkrtkbrcmjiaeqq2byxsoom 250 21 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 250 22 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 250 23 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 250 24 single single JJ work_bphzkrtkbrcmjiaeqq2byxsoom 250 25 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 250 26 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 251 1 Its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 251 2 normalized normalized JJ work_bphzkrtkbrcmjiaeqq2byxsoom 251 3 MSE MSE NNP work_bphzkrtkbrcmjiaeqq2byxsoom 251 4 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 251 5 0.57 0.57 CD work_bphzkrtkbrcmjiaeqq2byxsoom 251 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 251 7 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 251 8 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 251 9 that that DT work_bphzkrtkbrcmjiaeqq2byxsoom 251 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 251 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 251 12 individual individual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 251 13 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 251 14 sets set NNS work_bphzkrtkbrcmjiaeqq2byxsoom 251 15 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 252 1 These these DT work_bphzkrtkbrcmjiaeqq2byxsoom 252 2 weighted weight VBN work_bphzkrtkbrcmjiaeqq2byxsoom 252 3 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 252 4 have have VBP work_bphzkrtkbrcmjiaeqq2byxsoom 252 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 252 6 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 252 7 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 252 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 252 9 lowest low JJS work_bphzkrtkbrcmjiaeqq2byxsoom 252 10 normalized normalized JJ work_bphzkrtkbrcmjiaeqq2byxsoom 252 11 MSE MSE NNP work_bphzkrtkbrcmjiaeqq2byxsoom 252 12 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 252 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 252 14 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 252 15 scores score NNS work_bphzkrtkbrcmjiaeqq2byxsoom 252 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 253 1 Therefore therefore RB work_bphzkrtkbrcmjiaeqq2byxsoom 253 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 253 3 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 253 4 subsequent subsequent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 253 5 analysis analysis NN work_bphzkrtkbrcmjiaeqq2byxsoom 253 6 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 253 7 use use VBP work_bphzkrtkbrcmjiaeqq2byxsoom 253 8 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 253 9 weighted weighted JJ work_bphzkrtkbrcmjiaeqq2byxsoom 253 10 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 253 11 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 253 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 253 13 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 253 14 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 253 15 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 253 16 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 253 17 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 253 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 253 19 unless unless IN work_bphzkrtkbrcmjiaeqq2byxsoom 253 20 stated state VBN work_bphzkrtkbrcmjiaeqq2byxsoom 253 21 otherwise otherwise RB work_bphzkrtkbrcmjiaeqq2byxsoom 253 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 254 1 4.3.6 4.3.6 LS work_bphzkrtkbrcmjiaeqq2byxsoom 254 2 Evaluation Evaluation NNP work_bphzkrtkbrcmjiaeqq2byxsoom 254 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 254 4 Predicted Predicted NNP work_bphzkrtkbrcmjiaeqq2byxsoom 254 5 Rating Rating NNP work_bphzkrtkbrcmjiaeqq2byxsoom 254 6 Ranking rank VBG work_bphzkrtkbrcmjiaeqq2byxsoom 254 7 An an DT work_bphzkrtkbrcmjiaeqq2byxsoom 254 8 additional additional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 254 9 analysis analysis NN work_bphzkrtkbrcmjiaeqq2byxsoom 254 10 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 254 11 performed perform VBN work_bphzkrtkbrcmjiaeqq2byxsoom 254 12 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 254 13 evaluate evaluate VB work_bphzkrtkbrcmjiaeqq2byxsoom 254 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 254 15 relative relative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 254 16 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 254 17 ranking rank VBG work_bphzkrtkbrcmjiaeqq2byxsoom 254 18 induced induce VBN work_bphzkrtkbrcmjiaeqq2byxsoom 254 19 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 254 20 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 254 21 best good JJS work_bphzkrtkbrcmjiaeqq2byxsoom 254 22 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 254 23 predictions prediction NNS work_bphzkrtkbrcmjiaeqq2byxsoom 254 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 255 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 255 2 8 8 CD work_bphzkrtkbrcmjiaeqq2byxsoom 255 3 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 255 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 255 5 probability probability NN work_bphzkrtkbrcmjiaeqq2byxsoom 255 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 255 7 error error NN work_bphzkrtkbrcmjiaeqq2byxsoom 255 8 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 255 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 255 10 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 255 11 relative relative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 255 12 ordering ordering NN work_bphzkrtkbrcmjiaeqq2byxsoom 255 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 255 14 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 255 15 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 255 16 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 255 17 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 255 18 function function NN work_bphzkrtkbrcmjiaeqq2byxsoom 255 19 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 255 20 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 255 21 absolute absolute JJ work_bphzkrtkbrcmjiaeqq2byxsoom 255 22 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 255 23 d d NNP work_bphzkrtkbrcmjiaeqq2byxsoom 255 24 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 255 25 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 255 26 original original JJ work_bphzkrtkbrcmjiaeqq2byxsoom 255 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 255 28 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 255 29 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 255 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 256 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 256 2 distances distance NNS work_bphzkrtkbrcmjiaeqq2byxsoom 256 3 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 256 4 binned bin VBN work_bphzkrtkbrcmjiaeqq2byxsoom 256 5 into into IN work_bphzkrtkbrcmjiaeqq2byxsoom 256 6 16 16 CD work_bphzkrtkbrcmjiaeqq2byxsoom 256 7 bins bin NNS work_bphzkrtkbrcmjiaeqq2byxsoom 256 8 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 257 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 257 2 probability probability NN work_bphzkrtkbrcmjiaeqq2byxsoom 257 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 257 4 error error NN work_bphzkrtkbrcmjiaeqq2byxsoom 257 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 257 6 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 257 7 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 257 8 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 257 9 d d NN work_bphzkrtkbrcmjiaeqq2byxsoom 257 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 257 11 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 257 12 computed compute VBN work_bphzkrtkbrcmjiaeqq2byxsoom 257 13 over over IN work_bphzkrtkbrcmjiaeqq2byxsoom 257 14 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 257 15 pairs pair NNS work_bphzkrtkbrcmjiaeqq2byxsoom 257 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 257 17 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 257 18 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 257 19 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 257 20 absolute absolute JJ work_bphzkrtkbrcmjiaeqq2byxsoom 257 21 difference difference NN work_bphzkrtkbrcmjiaeqq2byxsoom 257 22 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 257 23 d d NN work_bphzkrtkbrcmjiaeqq2byxsoom 257 24 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 257 25 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 257 26 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 257 27 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 257 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 258 1 As as IN work_bphzkrtkbrcmjiaeqq2byxsoom 258 2 evident evident JJ work_bphzkrtkbrcmjiaeqq2byxsoom 258 3 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 258 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 258 5 graph graph NN work_bphzkrtkbrcmjiaeqq2byxsoom 258 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 258 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 258 8 probability probability NN work_bphzkrtkbrcmjiaeqq2byxsoom 258 9 decreases decrease VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 258 10 almost almost RB work_bphzkrtkbrcmjiaeqq2byxsoom 258 11 linearly linearly JJ work_bphzkrtkbrcmjiaeqq2byxsoom 258 12 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 258 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 258 14 absolute absolute JJ work_bphzkrtkbrcmjiaeqq2byxsoom 258 15 difference difference NN work_bphzkrtkbrcmjiaeqq2byxsoom 258 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 258 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 258 18 original original JJ work_bphzkrtkbrcmjiaeqq2byxsoom 258 19 30 30 CD work_bphzkrtkbrcmjiaeqq2byxsoom 258 20 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 258 21 grows grow VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 258 22 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 258 23 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 258 24 small small JJ work_bphzkrtkbrcmjiaeqq2byxsoom 258 25 peak peak NN work_bphzkrtkbrcmjiaeqq2byxsoom 258 26 observed observe VBN work_bphzkrtkbrcmjiaeqq2byxsoom 258 27 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 258 28 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 258 29 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 258 30 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 258 31 3.6 3.6 CD work_bphzkrtkbrcmjiaeqq2byxsoom 258 32 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 258 33 insignificant insignificant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 258 34 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 258 35 stems stem VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 258 36 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 258 37 one one CD work_bphzkrtkbrcmjiaeqq2byxsoom 258 38 erroneous erroneous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 258 39 relative relative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 258 40 ranking ranking NN work_bphzkrtkbrcmjiaeqq2byxsoom 258 41 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 258 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 259 1 4.3.7 4.3.7 CD work_bphzkrtkbrcmjiaeqq2byxsoom 259 2 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 259 3 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 259 4 Curve Curve NNP work_bphzkrtkbrcmjiaeqq2byxsoom 259 5 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 259 6 Facial Facial NNP work_bphzkrtkbrcmjiaeqq2byxsoom 259 7 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 259 8 For for IN work_bphzkrtkbrcmjiaeqq2byxsoom 259 9 further further JJ work_bphzkrtkbrcmjiaeqq2byxsoom 259 10 evaluation evaluation NN work_bphzkrtkbrcmjiaeqq2byxsoom 259 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 259 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 259 13 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 259 14 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 259 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 259 16 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 259 17 additional additional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 259 18 experiment experiment NN work_bphzkrtkbrcmjiaeqq2byxsoom 259 19 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 259 20 run run VBN work_bphzkrtkbrcmjiaeqq2byxsoom 259 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 259 22 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 259 23 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 259 24 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 259 25 examined examine VBD work_bphzkrtkbrcmjiaeqq2byxsoom 259 26 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 259 27 learning learn VBG work_bphzkrtkbrcmjiaeqq2byxsoom 259 28 curve curve NN work_bphzkrtkbrcmjiaeqq2byxsoom 259 29 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 259 30 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 259 31 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 259 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 260 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 260 2 produced produce VBD work_bphzkrtkbrcmjiaeqq2byxsoom 260 3 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 260 4 curve curve NN work_bphzkrtkbrcmjiaeqq2byxsoom 260 5 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 260 6 iteratively iteratively RB work_bphzkrtkbrcmjiaeqq2byxsoom 260 7 running run VBG work_bphzkrtkbrcmjiaeqq2byxsoom 260 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 260 9 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 260 10 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 260 11 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 260 12 growing grow VBG work_bphzkrtkbrcmjiaeqq2byxsoom 260 13 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 260 14 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 260 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 260 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 260 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 260 18 following following JJ work_bphzkrtkbrcmjiaeqq2byxsoom 260 19 manner manner NN work_bphzkrtkbrcmjiaeqq2byxsoom 260 20 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 260 21 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 260 22 number number NN work_bphzkrtkbrcmjiaeqq2byxsoom 260 23 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 260 24 input input NN work_bphzkrtkbrcmjiaeqq2byxsoom 260 25 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 260 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 260 27 n n NNP work_bphzkrtkbrcmjiaeqq2byxsoom 260 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 260 29 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 260 30 incremented incremente VBN work_bphzkrtkbrcmjiaeqq2byxsoom 260 31 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 260 32 5 5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 260 33 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 260 34 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 260 35 entire entire JJ work_bphzkrtkbrcmjiaeqq2byxsoom 260 36 92 92 CD work_bphzkrtkbrcmjiaeqq2byxsoom 260 37 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 260 38 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 261 1 For for IN work_bphzkrtkbrcmjiaeqq2byxsoom 261 2 every every DT work_bphzkrtkbrcmjiaeqq2byxsoom 261 3 n n NN work_bphzkrtkbrcmjiaeqq2byxsoom 261 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 261 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 261 6 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 261 7 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 261 8 run run VBN work_bphzkrtkbrcmjiaeqq2byxsoom 261 9 ten ten CD work_bphzkrtkbrcmjiaeqq2byxsoom 261 10 times time NNS work_bphzkrtkbrcmjiaeqq2byxsoom 261 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 261 12 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 261 13 time time NN work_bphzkrtkbrcmjiaeqq2byxsoom 261 14 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 261 15 n n CC work_bphzkrtkbrcmjiaeqq2byxsoom 261 16 different different JJ work_bphzkrtkbrcmjiaeqq2byxsoom 261 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 261 18 randomly randomly RB work_bphzkrtkbrcmjiaeqq2byxsoom 261 19 selected select VBN work_bphzkrtkbrcmjiaeqq2byxsoom 261 20 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 261 21 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 261 22 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 261 23 n=92 n=92 NN work_bphzkrtkbrcmjiaeqq2byxsoom 261 24 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 261 25 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 261 26 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 261 27 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 261 28 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 261 29 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 261 30 single single JJ work_bphzkrtkbrcmjiaeqq2byxsoom 261 31 run run NN work_bphzkrtkbrcmjiaeqq2byxsoom 261 32 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 261 33 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 262 1 Testing testing NN work_bphzkrtkbrcmjiaeqq2byxsoom 262 2 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 262 3 performed perform VBN work_bphzkrtkbrcmjiaeqq2byxsoom 262 4 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 262 6 subsets subset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 262 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 8 n n JJ work_bphzkrtkbrcmjiaeqq2byxsoom 262 9 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 262 10 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 262 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 262 12 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 262 13 leave leave VB work_bphzkrtkbrcmjiaeqq2byxsoom 262 14 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 262 15 one one CD work_bphzkrtkbrcmjiaeqq2byxsoom 262 16 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 262 17 out out NN work_bphzkrtkbrcmjiaeqq2byxsoom 262 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 262 19 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 262 20 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 262 21 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 262 22 evaluated evaluate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 262 23 according accord VBG work_bphzkrtkbrcmjiaeqq2byxsoom 262 24 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 25 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 262 26 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 262 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 28 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 262 29 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 262 30 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 262 31 Figure Figure NNP work_bphzkrtkbrcmjiaeqq2byxsoom 262 32 8 8 CD work_bphzkrtkbrcmjiaeqq2byxsoom 262 33 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 262 34 Probability probability NN work_bphzkrtkbrcmjiaeqq2byxsoom 262 35 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 36 error error NN work_bphzkrtkbrcmjiaeqq2byxsoom 262 37 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 38 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 262 39 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 262 40 relative relative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 262 41 order order NN work_bphzkrtkbrcmjiaeqq2byxsoom 262 42 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 43 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 262 44 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 262 45 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 46 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 262 47 function function NN work_bphzkrtkbrcmjiaeqq2byxsoom 262 48 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 49 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 262 50 absolute absolute JJ work_bphzkrtkbrcmjiaeqq2byxsoom 262 51 difference difference NN work_bphzkrtkbrcmjiaeqq2byxsoom 262 52 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 262 53 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 262 54 original original JJ work_bphzkrtkbrcmjiaeqq2byxsoom 262 55 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 262 56 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 262 57 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 262 58 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 263 1 31 31 CD work_bphzkrtkbrcmjiaeqq2byxsoom 263 2 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 263 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 263 4 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 263 5 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 263 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 263 7 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 263 8 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 263 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 264 1 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 264 2 9 9 CD work_bphzkrtkbrcmjiaeqq2byxsoom 264 3 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 264 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 264 5 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 264 6 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 264 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 264 8 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 264 9 redictor redictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 264 10 trained train VBD work_bphzkrtkbrcmjiaeqq2byxsoom 264 11 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 264 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 264 13 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 264 14 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 264 15 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 264 16 k=16 k=16 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 264 17 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 264 18 m=7 m=7 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 264 19 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 264 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 265 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 265 2 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 265 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 265 4 average average NN work_bphzkrtkbrcmjiaeqq2byxsoom 265 5 over over IN work_bphzkrtkbrcmjiaeqq2byxsoom 265 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 265 7 ten ten CD work_bphzkrtkbrcmjiaeqq2byxsoom 265 8 runs run NNS work_bphzkrtkbrcmjiaeqq2byxsoom 265 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 266 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 266 2 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 266 3 clearly clearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 266 4 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 266 5 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 266 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 266 7 performance performance NN work_bphzkrtkbrcmjiaeqq2byxsoom 266 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 266 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 266 10 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 266 11 improves improve VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 266 12 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 266 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 266 14 increase increase NN work_bphzkrtkbrcmjiaeqq2byxsoom 266 15 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 266 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 266 17 number number NN work_bphzkrtkbrcmjiaeqq2byxsoom 266 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 266 19 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 266 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 267 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 267 2 slope slope NN work_bphzkrtkbrcmjiaeqq2byxsoom 267 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 267 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 267 5 graph graph NN work_bphzkrtkbrcmjiaeqq2byxsoom 267 6 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 267 7 positive positive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 267 8 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 267 9 every every DT work_bphzkrtkbrcmjiaeqq2byxsoom 267 10 n≥50 n≥50 NN work_bphzkrtkbrcmjiaeqq2byxsoom 267 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 268 1 Similar similar JJ work_bphzkrtkbrcmjiaeqq2byxsoom 268 2 ehavior ehavior NNP work_bphzkrtkbrcmjiaeqq2byxsoom 268 3 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 268 4 observed observe VBN work_bphzkrtkbrcmjiaeqq2byxsoom 268 5 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 268 6 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 268 7 parameters parameter NNS work_bphzkrtkbrcmjiaeqq2byxsoom 268 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 268 9 learners learner NNS work_bphzkrtkbrcmjiaeqq2byxsoom 268 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 269 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 269 2 tendency tendency NN work_bphzkrtkbrcmjiaeqq2byxsoom 269 3 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 269 4 less less RBR work_bphzkrtkbrcmjiaeqq2byxsoom 269 5 istinct istinct JJ work_bphzkrtkbrcmjiaeqq2byxsoom 269 6 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 269 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 269 8 corresponding correspond VBG work_bphzkrtkbrcmjiaeqq2byxsoom 269 9 graph graph NN work_bphzkrtkbrcmjiaeqq2byxsoom 269 10 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 269 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 269 12 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 269 13 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 269 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 270 1 p p NNP work_bphzkrtkbrcmjiaeqq2byxsoom 270 2 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 270 3 shown show VBN work_bphzkrtkbrcmjiaeqq2byxsoom 270 4 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 270 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 270 6 plot plot NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 7 b b NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 8 d d NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 9 Figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 10 9 9 CD work_bphzkrtkbrcmjiaeqq2byxsoom 270 11 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 270 12 Accuracy accuracy NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 270 14 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 15 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 270 16 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 270 17 function function NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 270 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 270 20 training training NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 21 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 270 22 set set NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 23 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 24 32 32 CD work_bphzkrtkbrcmjiaeqq2byxsoom 270 25 5 5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 270 26 Discussion Discussion NNP work_bphzkrtkbrcmjiaeqq2byxsoom 270 27 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 270 28 paper paper NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 29 presents present VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 270 30 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 270 31 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 32 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 270 33 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 270 34 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 270 35 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 270 36 trained train VBN work_bphzkrtkbrcmjiaeqq2byxsoom 270 37 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 270 38 fema fema NNP work_bphzkrtkbrcmjiaeqq2byxsoom 270 39 e e NNP work_bphzkrtkbrcmjiaeqq2byxsoom 270 40 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 270 41 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 270 42 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 270 43 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 270 44 respective respective JJ work_bphzkrtkbrcmjiaeqq2byxsoom 270 45 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 270 46 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 270 47 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 270 48 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 271 1 Images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 271 2 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 271 3 represented represent VBN work_bphzkrtkbrcmjiaeqq2byxsoom 271 4 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 271 5 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 271 6 raw raw JJ work_bphzkrtkbrcmjiaeqq2byxsoom 271 7 pixel pixel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 271 8 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 271 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 271 10 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 271 11 measurements measurement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 271 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 271 13 key key JJ work_bphzkrtkbrcmjiaeqq2byxsoom 271 14 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 271 15 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 271 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 272 1 Prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 272 2 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 272 3 carried carry VBN work_bphzkrtkbrcmjiaeqq2byxsoom 272 4 out out RP work_bphzkrtkbrcmjiaeqq2byxsoom 272 5 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 272 6 KNN KNN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 272 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 272 8 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 272 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 272 10 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 272 11 regression regression NN work_bphzkrtkbrcmjiaeqq2byxsoom 272 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 272 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 272 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 272 15 best well RBS work_bphzkrtkbrcmjiaeqq2byxsoom 272 16 predicted predict VBN work_bphzkrtkbrcmjiaeqq2byxsoom 272 17 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 272 18 achieved achieve VBD work_bphzkrtkbrcmjiaeqq2byxsoom 272 19 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 272 20 correlation correlation NN work_bphzkrtkbrcmjiaeqq2byxsoom 272 21 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 272 22 0.65 0.65 CD work_bphzkrtkbrcmjiaeqq2byxsoom 272 23 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 272 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 272 25 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 272 26 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 272 27 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 273 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 273 2 consistently consistently RB work_bphzkrtkbrcmjiaeqq2byxsoom 273 3 found find VBD work_bphzkrtkbrcmjiaeqq2byxsoom 273 4 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 273 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 273 6 measured measure VBN work_bphzkrtkbrcmjiaeqq2byxsoom 273 7 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 273 8 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 273 9 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 273 10 more more RBR work_bphzkrtkbrcmjiaeqq2byxsoom 273 11 informative informative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 273 12 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 273 13 attractiveness attractiveness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 273 14 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 273 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 273 16 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 273 17 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 273 18 tasks task NNS work_bphzkrtkbrcmjiaeqq2byxsoom 273 19 tried try VBD work_bphzkrtkbrcmjiaeqq2byxsoom 273 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 274 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 274 2 addition addition NN work_bphzkrtkbrcmjiaeqq2byxsoom 274 3 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 274 4 learning learn VBG work_bphzkrtkbrcmjiaeqq2byxsoom 274 5 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 274 6 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 274 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 274 8 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 274 9 also also RB work_bphzkrtkbrcmjiaeqq2byxsoom 274 10 examined examine VBD work_bphzkrtkbrcmjiaeqq2byxsoom 274 11 some some DT work_bphzkrtkbrcmjiaeqq2byxsoom 274 12 cha cha NN work_bphzkrtkbrcmjiaeqq2byxsoom 274 13 riments riment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 274 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 275 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 275 2 particular particular JJ work_bphzkrtkbrcmjiaeqq2byxsoom 275 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 275 4 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 275 5 ran run VBD work_bphzkrtkbrcmjiaeqq2byxsoom 275 6 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 275 7 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 275 8 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 275 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 275 10 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 275 11 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 275 12 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 275 13 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 275 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 275 15 i.e. i.e. FW work_bphzkrtkbrcmjiaeqq2byxsoom 276 1 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 276 2 mathematical mathematical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 276 3 average average NN work_bphzkrtkbrcmjiaeqq2byxsoom 276 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 276 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 276 6 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 276 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 276 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 276 9 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 276 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 277 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 277 2 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 277 3 received receive VBD work_bphzkrtkbrcmjiaeqq2byxsoom 277 4 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 277 5 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 277 6 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 277 7 rating rating NN work_bphzkrtkbrcmjiaeqq2byxsoom 277 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 277 9 showing show VBG work_bphzkrtkbrcmjiaeqq2byxsoom 277 10 no no DT work_bphzkrtkbrcmjiaeqq2byxsoom 277 11 support support NN work_bphzkrtkbrcmjiaeqq2byxsoom 277 12 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 277 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 277 14 averageness averageness NN work_bphzkrtkbrcmjiaeqq2byxsoom 277 15 hypothesis hypothesis NN work_bphzkrtkbrcmjiaeqq2byxsoom 277 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 277 17 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 277 18 setting setting NN work_bphzkrtkbrcmjiaeqq2byxsoom 277 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 278 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 278 2 strengthens strengthen VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 278 3 previous previous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 278 4 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 278 5 that that WDT work_bphzkrtkbrcmjiaeqq2byxsoom 278 6 argued argue VBD work_bphzkrtkbrcmjiaeqq2byxsoom 278 7 against against IN work_bphzkrtkbrcmjiaeqq2byxsoom 278 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 278 9 averageness averageness NN work_bphzkrtkbrcmjiaeqq2byxsoom 278 10 hypothesis hypothesis NN work_bphzkrtkbrcmjiaeqq2byxsoom 278 11 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 278 12 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 278 13 described describe VBN work_bphzkrtkbrcmjiaeqq2byxsoom 278 14 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 278 15 section section NN work_bphzkrtkbrcmjiaeqq2byxsoom 278 16 1.1.2 1.1.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 278 17 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 278 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 279 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 279 2 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 279 3 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 279 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 279 5 composite composite JJ work_bphzkrtkbrcmjiaeqq2byxsoom 279 6 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 279 7 may may MD work_bphzkrtkbrcmjiaeqq2byxsoom 279 8 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 279 9 attributable attributable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 279 10 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 279 11 their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 279 12 smooth smooth JJ work_bphzkrtkbrcmjiaeqq2byxsoom 279 13 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 279 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 279 15 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 279 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 279 17 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 279 18 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 279 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 279 20 averageness averageness NN work_bphzkrtkbrcmjiaeqq2byxsoom 279 21 itself -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 279 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 279 23 explaining explain VBG work_bphzkrtkbrcmjiaeqq2byxsoom 279 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 279 25 fact fact NN work_bphzkrtkbrcmjiaeqq2byxsoom 279 26 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 279 27 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 279 28 mathematical mathematical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 279 29 average average NN work_bphzkrtkbrcmjiaeqq2byxsoom 279 30 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 279 31 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 279 32 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 279 33 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 279 34 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 279 35 found find VBN work_bphzkrtkbrcmjiaeqq2byxsoom 279 36 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 279 37 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 279 38 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 279 39 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 279 40 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 280 1 Given give VBN work_bphzkrtkbrcmjiaeqq2byxsoom 280 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 280 3 high high JJ work_bphzkrtkbrcmjiaeqq2byxsoom 280 4 dimensionality dimensionality NN work_bphzkrtkbrcmjiaeqq2byxsoom 280 5 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 280 6 redundancy redundancy NN work_bphzkrtkbrcmjiaeqq2byxsoom 280 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 280 8 visual visual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 280 9 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 280 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 280 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 280 12 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 280 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 280 14 learning learn VBG work_bphzkrtkbrcmjiaeqq2byxsoom 280 15 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 280 16 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 280 17 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 280 18 undoubtedly undoubtedly RB work_bphzkrtkbrcmjiaeqq2byxsoom 280 19 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 280 20 difficult difficult JJ work_bphzkrtkbrcmjiaeqq2byxsoom 280 21 one one NN work_bphzkrtkbrcmjiaeqq2byxsoom 280 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 281 1 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 281 2 tried try VBD work_bphzkrtkbrcmjiaeqq2byxsoom 281 3 additional additional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 281 4 preprocessing preprocessing NN work_bphzkrtkbrcmjiaeqq2byxsoom 281 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 281 6 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 281 7 selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 281 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 281 9 learning learning NN work_bphzkrtkbrcmjiaeqq2byxsoom 281 10 methods method NNS work_bphzkrtkbrcmjiaeqq2byxsoom 281 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 281 12 e.g. e.g. RB work_bphzkrtkbrcmjiaeqq2byxsoom 282 1 Wrapper Wrapper NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 2 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 282 3 Kohavi Kohavi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 4 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 282 5 John John NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 282 7 1996 1996 CD work_bphzkrtkbrcmjiaeqq2byxsoom 282 8 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 282 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 282 10 Isomap Isomap NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 11 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 282 12 Tenenbaum Tenenbaum NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 282 14 de de NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 15 Silva Silva NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 16 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 282 17 Langford Langford NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 282 19 2000 2000 CD work_bphzkrtkbrcmjiaeqq2byxsoom 282 20 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 282 21 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 282 22 Kernel Kernel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 23 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 24 l l NN work_bphzkrtkbrcmjiaeqq2byxsoom 282 25 racteristics racteristic NNS work_bphzkrtkbrcmjiaeqq2byxsoom 282 26 found find VBD work_bphzkrtkbrcmjiaeqq2byxsoom 282 27 correlated correlate VBD work_bphzkrtkbrcmjiaeqq2byxsoom 282 28 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 282 29 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 282 30 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 282 31 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 282 32 previous previous JJ work_bphzkrtkbrcmjiaeqq2byxsoom 282 33 expe expe NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 34 33 33 CD work_bphzkrtkbrcmjiaeqq2byxsoom 282 35 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 282 36 Scholkopf Scholkopf NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 37 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 282 38 Smola Smola NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 39 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 282 40 Muller Muller NNP work_bphzkrtkbrcmjiaeqq2byxsoom 282 41 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 282 42 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 282 43 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 282 44 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 282 45 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 282 46 these these DT work_bphzkrtkbrcmjiaeqq2byxsoom 282 47 all all DT work_bphzkrtkbrcmjiaeqq2byxsoom 282 48 produced produce VBD work_bphzkrtkbrcmjiaeqq2byxsoom 282 49 poorer poor JJR work_bphzkrtkbrcmjiaeqq2byxsoom 282 50 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 282 51 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 283 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 283 2 non non JJ work_bphzkrtkbrcmjiaeqq2byxsoom 283 3 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 283 4 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 283 5 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 283 6 extraction extraction NN work_bphzkrtkbrcmjiaeqq2byxsoom 283 7 methods method NNS work_bphzkrtkbrcmjiaeqq2byxsoom 283 8 probably probably RB work_bphzkrtkbrcmjiaeqq2byxsoom 283 9 failed fail VBD work_bphzkrtkbrcmjiaeqq2byxsoom 283 10 due due IN work_bphzkrtkbrcmjiaeqq2byxsoom 283 11 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 283 12 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 283 13 insufficient insufficient JJ work_bphzkrtkbrcmjiaeqq2byxsoom 283 14 number number NN work_bphzkrtkbrcmjiaeqq2byxsoom 283 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 283 16 training training NN work_bphzkrtkbrcmjiaeqq2byxsoom 283 17 examples example NNS work_bphzkrtkbrcmjiaeqq2byxsoom 283 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 283 19 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 283 20 they -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 283 21 require require VBP work_bphzkrtkbrcmjiaeqq2byxsoom 283 22 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 283 23 dense dense JJ work_bphzkrtkbrcmjiaeqq2byxsoom 283 24 sampling sampling NN work_bphzkrtkbrcmjiaeqq2byxsoom 283 25 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 283 26 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 283 27 underlying underlying JJ work_bphzkrtkbrcmjiaeqq2byxsoom 283 28 manifold manifold NN work_bphzkrtkbrcmjiaeqq2byxsoom 283 29 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 284 1 Nevertheless nevertheless RB work_bphzkrtkbrcmjiaeqq2byxsoom 284 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 284 3 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 284 4 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 284 5 ach ach NNP work_bphzkrtkbrcmjiaeqq2byxsoom 284 6 ent ent NN work_bphzkrtkbrcmjiaeqq2byxsoom 284 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 284 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 284 9 predictor predictor NN work_bphzkrtkbrcmjiaeqq2byxsoom 284 10 ’s ’s POS work_bphzkrtkbrcmjiaeqq2byxsoom 284 11 performance performance NN work_bphzkrtkbrcmjiaeqq2byxsoom 284 12 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 284 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 284 14 num num NN work_bphzkrtkbrcmjiaeqq2byxsoom 284 15 ieved ieve VBD work_bphzkrtkbrcmjiaeqq2byxsoom 284 16 significant significant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 284 17 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 284 18 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 284 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 284 20 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 284 21 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 284 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 285 1 However however RB work_bphzkrtkbrcmjiaeqq2byxsoom 285 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 285 3 we -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 285 4 believe believe VBP work_bphzkrtkbrcmjiaeqq2byxsoom 285 5 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 285 6 success success NN work_bphzkrtkbrcmjiaeqq2byxsoom 285 7 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 285 8 limited limit VBN work_bphzkrtkbrcmjiaeqq2byxsoom 285 9 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 285 10 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 285 11 number number NN work_bphzkrtkbrcmjiaeqq2byxsoom 285 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 285 13 hindering hinder VBG work_bphzkrtkbrcmjiaeqq2byxsoom 285 14 factors factor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 285 15 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 286 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 286 2 most most RBS work_bphzkrtkbrcmjiaeqq2byxsoom 286 3 meaningful meaningful JJ work_bphzkrtkbrcmjiaeqq2byxsoom 286 4 obstacle obstacle NN work_bphzkrtkbrcmjiaeqq2byxsoom 286 5 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 286 6 our -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 286 7 project project NN work_bphzkrtkbrcmjiaeqq2byxsoom 286 8 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 286 9 likely likely JJ work_bphzkrtkbrcmjiaeqq2byxsoom 286 10 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 286 11 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 286 12 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 286 13 relatively relatively RB work_bphzkrtkbrcmjiaeqq2byxsoom 286 14 small small JJ work_bphzkrtkbrcmjiaeqq2byxsoom 286 15 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 286 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 286 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 286 18 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 286 19 available available JJ work_bphzkrtkbrcmjiaeqq2byxsoom 286 20 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 286 21 us -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 286 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 287 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 287 2 limitation limitation NN work_bphzkrtkbrcmjiaeqq2byxsoom 287 3 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 287 4 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 287 5 appreciated appreciate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 287 6 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 287 7 examining examine VBG work_bphzkrtkbrcmjiaeqq2byxsoom 287 8 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 287 9 9 9 CD work_bphzkrtkbrcmjiaeqq2byxsoom 287 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 287 11 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 287 12 presents present VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 287 13 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 287 14 plot plot NN work_bphzkrtkbrcmjiaeqq2byxsoom 287 15 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 287 16 prediction prediction NN work_bphzkrtkbrcmjiaeqq2byxsoom 287 17 performance performance NN work_bphzkrtkbrcmjiaeqq2byxsoom 287 18 vs. vs. IN work_bphzkrtkbrcmjiaeqq2byxsoom 287 19 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 287 20 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 287 21 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 287 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 287 23 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 287 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 288 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 288 2 figure figure NN work_bphzkrtkbrcmjiaeqq2byxsoom 288 3 clearly clearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 288 4 shows show VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 288 5 improvem improvem NNP work_bphzkrtkbrcmjiaeqq2byxsoom 288 6 ber ber NN work_bphzkrtkbrcmjiaeqq2byxsoom 288 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 288 8 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 288 9 increases increase NNS work_bphzkrtkbrcmjiaeqq2byxsoom 288 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 289 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 289 2 slope slope NN work_bphzkrtkbrcmjiaeqq2byxsoom 289 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 289 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 289 5 graph graph NN work_bphzkrtkbrcmjiaeqq2byxsoom 289 6 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 289 7 still still RB work_bphzkrtkbrcmjiaeqq2byxsoom 289 8 positive positive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 289 9 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 289 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 289 11 92 92 CD work_bphzkrtkbrcmjiaeqq2byxsoom 289 12 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 289 13 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 289 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 289 15 does do VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 289 16 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 289 17 asymptotically asymptotically RB work_bphzkrtkbrcmjiaeqq2byxsoom 289 18 level level VB work_bphzkrtkbrcmjiaeqq2byxsoom 289 19 off off RP work_bphzkrtkbrcmjiaeqq2byxsoom 289 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 289 21 implying imply VBG work_bphzkrtkbrcmjiaeqq2byxsoom 289 22 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 289 23 there there EX work_bphzkrtkbrcmjiaeqq2byxsoom 289 24 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 289 25 considerable considerable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 289 26 room room NN work_bphzkrtkbrcmjiaeqq2byxsoom 289 27 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 289 28 improvement improvement NN work_bphzkrtkbrcmjiaeqq2byxsoom 289 29 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 289 30 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 289 31 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 289 32 larger large JJR work_bphzkrtkbrcmjiaeqq2byxsoom 289 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 289 34 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 289 35 still still RB work_bphzkrtkbrcmjiaeqq2byxsoom 289 36 realistically realistically RB work_bphzkrtkbrcmjiaeqq2byxsoom 289 37 conceivable conceivable JJ work_bphzkrtkbrcmjiaeqq2byxsoom 289 38 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 289 39 dataset dataset JJ work_bphzkrtkbrcmjiaeqq2byxsoom 289 40 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 290 1 Another another DT work_bphzkrtkbrcmjiaeqq2byxsoom 290 2 likely likely JJ work_bphzkrtkbrcmjiaeqq2byxsoom 290 3 limiting limit VBG work_bphzkrtkbrcmjiaeqq2byxsoom 290 4 factor factor NN work_bphzkrtkbrcmjiaeqq2byxsoom 290 5 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 290 6 insufficient insufficient JJ work_bphzkrtkbrcmjiaeqq2byxsoom 290 7 data datum NNS work_bphzkrtkbrcmjiaeqq2byxsoom 290 8 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 290 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 291 1 While while IN work_bphzkrtkbrcmjiaeqq2byxsoom 291 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 291 3 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 291 4 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 291 5 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 291 6 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 291 7 produced produce VBD work_bphzkrtkbrcmjiaeqq2byxsoom 291 8 better well JJR work_bphzkrtkbrcmjiaeqq2byxsoom 291 9 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 291 10 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 291 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 291 12 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 291 13 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 291 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 291 15 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 291 16 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 291 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 291 18 nonetheless nonetheless RB work_bphzkrtkbrcmjiaeqq2byxsoom 291 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 291 20 incomplete incomplete JJ work_bphzkrtkbrcmjiaeqq2byxsoom 291 21 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 291 22 it -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 291 23 includes include VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 291 24 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 291 25 Euclidean euclidean JJ work_bphzkrtkbrcmjiaeqq2byxsoom 291 26 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 291 27 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 291 28 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 291 29 measurements measurement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 291 30 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 291 31 lacks lack VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 291 32 fine fine JJ work_bphzkrtkbrcmjiaeqq2byxsoom 291 33 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 291 34 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 291 35 texture texture NN work_bphzkrtkbrcmjiaeqq2byxsoom 291 36 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 291 37 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 292 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 292 2 relatively relatively RB work_bphzkrtkbrcmjiaeqq2byxsoom 292 3 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 292 4 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 292 5 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 292 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 292 7 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 292 8 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 292 9 show show VBP work_bphzkrtkbrcmjiaeqq2byxsoom 292 10 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 292 11 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 292 12 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 292 13 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 292 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 292 15 likewise likewise RB work_bphzkrtkbrcmjiaeqq2byxsoom 292 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 292 17 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 292 18 informative informative JJ work_bphzkrtkbrcmjiaeqq2byxsoom 292 19 enough enough RB work_bphzkrtkbrcmjiaeqq2byxsoom 292 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 293 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 293 2 conclusion conclusion NN work_bphzkrtkbrcmjiaeqq2byxsoom 293 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 293 4 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 293 5 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 293 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 293 7 novel novel NN work_bphzkrtkbrcmjiaeqq2byxsoom 293 8 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 293 9 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 293 10 application application NN work_bphzkrtkbrcmjiaeqq2byxsoom 293 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 293 12 computational computational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 293 13 learning learning NN work_bphzkrtkbrcmjiaeqq2byxsoom 293 14 methods method NNS work_bphzkrtkbrcmjiaeqq2byxsoom 293 15 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 293 16 analysis analysis NN work_bphzkrtkbrcmjiaeqq2byxsoom 293 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 293 18 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 293 19 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 293 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 293 21 has have VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 293 22 produced produce VBN work_bphzkrtkbrcmjiaeqq2byxsoom 293 23 promising promising JJ work_bphzkrtkbrcmjiaeqq2byxsoom 293 24 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 293 25 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 294 1 Significant significant JJ work_bphzkrtkbrcmjiaeqq2byxsoom 294 2 correlations correlation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 294 3 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 294 4 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 294 5 ratings rating NNS work_bphzkrtkbrcmjiaeqq2byxsoom 294 6 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 294 7 achieved achieve VBN work_bphzkrtkbrcmjiaeqq2byxsoom 294 8 despite despite IN work_bphzkrtkbrcmjiaeqq2byxsoom 294 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 294 10 difficulty difficulty NN work_bphzkrtkbrcmjiaeqq2byxsoom 294 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 294 12 34 34 CD work_bphzkrtkbrcmjiaeqq2byxsoom 294 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 294 14 task task NN work_bphzkrtkbrcmjiaeqq2byxsoom 294 15 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 294 16 several several JJ work_bphzkrtkbrcmjiaeqq2byxsoom 294 17 hindering hindering NN work_bphzkrtkbrcmjiaeqq2byxsoom 294 18 factors factor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 294 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 295 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 295 2 results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 295 3 clearly clearly RB work_bphzkrtkbrcmjiaeqq2byxsoom 295 4 show show VBP work_bphzkrtkbrcmjiaeqq2byxsoom 295 5 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 295 6 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 295 7 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 295 8 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 295 9 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 295 10 universal universal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 295 11 concept concept NN work_bphzkrtkbrcmjiaeqq2byxsoom 295 12 which which WDT work_bphzkrtkbrcmjiaeqq2byxsoom 295 13 can can MD work_bphzkrtkbrcmjiaeqq2byxsoom 295 14 be be VB work_bphzkrtkbrcmjiaeqq2byxsoom 295 15 learned learn VBN work_bphzkrtkbrcmjiaeqq2byxsoom 295 16 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 295 17 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 295 18 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 295 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 296 1 There there EX work_bphzkrtkbrcmjiaeqq2byxsoom 296 2 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 296 3 sufficient sufficient JJ work_bphzkrtkbrcmjiaeqq2byxsoom 296 4 grounds ground NNS work_bphzkrtkbrcmjiaeqq2byxsoom 296 5 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 296 6 believe believe VB work_bphzkrtkbrcmjiaeqq2byxsoom 296 7 that that IN work_bphzkrtkbrcmjiaeqq2byxsoom 296 8 future future JJ work_bphzkrtkbrcmjiaeqq2byxsoom 296 9 work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 296 10 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 296 11 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 296 12 moderately moderately RB work_bphzkrtkbrcmjiaeqq2byxsoom 296 13 larger large JJR work_bphzkrtkbrcmjiaeqq2byxsoom 296 14 dataset dataset NN work_bphzkrtkbrcmjiaeqq2byxsoom 296 15 may may MD work_bphzkrtkbrcmjiaeqq2byxsoom 296 16 lead lead VB work_bphzkrtkbrcmjiaeqq2byxsoom 296 17 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 296 18 an an DT work_bphzkrtkbrcmjiaeqq2byxsoom 296 19 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 296 20 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 296 21 machine machine NN work_bphzkrtkbrcmjiaeqq2byxsoom 296 22 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 296 23 producing produce VBG work_bphzkrtkbrcmjiaeqq2byxsoom 296 24 human human NN work_bphzkrtkbrcmjiaeqq2byxsoom 296 25 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 296 26 like like JJ work_bphzkrtkbrcmjiaeqq2byxsoom 296 27 evaluations evaluation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 296 28 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 296 29 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 296 30 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 296 31 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 297 1 Acknowledgements acknowledgement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 297 2 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 297 3 thank thank VBP work_bphzkrtkbrcmjiaeqq2byxsoom 297 4 Dr. Dr. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 5 Bernhard Bernhard NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 6 Fink Fink NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 7 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 297 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 297 9 Ludwig Ludwig NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 10 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 297 11 Boltzmann Boltzmann NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 12 Institute Institute NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 13 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 297 14 Urban Urban NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 15 Ethology Ethology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 16 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 297 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 297 18 Institute Institute NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 19 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 297 20 Anthropology Anthropology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 297 22 University University NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 23 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 297 24 Vienna Vienna NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 297 26 Austria Austria NNP work_bphzkrtkbrcmjiaeqq2byxsoom 297 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 297 28 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 297 29 one one CD work_bphzkrtkbrcmjiaeqq2byxsoom 297 30 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 297 31 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 297 32 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 297 33 datasets dataset NNS work_bphzkrtkbrcmjiaeqq2byxsoom 297 34 used use VBN work_bphzkrtkbrcmjiaeqq2byxsoom 297 35 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 297 36 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 297 37 research research NN work_bphzkrtkbrcmjiaeqq2byxsoom 297 38 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 298 1 35 35 CD work_bphzkrtkbrcmjiaeqq2byxsoom 298 2 Appendix Appendix NNP work_bphzkrtkbrcmjiaeqq2byxsoom 298 3 A A NNP work_bphzkrtkbrcmjiaeqq2byxsoom 298 4 Feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 298 5 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 298 6 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 298 7 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 298 8 Following follow VBG work_bphzkrtkbrcmjiaeqq2byxsoom 298 9 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 298 10 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 298 11 list list NN work_bphzkrtkbrcmjiaeqq2byxsoom 298 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 298 13 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 298 14 measurements measurement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 298 15 comprising comprise VBG work_bphzkrtkbrcmjiaeqq2byxsoom 298 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 298 17 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 298 18 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 298 19 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 298 20 presentation presentation NN work_bphzkrtkbrcmjiaeqq2byxsoom 298 21 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 298 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 1 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 2 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 3 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 4 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 5 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 299 6 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 299 7 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 8 level level NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 9 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 11 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 12 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 13 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 299 14 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 299 15 mouth mouth NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 16 level level NNP work_bphzkrtkbrcmjiaeqq2byxsoom 299 17 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 19 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 20 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 299 21 pupils pupil NNS work_bphzkrtkbrcmjiaeqq2byxsoom 299 22 9 9 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 24 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 299 25 eyebrow eyebrow NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 26 thickness thickness NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 27 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 299 28 above above IN work_bphzkrtkbrcmjiaeqq2byxsoom 299 29 pupil pupil NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 30 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 299 31 10 10 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 32 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 33 left leave VBD work_bphzkrtkbrcmjiaeqq2byxsoom 299 34 eyebrow eyebrow NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 35 thickness thickness NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 36 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 299 37 above above IN work_bphzkrtkbrcmjiaeqq2byxsoom 299 38 pupil pupil NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 39 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 299 40 11 11 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 41 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 42 right right UH work_bphzkrtkbrcmjiaeqq2byxsoom 299 43 eyebrow eyebrow NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 44 arch arch NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 45 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 299 46 height height NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 47 difference difference NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 48 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 299 49 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 299 50 point point NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 51 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 299 52 inner inner JJ work_bphzkrtkbrcmjiaeqq2byxsoom 299 53 edge edge NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 54 12 12 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 55 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 56 left leave VBD work_bphzkrtkbrcmjiaeqq2byxsoom 299 57 eyebrow eyebrow NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 58 arch arch NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 59 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 299 60 height height NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 61 difference difference NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 62 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 299 63 highest high JJS work_bphzkrtkbrcmjiaeqq2byxsoom 299 64 point point NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 65 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 299 66 inner inner JJ work_bphzkrtkbrcmjiaeqq2byxsoom 299 67 edge edge NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 68 13 13 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 69 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 70 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 299 71 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 72 height height NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 73 14 14 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 74 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 75 left leave VBD work_bphzkrtkbrcmjiaeqq2byxsoom 299 76 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 77 height height NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 78 15 15 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 79 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 80 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 299 81 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 82 width width NNP work_bphzkrtkbrcmjiaeqq2byxsoom 299 83 16 16 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 84 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 85 left leave VBD work_bphzkrtkbrcmjiaeqq2byxsoom 299 86 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 87 width width NNP work_bphzkrtkbrcmjiaeqq2byxsoom 299 88 17 17 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 89 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 299 90 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 299 91 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 92 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 93 = = CC work_bphzkrtkbrcmjiaeqq2byxsoom 299 94 height height NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 95 * * CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 96 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 97 re re NN work_bphzkrtkbrcmjiaeqq2byxsoom 299 98 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 99 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 299 100 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 1 5 5 LS work_bphzkrtkbrcmjiaeqq2byxsoom 300 2 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 3 ratio ratio NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 4 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 5 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 6 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 300 7 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 8 6 6 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 10 ratio ratio NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 11 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 12 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 300 14 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 15 7 7 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 17 ratio ratio NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 18 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 19 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 20 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 300 21 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 22 8 8 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 24 ratio ratio NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 25 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 26 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 27 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 300 28 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 29 36 36 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 30 18 18 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 31 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 32 left leave VBN work_bphzkrtkbrcmjiaeqq2byxsoom 300 33 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 34 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 35 = = CC work_bphzkrtkbrcmjiaeqq2byxsoom 300 36 height height NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 37 * * NFP work_bphzkrtkbrcmjiaeqq2byxsoom 300 38 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 39 19 19 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 40 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 41 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 42 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 43 inner inner JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 44 edges edge NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 45 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 46 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 47 0 0 NFP work_bphzkrtkbrcmjiaeqq2byxsoom 300 48 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 49 nose nose NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 50 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 51 at at IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 52 nostrils nostril NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 53 idth idth NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 54 = = SYM work_bphzkrtkbrcmjiaeqq2byxsoom 300 55 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 56 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 57 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 300 58 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 59 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 60 23 23 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 61 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 300 62 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 63 lip lip NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 64 lip lip NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 65 p p NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 66 lip lip NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 67 p p NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 68 lip lip NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 69 ttom ttom NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 70 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 71 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 300 72 lip lip NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 73 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 74 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 75 bottom bottom JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 76 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 77 edge edge NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 78 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 79 nostrils nostril NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 80 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 300 81 eyebrow eyebrow VB work_bphzkrtkbrcmjiaeqq2byxsoom 300 82 top top NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 83 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 84 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 85 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 86 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 87 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 88 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 89 bottom bottom JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 90 e e NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 91 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 92 nostrils nostril NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 93 to to TO work_bphzkrtkbrcmjiaeqq2byxsoom 300 94 face face VB work_bphzkrtkbrcmjiaeqq2byxsoom 300 95 top top NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 96 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 97 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 98 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 99 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 100 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 101 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 102 bottom bottom NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 103 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 104 follows follow VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 300 105 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 106 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 107 21 21 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 108 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 109 nose nose NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 110 length length NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 111 22 22 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 112 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 113 nose nose NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 114 size size NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 115 = = SYM work_bphzkrtkbrcmjiaeqq2byxsoom 300 116 width width NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 117 * * NFP work_bphzkrtkbrcmjiaeqq2byxsoom 300 118 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 119 23 23 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 120 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 121 cheekbone cheekbone NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 122 w w NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 123 24 24 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 124 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 125 ratio ratio NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 126 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 127 25 25 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 128 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 129 thickness thickness NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 130 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 131 middle middle NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 132 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 133 top top JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 134 26 26 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 135 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 136 thickness thickness NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 137 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 138 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 139 side side NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 140 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 141 top top JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 142 27 27 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 143 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 144 thickness thickness NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 145 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 146 left left JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 147 side side NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 148 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 149 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 150 28 28 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 151 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 152 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 153 thickness thickness NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 154 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 155 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 156 29 29 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 157 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 158 thickness thickness NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 159 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 160 lower low JJR work_bphzkrtkbrcmjiaeqq2byxsoom 300 161 lip lip NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 162 30 30 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 163 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 164 thickness thickness NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 165 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 166 both both DT work_bphzkrtkbrcmjiaeqq2byxsoom 300 167 lips lip VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 300 168 31 31 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 169 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 170 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 171 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 172 lips lips NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 173 32 32 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 174 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 175 chin chin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 176 length length NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 177 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 300 178 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 179 bottom bottom NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 180 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 181 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 182 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 183 bo bo NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 184 33 33 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 185 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 186 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 187 jaw jaw NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 188 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 189 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 300 190 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 191 bottom bottom NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 192 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 193 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 194 34 34 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 195 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 196 left left JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 197 jaw jaw NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 198 length length NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 199 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 300 200 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 201 bottom bottom NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 202 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 203 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 204 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 205 left left JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 206 bottom bottom JJ work_bphzkrtkbrcmjiaeqq2byxsoom 300 207 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 208 edge edge NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 209 35 35 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 210 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 211 forehead forehead NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 212 height height NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 213 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 300 214 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 215 nose nose NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 216 top top NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 217 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 218 top top NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 219 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 220 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 221 36 36 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 222 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 223 ratio ratio NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 224 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 225 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 226 distance distance NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 227 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 228 nostrils nostril NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 229 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 230 37 37 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 231 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 232 ratio ratio NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 233 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 234 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 235 distanc distanc NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 236 nostrils nostril NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 237 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 238 38 38 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 239 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 240 symmetry symmetry NNP work_bphzkrtkbrcmjiaeqq2byxsoom 300 241 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 242 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 243 description description NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 244 37 37 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 245 39 39 CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 246 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 300 247 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 248 smoothness smoothness NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 249 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 250 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 251 description description NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 252 follows follow VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 300 253 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 254 s s NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 255 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 300 256 ator ator NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 257 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 300 258 set set VBN work_bphzkrtkbrcmjiaeqq2byxsoom 300 259 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 260 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 300 261 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 262 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 263 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 300 264 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 265 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 300 266 two two CD work_bphzkrtkbrcmjiaeqq2byxsoom 300 267 indows indow NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 268 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 300 269 surrounding surround VBG work_bphzkrtkbrcmjiaeqq2byxsoom 300 270 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 300 271 mouth mouth NN work_bphzkrtkbrcmjiaeqq2byxsoom 300 272 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 300 273 eyes eye NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 274 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 300 275 were be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 300 276 s s XX work_bphzkrtkbrcmjiaeqq2byxsoom 300 277 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 300 278 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 300 279 axis axi NNS work_bphzkrtkbrcmjiaeqq2byxsoom 300 280 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 301 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 2 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 3 measure measure NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 5 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 6 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 7 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 301 8 40 40 CD work_bphzkrtkbrcmjiaeqq2byxsoom 301 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 301 10 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 11 color color NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 12 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 13 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 301 14 description description NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 15 follow follow NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 16 Symmetry Symmetry NNP work_bphzkrtkbrcmjiaeqq2byxsoom 301 17 indic indic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 18 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 19 vertical vertical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 20 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 21 axis axis RB work_bphzkrtkbrcmjiaeqq2byxsoom 301 22 rectangular rectangular JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 301 24 identically identically RB work_bphzkrtkbrcmjiaeqq2byxsoom 301 25 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 301 26 sized sized JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 27 w w NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 28 extracted extract VBN work_bphzkrtkbrcmjiaeqq2byxsoom 301 29 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 30 opposite opposite JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 31 side side NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 32 calculated calculate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 301 33 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 34 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 301 35 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 301 36 ∑ ∑ . work_bphzkrtkbrcmjiaeqq2byxsoom 301 37 − − NNP work_bphzkrtkbrcmjiaeqq2byxsoom 301 38 YX YX NNP work_bphzkrtkbrcmjiaeqq2byxsoom 301 39 21 21 CD work_bphzkrtkbrcmjiaeqq2byxsoom 301 40 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 301 41 where where WRB work_bphzkrtkbrcmjiaeqq2byxsoom 301 42 N n NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 43 i i NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 44 iiN iiN NNP work_bphzkrtkbrcmjiaeqq2byxsoom 301 45 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 301 46 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 47 total total JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 48 number number NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 49 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 50 pixels pixel NNS work_bphzkrtkbrcmjiaeqq2byxsoom 301 51 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 52 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 53 window window NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 54 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 301 55 Xi Xi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 301 56 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 301 57 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 58 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 59 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 60 pixel pixel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 301 61 i i PRP work_bphzkrtkbrcmjiaeqq2byxsoom 301 62 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 63 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 64 right right JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 65 window window NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 66 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 301 67 Yi Yi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 301 68 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 301 69 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 70 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 71 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 72 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 73 corresponding corresponding JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 74 pixel pixel NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 75 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 301 76 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 301 77 left left JJ work_bphzkrtkbrcmjiaeqq2byxsoom 301 78 window window NN work_bphzkrtkbrcmjiaeqq2byxsoom 301 79 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 302 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 302 2 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 302 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 302 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 302 5 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 302 6 grows grow VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 302 7 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 302 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 302 9 asymmetry asymmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 302 10 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 302 11 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 302 12 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 302 13 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 303 1 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 303 2 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 303 3 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 303 4 indeed indeed RB work_bphzkrtkbrcmjiaeqq2byxsoom 303 5 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 303 6 measure measure NN work_bphzkrtkbrcmjiaeqq2byxsoom 303 7 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 303 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 303 9 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 303 10 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 303 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 303 12 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 303 13 features feature NNS work_bphzkrtkbrcmjiaeqq2byxsoom 303 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 303 15 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 303 16 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 303 17 images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 303 18 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 303 19 all all RB work_bphzkrtkbrcmjiaeqq2byxsoom 303 20 consistent consistent JJ work_bphzkrtkbrcmjiaeqq2byxsoom 303 21 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 303 22 lighting lighting NN work_bphzkrtkbrcmjiaeqq2byxsoom 303 23 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 303 24 orientation orientation NN work_bphzkrtkbrcmjiaeqq2byxsoom 303 25 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 304 1 Skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 2 smoothness smoothness NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 3 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 4 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 304 5 “ " `` work_bphzkrtkbrcmjiaeqq2byxsoom 304 6 smoothness smoothness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 304 7 ” " '' work_bphzkrtkbrcmjiaeqq2byxsoom 304 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 304 9 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 304 10 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 11 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 304 12 evaluated evaluate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 304 13 by by IN work_bphzkrtkbrcmjiaeqq2byxsoom 304 14 applying apply VBG work_bphzkrtkbrcmjiaeqq2byxsoom 304 15 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 304 16 Canny canny JJ work_bphzkrtkbrcmjiaeqq2byxsoom 304 17 edge edge NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 18 detection detection NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 19 operator operator NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 20 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 304 21 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 304 22 window window NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 23 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 304 24 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 304 25 cheek cheek NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 26 / / SYM work_bphzkrtkbrcmjiaeqq2byxsoom 304 27 forehead forehead NNP work_bphzkrtkbrcmjiaeqq2byxsoom 304 28 area area NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 29 ; ; : work_bphzkrtkbrcmjiaeqq2byxsoom 304 30 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 304 31 window window NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 32 representative representative NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 33 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 304 34 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 304 35 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 36 texture texture NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 37 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 304 38 selected select VBN work_bphzkrtkbrcmjiaeqq2byxsoom 304 39 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 304 40 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 304 41 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 304 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 305 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 305 2 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 3 smoothness smoothness NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 4 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 5 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 305 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 305 7 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 305 8 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 305 10 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 305 11 output output NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 305 13 this this DT work_bphzkrtkbrcmjiaeqq2byxsoom 305 14 operation operation NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 305 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 305 17 its -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 305 18 value value NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 19 monotonously monotonously RB work_bphzkrtkbrcmjiaeqq2byxsoom 305 20 decreases decrease VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 305 21 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 305 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 305 23 smoothness smoothness NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 24 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 305 25 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 305 26 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 305 27 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 306 1 Hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 306 2 color color NN work_bphzkrtkbrcmjiaeqq2byxsoom 306 3 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 306 4 38 38 CD work_bphzkrtkbrcmjiaeqq2byxsoom 306 5 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 306 6 window window NN work_bphzkrtkbrcmjiaeqq2byxsoom 306 7 representing represent VBG work_bphzkrtkbrcmjiaeqq2byxsoom 306 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 306 9 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 306 10 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 306 11 color color NN work_bphzkrtkbrcmjiaeqq2byxsoom 306 12 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 306 13 extracted extract VBN work_bphzkrtkbrcmjiaeqq2byxsoom 306 14 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 306 15 each each DT work_bphzkrtkbrcmjiaeqq2byxsoom 306 16 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 306 17 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 307 1 alue alue NNS work_bphzkrtkbrcmjiaeqq2byxsoom 307 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 307 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 307 4 window window NN work_bphzkrtkbrcmjiaeqq2byxsoom 307 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 307 6 thus thus RB work_bphzkrtkbrcmjiaeqq2byxsoom 307 7 increasing increase VBG work_bphzkrtkbrcmjiaeqq2byxsoom 307 8 ith ith NNP work_bphzkrtkbrcmjiaeqq2byxsoom 307 9 lighter light JJR work_bphzkrtkbrcmjiaeqq2byxsoom 307 10 hair hair NN work_bphzkrtkbrcmjiaeqq2byxsoom 307 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 308 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 308 2 indicator indicator NN work_bphzkrtkbrcmjiaeqq2byxsoom 308 3 was be VBD work_bphzkrtkbrcmjiaeqq2byxsoom 308 4 calculated calculate VBN work_bphzkrtkbrcmjiaeqq2byxsoom 308 5 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 308 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 308 7 average average NN work_bphzkrtkbrcmjiaeqq2byxsoom 308 8 v v NN work_bphzkrtkbrcmjiaeqq2byxsoom 308 9 w w NN work_bphzkrtkbrcmjiaeqq2byxsoom 308 10 39 39 CD work_bphzkrtkbrcmjiaeqq2byxsoom 308 11 R R NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 12 Alley Alley NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 308 14 T. T. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 15 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 16 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 308 17 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 308 19 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 20 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 21 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 308 22 1991 1991 CD work_bphzkrtkbrcmjiaeqq2byxsoom 308 23 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 308 24 Averaged averaged JJ work_bphzkrtkbrcmjiaeqq2byxsoom 308 25 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 308 26 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 308 27 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 308 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 308 29 but but CC work_bphzkrtkbrcmjiaeqq2byxsoom 308 30 very very RB work_bphzkrtkbrcmjiaeqq2byxsoom 308 31 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 308 32 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 308 33 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 308 34 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 308 35 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 308 36 Psychological Psychological NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 37 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 308 38 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 308 39 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 308 40 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 308 41 123 123 CD work_bphzkrtkbrcmjiaeqq2byxsoom 308 42 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 308 43 125 125 CD work_bphzkrtkbrcmjiaeqq2byxsoom 308 44 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 309 1 Baenninger Baenninger NNP work_bphzkrtkbrcmjiaeqq2byxsoom 309 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 309 3 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 309 4 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 309 5 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 309 6 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 309 7 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 309 8 development development NN work_bphzkrtkbrcmjiaeqq2byxsoom 309 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 309 10 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 309 11 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 309 12 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 309 13 Featural featural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 309 14 or or CC work_bphzkrtkbrcmjiaeqq2byxsoom 309 15 configurational configurational JJ work_bphzkrtkbrcmjiaeqq2byxsoom 309 16 processing processing NN work_bphzkrtkbrcmjiaeqq2byxsoom 309 17 ? ? . work_bphzkrtkbrcmjiaeqq2byxsoom 310 1 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 310 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 310 3 Experimental Experimental NNP work_bphzkrtkbrcmjiaeqq2byxsoom 310 4 Child Child NNP work_bphzkrtkbrcmjiaeqq2byxsoom 310 5 Psychology Psychology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 310 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 310 7 57 57 CD work_bphzkrtkbrcmjiaeqq2byxsoom 310 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 310 9 377- 377- VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 310 10 396 396 CD work_bphzkrtkbrcmjiaeqq2byxsoom 310 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 311 1 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 311 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 311 3 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 311 4 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 311 5 Young Young NNP work_bphzkrtkbrcmjiaeqq2byxsoom 311 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 311 7 A. a. NN work_bphzkrtkbrcmjiaeqq2byxsoom 311 8 W. W. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 311 9 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 311 10 1986 1986 CD work_bphzkrtkbrcmjiaeqq2byxsoom 311 11 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 311 12 Understanding understand VBG work_bphzkrtkbrcmjiaeqq2byxsoom 311 13 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 311 14 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 311 15 British British NNP work_bphzkrtkbrcmjiaeqq2byxsoom 311 16 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 311 17 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 311 18 Psychology Psychology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 311 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 311 20 77 77 CD work_bphzkrtkbrcmjiaeqq2byxsoom 311 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 311 22 305 305 CD work_bphzkrtkbrcmjiaeqq2byxsoom 311 23 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 311 24 327 327 CD work_bphzkrtkbrcmjiaeqq2byxsoom 311 25 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 312 1 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 312 2 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 312 3 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 312 4 Langton Langton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 312 5 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 312 6 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 312 7 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 312 8 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 312 9 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 312 10 use use NN work_bphzkrtkbrcmjiaeqq2byxsoom 312 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 312 12 pigmentation pigmentation NN work_bphzkrtkbrcmjiaeqq2byxsoom 312 13 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 312 14 shading shade VBG work_bphzkrtkbrcmjiaeqq2byxsoom 312 15 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 312 16 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 312 17 recognizing recognize VBG work_bphzkrtkbrcmjiaeqq2byxsoom 312 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 312 19 sex sex NN work_bphzkrtkbrcmjiaeqq2byxsoom 312 20 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 312 21 identities identity NNS work_bphzkrtkbrcmjiaeqq2byxsoom 312 22 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 312 23 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 312 24 Perception Perception NNP work_bphzkrtkbrcmjiaeqq2byxsoom 312 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 312 26 23 23 CD work_bphzkrtkbrcmjiaeqq2byxsoom 312 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 312 28 803 803 CD work_bphzkrtkbrcmjiaeqq2byxsoom 312 29 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 312 30 822 822 CD work_bphzkrtkbrcmjiaeqq2byxsoom 312 31 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 313 1 Burton Burton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 313 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 313 3 A. a. NN work_bphzkrtkbrcmjiaeqq2byxsoom 313 4 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 313 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 313 6 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 313 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 313 8 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 313 9 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 313 10 Dench Dench NNP work_bphzkrtkbrcmjiaeqq2byxsoom 313 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 313 12 N. N. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 313 13 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 313 14 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 313 15 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 313 16 What what WP work_bphzkrtkbrcmjiaeqq2byxsoom 313 17 's be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 313 18 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 313 19 difference difference NN work_bphzkrtkbrcmjiaeqq2byxsoom 313 20 between between IN work_bphzkrtkbrcmjiaeqq2byxsoom 313 21 men man NNS work_bphzkrtkbrcmjiaeqq2byxsoom 313 22 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 313 23 women woman NNS work_bphzkrtkbrcmjiaeqq2byxsoom 313 24 ? ? . work_bphzkrtkbrcmjiaeqq2byxsoom 314 1 Evidence evidence NN work_bphzkrtkbrcmjiaeqq2byxsoom 314 2 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 314 3 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 314 4 measurement measurement NN work_bphzkrtkbrcmjiaeqq2byxsoom 314 5 Perception Perception NNP work_bphzkrtkbrcmjiaeqq2byxsoom 314 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 314 7 22(2 22(2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 314 8 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 314 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 314 10 153 153 CD work_bphzkrtkbrcmjiaeqq2byxsoom 314 11 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 314 12 76 76 CD work_bphzkrtkbrcmjiaeqq2byxsoom 314 13 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 315 1 Chen Chen NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 3 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 4 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 6 German German NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 8 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 9 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 315 10 Zaidel Zaidel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 12 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 13 W. W. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 14 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 315 15 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 16 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 315 17 Brain brain NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 18 asymmetry asymmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 19 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 315 20 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 315 21 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 22 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 315 23 Facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 315 24 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 25 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 315 26 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 315 27 simply simply RB work_bphzkrtkbrcmjiaeqq2byxsoom 315 28 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 315 29 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 315 30 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 31 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 315 32 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 315 33 beholder beholder NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 34 Neuropsychologia Neuropsychologia NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 35 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 36 35(4 35(4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 37 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 315 38 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 39 471 471 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 40 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 315 41 476 476 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 315 43 eferences eference NNS work_bphzkrtkbrcmjiaeqq2byxsoom 315 44 40 40 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 45 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 46 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 47 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 48 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 49 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 315 50 1986 1986 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 51 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 315 52 Measuring measure VBG work_bphzkrtkbrcmjiaeqq2byxsoom 315 53 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 315 54 physical physical NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 55 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 315 56 physical physical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 315 57 attractivenes attractivene NNS work_bphzkrtkbrcmjiaeqq2byxsoom 315 58 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 315 59 Quasi quasi JJ work_bphzkrtkbrcmjiaeqq2byxsoom 315 60 experiments experiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 315 61 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 315 62 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 315 63 sociobiology sociobiology NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 64 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 315 65 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 315 66 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 315 67 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 315 68 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 69 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 315 70 Personality Personality NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 71 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 315 72 Social Social NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 73 Psychology Psychology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 315 74 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 75 50(5 50(5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 76 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 315 77 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 315 78 925 925 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 79 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 315 80 935 935 CD work_bphzkrtkbrcmjiaeqq2byxsoom 315 81 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 316 1 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 316 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 316 3 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 316 4 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 316 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 316 6 Barbee Barbee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 316 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 316 8 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 316 9 P. P. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 316 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 316 11 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 316 12 Pi Pi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 316 13 en en NNP work_bphzkrtkbrcmjiaeqq2byxsoom 316 14 want want VBP work_bphzkrtkbrcmjiaeqq2byxsoom 316 15 ? ? . work_bphzkrtkbrcmjiaeqq2byxsoom 317 1 Facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 317 2 metric metric JJ work_bphzkrtkbrcmjiaeqq2byxsoom 317 3 assessment assessment NN work_bphzkrtkbrcmjiaeqq2byxsoom 317 4 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 317 5 multiple multiple JJ work_bphzkrtkbrcmjiaeqq2byxsoom 317 6 motives motive NNS work_bphzkrtkbrcmjiaeqq2byxsoom 317 7 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 317 8 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 317 9 perception perception NN work_bphzkrtkbrcmjiaeqq2byxsoom 317 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 317 11 male male JJ work_bphzkrtkbrcmjiaeqq2byxsoom 317 12 physical physical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 317 13 Cunningham Cunningham NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 15 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 16 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 18 Roberts Roberts NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 20 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 21 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 23 Wu Wu NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 25 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 26 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 28 Barbee Barbee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 30 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 31 P. P. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 32 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 33 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 317 34 Druen Druen NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 35 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 317 36 P. P. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 317 37 B. B. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 318 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 318 2 1995 1995 CD work_bphzkrtkbrcmjiaeqq2byxsoom 318 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 318 4 Their -PRON- PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 318 5 ideas idea NNS work_bphzkrtkbrcmjiaeqq2byxsoom 318 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 318 7 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 318 8 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 318 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 318 10 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 318 11 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 318 12 whole whole NN work_bphzkrtkbrcmjiaeqq2byxsoom 318 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 318 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 318 15 same same JJ work_bphzkrtkbrcmjiaeqq2byxsoom 318 16 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 318 17 ours ours PRP$ work_bphzkrtkbrcmjiaeqq2byxsoom 318 18 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 318 19 Consistency Consistency NNP work_bphzkrtkbrcmjiaeqq2byxsoom 318 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 318 21 261–279 261–279 CD work_bphzkrtkbrcmjiaeqq2byxsoom 318 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 319 1 Psychology psychology NN work_bphzkrtkbrcmjiaeqq2byxsoom 319 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 319 3 115(1 115(1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 319 4 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 319 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 319 6 92 92 CD work_bphzkrtkbrcmjiaeqq2byxsoom 319 7 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 319 8 99 99 CD work_bphzkrtkbrcmjiaeqq2byxsoom 319 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 320 1 Grammer Grammer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 320 3 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 4 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 320 5 Thor Thor NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 6 eness eness NN work_bphzkrtkbrcmjiaeqq2byxsoom 320 7 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 320 9 Comparative Comparative NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 10 Psychology Psychology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 320 12 108(3 108(3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 13 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 320 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 320 15 233 233 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 16 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 320 17 242 242 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 18 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 320 19 ke ke NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 320 21 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 22 L. L. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 23 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 320 24 1990 1990 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 25 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 320 26 What what WP work_bphzkrtkbrcmjiaeqq2byxsoom 320 27 do do VBP work_bphzkrtkbrcmjiaeqq2byxsoom 320 28 wom wom VB work_bphzkrtkbrcmjiaeqq2byxsoom 320 29 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 320 30 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 31 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 320 32 Personality Personality NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 33 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 320 34 Social Social NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 35 Psychology Psychology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 320 37 59 59 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 38 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 320 39 61 61 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 40 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 320 41 72 72 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 42 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 320 43 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 320 44 variability variability NN work_bphzkrtkbrcmjiaeqq2byxsoom 320 45 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 320 46 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 320 47 cross cross JJ work_bphzkrtkbrcmjiaeqq2byxsoom 320 48 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 320 49 cultural cultural JJ work_bphzkrtkbrcmjiaeqq2byxsoom 320 50 perception perception NN work_bphzkrtkbrcmjiaeqq2byxsoom 320 51 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 320 52 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 320 53 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 320 54 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 55 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 320 56 Personality Personality NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 57 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 320 58 Social Social NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 59 Psychology Psychology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 60 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 320 61 68 68 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 62 Etcoff Etcoff NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 63 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 320 64 N. N. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 320 65 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 320 66 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 320 67 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 320 68 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 321 1 Survival survival NN work_bphzkrtkbrcmjiaeqq2byxsoom 321 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 321 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 321 4 Prettiest Prettiest NNP work_bphzkrtkbrcmjiaeqq2byxsoom 321 5 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 321 6 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 321 7 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 321 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 321 9 Beauty Beauty NNP work_bphzkrtkbrcmjiaeqq2byxsoom 321 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 322 1 First First NNP work_bphzkrtkbrcmjiaeqq2byxsoom 322 2 Anchor Anchor NNP work_bphzkrtkbrcmjiaeqq2byxsoom 322 3 Books Books NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 322 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 323 1 Fink Fink NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 323 3 B. B. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 323 5 Grammer Grammer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 323 7 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 8 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 323 9 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 323 11 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 12 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 323 13 2001 2001 CD work_bphzkrtkbrcmjiaeqq2byxsoom 323 14 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 323 15 Human Human NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 16 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 323 17 homo homo NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 18 sapien sapien NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 19 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 323 20 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 323 21 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 22 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 323 23 relation relation NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 24 to to IN work_bphzkrtkbrcmjiaeqq2byxsoom 323 25 skin skin NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 26 texture texture NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 27 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 323 28 color color NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 29 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 30 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 323 31 Comparative Comparative NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 32 nhill nhill NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 323 34 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 35 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 323 36 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 323 37 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 323 38 Human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 323 39 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 323 40 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 41 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 323 42 sexual sexual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 323 43 selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 44 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 323 45 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 323 46 role role NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 47 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 323 48 symmetry symmetry NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 49 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 323 50 averag averag NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 51 41 41 CD work_bphzkrtkbrcmjiaeqq2byxsoom 323 52 aig aig NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 53 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 323 54 N. N. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 55 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 56 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 323 57 1984 1984 CD work_bphzkrtkbrcmjiaeqq2byxsoom 323 58 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 323 59 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 323 60 effect effect NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 61 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 323 62 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 63 displacement displacement NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 64 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 323 65 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 66 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 323 67 Perception Perception NNP work_bphzkrtkbrcmjiaeqq2byxsoom 323 68 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 323 69 13 13 CD work_bphzkrtkbrcmjiaeqq2byxsoom 323 70 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 323 71 505 505 CD work_bphzkrtkbrcmjiaeqq2byxsoom 323 72 – – : work_bphzkrtkbrcmjiaeqq2byxsoom 323 73 512 512 CD work_bphzkrtkbrcmjiaeqq2byxsoom 323 74 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 324 1 H h NN work_bphzkrtkbrcmjiaeqq2byxsoom 324 2 oachims oachim VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 324 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 324 4 T. t. NN work_bphzkrtkbrcmjiaeqq2byxsoom 324 5 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 324 6 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 324 7 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 324 8 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 325 1 Making make VBG work_bphzkrtkbrcmjiaeqq2byxsoom 325 2 large large JJ work_bphzkrtkbrcmjiaeqq2byxsoom 325 3 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 325 4 scale scale NN work_bphzkrtkbrcmjiaeqq2byxsoom 325 5 SVM SVM NNP work_bphzkrtkbrcmjiaeqq2byxsoom 325 6 learning learning NN work_bphzkrtkbrcmjiaeqq2byxsoom 325 7 practical practical JJ work_bphzkrtkbrcmjiaeqq2byxsoom 325 8 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 326 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 326 2 B. B. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 326 3 Schölkopf Schölkopf NNP work_bphzkrtkbrcmjiaeqq2byxsoom 326 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 326 5 Jo Jo NNP work_bphzkrtkbrcmjiaeqq2byxsoom 326 6 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 326 7 eye eye NN work_bphzkrtkbrcmjiaeqq2byxsoom 326 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 326 9 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 326 10 beholder beholder NN work_bphzkrtkbrcmjiaeqq2byxsoom 326 11 ? ? . work_bphzkrtkbrcmjiaeqq2byxsoom 327 1 Ethology Ethology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 327 2 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 327 3 Sociobiology Sociobiology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 327 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 327 5 14 14 CD work_bphzkrtkbrcmjiaeqq2byxsoom 327 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 327 7 183 183 CD work_bphzkrtkbrcmjiaeqq2byxsoom 327 8 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 327 9 199 199 CD work_bphzkrtkbrcmjiaeqq2byxsoom 327 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 328 1 Jones Jones NNP work_bphzkrtkbrcmjiaeqq2byxsoom 328 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 328 3 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 328 4 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 328 5 1996 1996 CD work_bphzkrtkbrcmjiaeqq2byxsoom 328 6 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 328 7 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 329 1 Physical Physical NNP work_bphzkrtkbrcmjiaeqq2byxsoom 329 2 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 329 3 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 329 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 329 5 Theory Theory NNP work_bphzkrtkbrcmjiaeqq2byxsoom 329 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 329 7 Sexual Sexual NNP work_bphzkrtkbrcmjiaeqq2byxsoom 329 8 Selection Selection NNP work_bphzkrtkbrcmjiaeqq2byxsoom 329 9 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 329 10 Results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 329 11 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 329 12 Five five CD work_bphzkrtkbrcmjiaeqq2byxsoom 329 13 Populations population NNS work_bphzkrtkbrcmjiaeqq2byxsoom 329 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 330 1 University University NNP work_bphzkrtkbrcmjiaeqq2byxsoom 330 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 330 3 Michigan Michigan NNP work_bphzkrtkbrcmjiaeqq2byxsoom 330 4 Museum Museum NNP work_bphzkrtkbrcmjiaeqq2byxsoom 330 5 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 331 1 K K NNP work_bphzkrtkbrcmjiaeqq2byxsoom 331 2 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 331 3 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 331 4 chology chology NN work_bphzkrtkbrcmjiaeqq2byxsoom 331 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 331 6 23 23 CD work_bphzkrtkbrcmjiaeqq2byxsoom 331 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 331 8 363 363 CD work_bphzkrtkbrcmjiaeqq2byxsoom 331 9 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 331 10 369 369 CD work_bphzkrtkbrcmjiaeqq2byxsoom 331 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 332 1 Hancock Hancock NNP work_bphzkrtkbrcmjiaeqq2byxsoom 332 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 332 3 P. P. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 332 4 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 1 B. B. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 333 3 Burton Burton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 333 5 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 6 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 7 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 333 8 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 333 10 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 11 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 333 12 1996 1996 CD work_bphzkrtkbrcmjiaeqq2byxsoom 333 13 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 333 14 Face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 333 15 processing processing NN work_bphzkrtkbrcmjiaeqq2byxsoom 333 16 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 333 17 Human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 333 18 perception perception NN work_bphzkrtkbrcmjiaeqq2byxsoom 333 19 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 333 20 PCA PCA NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 21 Memory Memory NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 22 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 333 23 Cognition Cognition NNP work_bphzkrtkbrcmjiaeqq2byxsoom 333 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 333 25 24 24 CD work_bphzkrtkbrcmjiaeqq2byxsoom 333 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 333 27 26 26 CD work_bphzkrtkbrcmjiaeqq2byxsoom 333 28 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 333 29 40 40 CD work_bphzkrtkbrcmjiaeqq2byxsoom 333 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 334 1 J J NNP work_bphzkrtkbrcmjiaeqq2byxsoom 334 2 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 334 3 Burges Burges NNP work_bphzkrtkbrcmjiaeqq2byxsoom 334 4 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 334 5 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 334 6 Smola Smola NNP work_bphzkrtkbrcmjiaeqq2byxsoom 334 7 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 334 8 Eds Eds NNP work_bphzkrtkbrcmjiaeqq2byxsoom 334 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 335 1 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 335 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 335 3 Advances advance NNS work_bphzkrtkbrcmjiaeqq2byxsoom 335 4 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 335 5 Kernel Kernel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 335 6 Methods Methods NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 335 7 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 335 8 Support Support NNP work_bphzkrtkbrcmjiaeqq2byxsoom 335 9 Vector Vector NNP work_bphzkrtkbrcmjiaeqq2byxsoom 335 10 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 335 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 336 1 MIT MIT NNP work_bphzkrtkbrcmjiaeqq2byxsoom 336 2 Press Press NNP work_bphzkrtkbrcmjiaeqq2byxsoom 336 3 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 337 1 hnston hnston NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 3 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 4 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 5 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 337 6 Franklin Franklin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 8 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 9 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 337 10 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 337 11 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 337 12 Is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 337 13 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 337 14 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 337 15 ohavi ohavi NN work_bphzkrtkbrcmjiaeqq2byxsoom 337 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 17 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 18 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 337 19 John John NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 21 G. G. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 22 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 23 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 337 24 1996 1996 CD work_bphzkrtkbrcmjiaeqq2byxsoom 337 25 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 337 26 Wrappers wrapper NNS work_bphzkrtkbrcmjiaeqq2byxsoom 337 27 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 337 28 feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 337 29 subset subset NN work_bphzkrtkbrcmjiaeqq2byxsoom 337 30 selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 337 31 Artificial Artificial NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 32 Intelligence Intelligence NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 34 97(1 97(1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 35 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 337 36 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 337 37 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 337 38 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 39 273 273 CD work_bphzkrtkbrcmjiaeqq2byxsoom 337 40 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 337 41 32 32 CD work_bphzkrtkbrcmjiaeqq2byxsoom 337 42 Langlois Langlois NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 43 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 44 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 45 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 46 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 47 Roggman Roggman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 48 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 49 L. L. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 50 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 51 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 52 Casey Casey NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 53 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 54 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 55 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 56 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 57 Ritter Ritter NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 58 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 59 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 60 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 61 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 62 Rieser Rieser NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 63 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 337 64 Danner Danner NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 65 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 66 L. L. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 67 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 68 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 69 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 337 70 Jenkins Jenkins NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 71 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 337 72 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 337 73 Y. Y. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 338 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 338 2 1987 1987 CD work_bphzkrtkbrcmjiaeqq2byxsoom 338 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 338 4 Infant infant NN work_bphzkrtkbrcmjiaeqq2byxsoom 338 5 preferences preference VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 338 6 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 338 7 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 338 8 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 338 9 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 338 10 Rudiments rudiment NNS work_bphzkrtkbrcmjiaeqq2byxsoom 338 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 338 12 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 338 13 stereotype stereotype NN work_bphzkrtkbrcmjiaeqq2byxsoom 338 14 ? ? . work_bphzkrtkbrcmjiaeqq2byxsoom 339 1 Developmental Developmental NNP work_bphzkrtkbrcmjiaeqq2byxsoom 339 2 Psy Psy NNP work_bphzkrtkbrcmjiaeqq2byxsoom 339 3 42 42 CD work_bphzkrtkbrcmjiaeqq2byxsoom 339 4 Langlois Langlois NNP work_bphzkrtkbrcmjiaeqq2byxsoom 339 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 339 6 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 339 7 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 339 8 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 339 9 Roggman Roggman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 339 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 339 11 L. L. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 339 12 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 340 2 1990 1990 CD work_bphzkrtkbrcmjiaeqq2byxsoom 340 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 340 4 Attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 340 5 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 340 6 are be VBP work_bphzkrtkbrcmjiaeqq2byxsoom 340 7 only only RB work_bphzkrtkbrcmjiaeqq2byxsoom 340 8 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 340 9 anglois anglois NN work_bphzkrtkbrcmjiaeqq2byxsoom 340 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 11 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 12 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 14 Roggman Roggman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 16 L. L. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 17 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 19 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 340 20 Musselman Musselman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 22 L. L. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 23 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 340 24 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 340 25 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 340 26 What what WP work_bphzkrtkbrcmjiaeqq2byxsoom 340 27 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 340 28 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 340 29 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 340 30 ealey ealey NN work_bphzkrtkbrcmjiaeqq2byxsoom 340 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 32 L. L. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 34 Bridgstock Bridgstock NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 35 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 36 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 37 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 340 38 Townsend Townsend NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 39 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 40 G. G. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 41 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 42 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 340 43 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 340 44 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 340 45 Symmetry Symmetry NNP work_bphzkrtkbrcmjiaeqq2byxsoom 340 46 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 340 47 perceived perceive VBD work_bphzkrtkbrcmjiaeqq2byxsoom 340 48 itchell itchell JJ work_bphzkrtkbrcmjiaeqq2byxsoom 340 49 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 340 50 T. t. NN work_bphzkrtkbrcmjiaeqq2byxsoom 340 51 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 340 52 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 340 53 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 340 54 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 341 1 Machine Machine NNP work_bphzkrtkbrcmjiaeqq2byxsoom 341 2 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 341 3 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 342 1 McGraw McGraw NNP work_bphzkrtkbrcmjiaeqq2byxsoom 342 2 Hill Hill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 342 3 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 343 1 M M NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 2 ce ce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 3 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 343 4 using use VBG work_bphzkrtkbrcmjiaeqq2byxsoom 343 5 view view NN work_bphzkrtkbrcmjiaeqq2byxsoom 343 6 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 343 7 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 343 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 343 9 modular modular JJ work_bphzkrtkbrcmjiaeqq2byxsoom 343 10 eigenspaces eigenspace NNS work_bphzkrtkbrcmjiaeqq2byxsoom 343 11 Automatic Automatic NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 12 Systems Systems NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 343 13 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 343 14 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 343 15 Identification Identification NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 16 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 343 17 Inspection Inspection NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 343 19 ’ ' '' work_bphzkrtkbrcmjiaeqq2byxsoom 343 20 Toole Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 343 22 A. a. NN work_bphzkrtkbrcmjiaeqq2byxsoom 343 23 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 343 25 Deffenbacher Deffenbacher NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 26 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 343 27 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 28 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 343 30 Abdi Abdi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 343 32 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 343 34 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 343 35 Bartlett Bartlett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 343 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 343 37 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 344 1 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 345 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 345 2 1991 1991 CD work_bphzkrtkbrcmjiaeqq2byxsoom 345 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 345 4 Simulating simulate VBG work_bphzkrtkbrcmjiaeqq2byxsoom 345 5 rtificial rtificial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 345 6 Intelligence intelligence NN work_bphzkrtkbrcmjiaeqq2byxsoom 345 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 345 8 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 345 9 Cognitive Cognitive NNP work_bphzkrtkbrcmjiaeqq2byxsoom 345 10 Research Research NNP work_bphzkrtkbrcmjiaeqq2byxsoom 345 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 345 12 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 345 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 345 14 163 163 CD work_bphzkrtkbrcmjiaeqq2byxsoom 345 15 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 345 16 178 178 CD work_bphzkrtkbrcmjiaeqq2byxsoom 345 17 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 346 1 Psychological Psychological NNP work_bphzkrtkbrcmjiaeqq2byxsoom 346 2 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 346 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 346 4 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 346 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 346 6 115 115 CD work_bphzkrtkbrcmjiaeqq2byxsoom 346 7 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 346 8 121 121 CD work_bphzkrtkbrcmjiaeqq2byxsoom 346 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 347 1 L l NN work_bphzkrtkbrcmjiaeqq2byxsoom 347 2 what what WP work_bphzkrtkbrcmjiaeqq2byxsoom 347 3 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 347 4 not not RB work_bphzkrtkbrcmjiaeqq2byxsoom 347 5 average average JJ work_bphzkrtkbrcmjiaeqq2byxsoom 347 6 about about IN work_bphzkrtkbrcmjiaeqq2byxsoom 347 7 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 347 8 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 347 9 ? ? . work_bphzkrtkbrcmjiaeqq2byxsoom 348 1 Psychological Psychological NNP work_bphzkrtkbrcmjiaeqq2byxsoom 348 2 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 348 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 348 4 5 5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 348 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 348 6 214 214 CD work_bphzkrtkbrcmjiaeqq2byxsoom 348 7 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 348 8 220 220 CD work_bphzkrtkbrcmjiaeqq2byxsoom 348 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 349 1 M M NNP work_bphzkrtkbrcmjiaeqq2byxsoom 349 2 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 349 3 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 349 4 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 349 5 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 349 6 monozygotic monozygotic JJ work_bphzkrtkbrcmjiaeqq2byxsoom 349 7 co co JJ work_bphzkrtkbrcmjiaeqq2byxsoom 349 8 - - JJ work_bphzkrtkbrcmjiaeqq2byxsoom 349 9 twin twin JJ work_bphzkrtkbrcmjiaeqq2byxsoom 349 10 comparison comparison NN work_bphzkrtkbrcmjiaeqq2byxsoom 349 11 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 349 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 349 13 Personality Personality NNP work_bphzkrtkbrcmjiaeqq2byxsoom 349 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 349 15 Social Social NNP work_bphzkrtkbrcmjiaeqq2byxsoom 349 16 Psychology Psychology NNP work_bphzkrtkbrcmjiaeqq2byxsoom 349 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 349 18 76(1 76(1 JJ work_bphzkrtkbrcmjiaeqq2byxsoom 349 19 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 349 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 349 21 151 151 CD work_bphzkrtkbrcmjiaeqq2byxsoom 349 22 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 349 23 158 158 CD work_bphzkrtkbrcmjiaeqq2byxsoom 349 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 350 1 M M NNP work_bphzkrtkbrcmjiaeqq2byxsoom 350 2 oghaddam oghaddam NNP work_bphzkrtkbrcmjiaeqq2byxsoom 350 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 350 4 B. B. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 351 1 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 351 2 Pentland Pentland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 351 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 351 4 A. a. NN work_bphzkrtkbrcmjiaeqq2byxsoom 352 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 352 2 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 352 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 352 4 Fa Fa NNP work_bphzkrtkbrcmjiaeqq2byxsoom 352 5 Humans Humans NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 352 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 352 7 SPIE SPIE NNP work_bphzkrtkbrcmjiaeqq2byxsoom 352 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 352 9 2257 2257 CD work_bphzkrtkbrcmjiaeqq2byxsoom 352 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 353 1 O o UH work_bphzkrtkbrcmjiaeqq2byxsoom 353 2 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 353 3 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 353 4 other other JJ work_bphzkrtkbrcmjiaeqq2byxsoom 353 5 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 353 6 race race NN work_bphzkrtkbrcmjiaeqq2byxsoom 353 7 effect effect NN work_bphzkrtkbrcmjiaeqq2byxsoom 353 8 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 353 9 as as IN work_bphzkrtkbrcmjiaeqq2byxsoom 353 10 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 353 11 problem problem NN work_bphzkrtkbrcmjiaeqq2byxsoom 353 12 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 353 13 perceptual perceptual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 353 14 learning learn VBG work_bphzkrtkbrcmjiaeqq2byxsoom 353 15 Connection connection NN work_bphzkrtkbrcmjiaeqq2byxsoom 353 16 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 17 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 18 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 353 19 Neural Neural NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 20 Computing Computing NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 353 22 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 353 23 43 43 CD work_bphzkrtkbrcmjiaeqq2byxsoom 353 24 O’Toole O’Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 353 26 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 353 28 Abdi Abdi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 353 30 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 353 32 Deffenbacher Deffenbacher NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 353 34 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 353 35 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 1 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 354 2 Valentin Valentin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 354 4 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 5 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 354 6 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 354 7 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 354 8 Low- Low- NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 9 dimensional dimensional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 354 10 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 354 11 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 354 12 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 354 13 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 354 14 higher high JJR work_bphzkrtkbrcmjiaeqq2byxsoom 354 15 dimensions dimension NNS work_bphzkrtkbrcmjiaeqq2byxsoom 354 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 354 17 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 354 18 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 354 19 space space NN work_bphzkrtkbrcmjiaeqq2byxsoom 354 20 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 21 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 354 22 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 354 23 Optical Optical NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 24 Society Society NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 25 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 354 26 America America NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 27 A A NNP work_bphzkrtkbrcmjiaeqq2byxsoom 354 28 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 354 29 10(3 10(3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 354 30 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 354 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 354 32 405 405 CD work_bphzkrtkbrcmjiaeqq2byxsoom 354 33 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 354 34 411 411 CD work_bphzkrtkbrcmjiaeqq2byxsoom 354 35 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 355 1 O o UH work_bphzkrtkbrcmjiaeqq2byxsoom 355 2 i i NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 355 4 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 355 5 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 355 6 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 355 7 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 355 8 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 355 9 perception perception NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 10 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 355 11 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 12 gender gender NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 13 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 355 14 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 355 15 role role NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 16 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 355 17 stimulus stimulus JJ work_bphzkrtkbrcmjiaeqq2byxsoom 355 18 structure structure NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 19 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 355 20 O o NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 21 ülthoff ülthoff NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 355 23 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 355 24 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 355 25 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 355 26 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 355 27 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 355 28 Sex sex NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 29 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 30 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 355 31 better well JJR work_bphzkrtkbrcmjiaeqq2byxsoom 355 32 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 355 33 three three CD work_bphzkrtkbrcmjiaeqq2byxsoom 355 34 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 355 35 dimensional dimensional JJ work_bphzkrtkbrcmjiaeqq2byxsoom 355 36 head head NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 37 structure structure NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 38 than than IN work_bphzkrtkbrcmjiaeqq2byxsoom 355 39 with with IN work_bphzkrtkbrcmjiaeqq2byxsoom 355 40 image image NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 41 intensity intensity NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 42 omputing omputing NN work_bphzkrtkbrcmjiaeqq2byxsoom 355 43 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 355 44 18 18 CD work_bphzkrtkbrcmjiaeqq2byxsoom 355 45 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 355 46 9 9 CD work_bphzkrtkbrcmjiaeqq2byxsoom 355 47 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 355 48 19 19 CD work_bphzkrtkbrcmjiaeqq2byxsoom 355 49 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 355 50 errett errett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 355 51 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 355 52 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 355 53 I. I. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 355 54 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 355 55 May May NNP work_bphzkrtkbrcmjiaeqq2byxsoom 355 56 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 355 57 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 355 58 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 356 1 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 356 2 Yoshikawa Yoshikawa NNP work_bphzkrtkbrcmjiaeqq2byxsoom 356 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 356 4 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 356 5 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 356 6 1994 1994 CD work_bphzkrtkbrcmjiaeqq2byxsoom 356 7 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 356 8 Facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 356 9 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 356 10 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 356 11 judgements judgement NNS work_bphzkrtkbrcmjiaeqq2byxsoom 356 12 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 356 13 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 356 14 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 356 15 Nature Nature NNP work_bphzkrtkbrcmjiaeqq2byxsoom 356 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 356 17 368 368 CD work_bphzkrtkbrcmjiaeqq2byxsoom 356 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 356 19 239 239 CD work_bphzkrtkbrcmjiaeqq2byxsoom 356 20 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 356 21 242 242 CD work_bphzkrtkbrcmjiaeqq2byxsoom 356 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 357 1 ’ ' '' work_bphzkrtkbrcmjiaeqq2byxsoom 357 2 Toole Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 4 A. a. NN work_bphzkrtkbrcmjiaeqq2byxsoom 357 5 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 7 Deffenbacher Deffenbacher NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 9 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 10 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 12 Valentin Valentin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 14 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 16 McKee McKee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 18 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 20 Huff Huff NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 22 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 23 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 357 24 Abd Abd NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 25 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 357 26 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 357 27 classification classification NN work_bphzkrtkbrcmjiaeqq2byxsoom 357 28 Memory Memory NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 29 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 357 30 Cognition Cognition NNP work_bphzkrtkbrcmjiaeqq2byxsoom 357 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 357 32 25 25 CD work_bphzkrtkbrcmjiaeqq2byxsoom 357 33 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 358 1 ´ ´ CD work_bphzkrtkbrcmjiaeqq2byxsoom 358 2 Toole Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 358 4 A. a. NN work_bphzkrtkbrcmjiaeqq2byxsoom 358 5 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 358 7 Vetter Vetter NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 358 9 T. T. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 358 11 Troje Troje NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 358 13 N. N. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 14 F. F. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 15 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 358 16 B B NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 17 information information NN work_bphzkrtkbrcmjiaeqq2byxsoom 358 18 Perception Perception NNP work_bphzkrtkbrcmjiaeqq2byxsoom 358 19 26 26 CD work_bphzkrtkbrcmjiaeqq2byxsoom 358 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 358 21 pp pp ADD work_bphzkrtkbrcmjiaeqq2byxsoom 358 22 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 359 1 75 75 CD work_bphzkrtkbrcmjiaeqq2byxsoom 359 2 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 359 3 84 84 CD work_bphzkrtkbrcmjiaeqq2byxsoom 359 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 360 1 O´Toole O´Toole NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 360 3 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 4 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 360 6 T. T. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 7 Price Price NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 360 9 T. T. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 10 Vetter Vetter NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 360 12 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 13 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 14 Bartlett Bartlett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 15 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 360 16 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 17 Blanz Blanz NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 18 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 360 19 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 360 20 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 360 21 3D 3d VB work_bphzkrtkbrcmjiaeqq2byxsoom 360 22 shape shape NN work_bphzkrtkbrcmjiaeqq2byxsoom 360 23 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 360 24 2D 2D VBN work_bphzkrtkbrcmjiaeqq2byxsoom 360 25 surface surface NN work_bphzkrtkbrcmjiaeqq2byxsoom 360 26 textures texture NNS work_bphzkrtkbrcmjiaeqq2byxsoom 360 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 360 28 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 360 29 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 360 30 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 360 31 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 360 32 role role NN work_bphzkrtkbrcmjiaeqq2byxsoom 360 33 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 360 34 " " `` work_bphzkrtkbrcmjiaeqq2byxsoom 360 35 averages average NNS work_bphzkrtkbrcmjiaeqq2byxsoom 360 36 " " '' work_bphzkrtkbrcmjiaeqq2byxsoom 360 37 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 360 38 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 360 39 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 360 40 age age NN work_bphzkrtkbrcmjiaeqq2byxsoom 360 41 Image Image NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 42 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 360 43 Vision Vision NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 44 C C NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 45 Padgett Padgett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 46 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 360 47 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 48 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 360 49 Cottrell Cottrell NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 50 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 360 51 G. G. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 52 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 360 53 1997 1997 CD work_bphzkrtkbrcmjiaeqq2byxsoom 360 54 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 360 55 Representing represent VBG work_bphzkrtkbrcmjiaeqq2byxsoom 360 56 Face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 360 57 Images image NNS work_bphzkrtkbrcmjiaeqq2byxsoom 360 58 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 360 59 Emotion emotion NN work_bphzkrtkbrcmjiaeqq2byxsoom 360 60 Classification Classification NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 61 Advances Advances NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 360 62 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 360 63 Neural Neural NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 64 Information Information NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 65 Processing Processing NNP work_bphzkrtkbrcmjiaeqq2byxsoom 360 66 Systems Systems NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 360 67 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 360 68 9 9 CD work_bphzkrtkbrcmjiaeqq2byxsoom 360 69 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 360 70 Editors editor NNS work_bphzkrtkbrcmjiaeqq2byxsoom 360 71 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 361 1 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 361 2 Mozer Mozer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 361 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 361 4 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 361 5 Jordan Jordan NNP work_bphzkrtkbrcmjiaeqq2byxsoom 361 6 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 361 7 T. T. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 361 8 Petsche Petsche NNP work_bphzkrtkbrcmjiaeqq2byxsoom 361 9 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 362 1 P p NN work_bphzkrtkbrcmjiaeqq2byxsoom 362 2 44 44 CD work_bphzkrtkbrcmjiaeqq2byxsoom 362 3 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 5 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 6 I. I. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 8 Lee Lee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 10 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 11 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 13 Penton Penton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 14 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 362 15 Voak Voak NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 17 I. I. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 19 Rowland Rowland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 21 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 22 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 24 Yoshikawa Yoshikawa NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 26 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 28 Burt Burt NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 30 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 31 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 32 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 33 Henzi Henzi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 34 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 35 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 36 P. P. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 37 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 38 Castles Castles NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 39 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 40 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 41 L. L. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 42 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 362 43 Akamatsu Akamatsu NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 44 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 45 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 46 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 362 47 1998 1998 CD work_bphzkrtkbrcmjiaeqq2byxsoom 362 48 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 362 49 Effects effect NNS work_bphzkrtkbrcmjiaeqq2byxsoom 362 50 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 362 51 sexual sexual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 362 52 dimorphism dimorphism NN work_bphzkrtkbrcmjiaeqq2byxsoom 362 53 on on IN work_bphzkrtkbrcmjiaeqq2byxsoom 362 54 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 362 55 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 362 56 Nature Nature NNP work_bphzkrtkbrcmjiaeqq2byxsoom 362 57 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 362 58 394 394 CD work_bphzkrtkbrcmjiaeqq2byxsoom 362 59 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 363 1 Perrett Perrett NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 3 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 4 I. I. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 6 Burt Burt NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 8 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 9 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 11 Penton Penton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 12 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 363 13 Voak Voak NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 15 I. I. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 16 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 18 Lee Lee NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 20 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 21 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 23 Rowland Rowland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 24 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 363 25 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 363 26 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 364 1 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 364 2 Edwards Edwards NNP work_bphzkrtkbrcmjiaeqq2byxsoom 364 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 364 4 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 364 5 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 364 6 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 364 7 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 364 8 Symmetry Symmetry NNP work_bphzkrtkbrcmjiaeqq2byxsoom 364 9 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 364 10 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 364 11 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 364 12 attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 364 13 Evolution Evolution NNP work_bphzkrtkbrcmjiaeqq2byxsoom 364 14 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 364 15 Human Human NNP work_bphzkrtkbrcmjiaeqq2byxsoom 364 16 Behavior Behavior NNP work_bphzkrtkbrcmjiaeqq2byxsoom 364 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 364 18 20 20 CD work_bphzkrtkbrcmjiaeqq2byxsoom 364 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 364 20 295 295 CD work_bphzkrtkbrcmjiaeqq2byxsoom 364 21 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 364 22 307 307 CD work_bphzkrtkbrcmjiaeqq2byxsoom 364 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 365 1 Quinlan Quinlan NNP work_bphzkrtkbrcmjiaeqq2byxsoom 365 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 365 3 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 365 4 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 365 5 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 365 6 1986 1986 CD work_bphzkrtkbrcmjiaeqq2byxsoom 365 7 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 365 8 Induction induction NN work_bphzkrtkbrcmjiaeqq2byxsoom 365 9 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 365 10 decision decision NN work_bphzkrtkbrcmjiaeqq2byxsoom 365 11 trees tree NNS work_bphzkrtkbrcmjiaeqq2byxsoom 365 12 Machine Machine NNP work_bphzkrtkbrcmjiaeqq2byxsoom 365 13 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 365 14 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 365 15 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 365 16 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 365 17 81 81 CD work_bphzkrtkbrcmjiaeqq2byxsoom 365 18 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 365 19 106 106 CD work_bphzkrtkbrcmjiaeqq2byxsoom 365 20 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 365 21 uinlan uinlan NNP work_bphzkrtkbrcmjiaeqq2byxsoom 365 22 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 365 23 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 365 24 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 365 25 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 365 26 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 365 27 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 365 28 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 366 1 C4.5 C4.5 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 366 2 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 366 3 Programs program NNS work_bphzkrtkbrcmjiaeqq2byxsoom 366 4 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 366 5 Q Q NNP work_bphzkrtkbrcmjiaeqq2byxsoom 366 6 Machine Machine NNP work_bphzkrtkbrcmjiaeqq2byxsoom 366 7 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 366 8 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 367 1 Morgan Morgan NNP work_bphzkrtkbrcmjiaeqq2byxsoom 367 2 Kauffman Kauffman NNP work_bphzkrtkbrcmjiaeqq2byxsoom 367 3 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 368 1 cholkopf cholkopf NNP work_bphzkrtkbrcmjiaeqq2byxsoom 368 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 368 3 B. B. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 368 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 368 5 Smola Smola NNP work_bphzkrtkbrcmjiaeqq2byxsoom 368 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 368 7 A. a. NN work_bphzkrtkbrcmjiaeqq2byxsoom 369 1 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 369 2 Muller Muller NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 4 K. K. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 5 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 6 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 369 7 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 369 8 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 369 9 Kernel kernel JJ work_bphzkrtkbrcmjiaeqq2byxsoom 369 10 principal principal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 369 11 component component NN work_bphzkrtkbrcmjiaeqq2byxsoom 369 12 later later RB work_bphzkrtkbrcmjiaeqq2byxsoom 369 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 14 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 16 Von Von NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 17 der der VBD work_bphzkrtkbrcmjiaeqq2byxsoom 369 18 Schulenberg Schulenberg NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 20 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 22 Brown Brown NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 23 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 24 E. E. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 26 Badenoch Badenoch NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 27 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 28 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 29 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 30 Butterworth Butterworth NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 31 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 32 G. G. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 33 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 34 Symons Symons NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 35 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 369 36 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 369 37 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 369 38 1979 1979 CD work_bphzkrtkbrcmjiaeqq2byxsoom 369 39 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 369 40 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 370 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 370 2 Evolution Evolution NNP work_bphzkrtkbrcmjiaeqq2byxsoom 370 3 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 370 4 Human Human NNP work_bphzkrtkbrcmjiaeqq2byxsoom 370 5 Sexuality Sexuality NNP work_bphzkrtkbrcmjiaeqq2byxsoom 370 6 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 371 1 Oxford Oxford NNP work_bphzkrtkbrcmjiaeqq2byxsoom 371 2 University University NNP work_bphzkrtkbrcmjiaeqq2byxsoom 371 3 Press Press NNP work_bphzkrtkbrcmjiaeqq2byxsoom 371 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 372 1 Schmidhuber Schmidhuber NNP work_bphzkrtkbrcmjiaeqq2byxsoom 372 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 372 3 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 373 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 373 2 1998 1998 CD work_bphzkrtkbrcmjiaeqq2byxsoom 373 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 373 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 374 1 Facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 374 2 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 374 3 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 374 4 fractal fractal JJ work_bphzkrtkbrcmjiaeqq2byxsoom 374 5 geometry geometry NN work_bphzkrtkbrcmjiaeqq2byxsoom 374 6 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 375 1 http://www.idsia.ch/~juergen/locoface/newlocoface.html http://www.idsia.ch/~juergen/locoface/newlocoface.html NNP work_bphzkrtkbrcmjiaeqq2byxsoom 375 2 S S NNP work_bphzkrtkbrcmjiaeqq2byxsoom 375 3 analysis analysis NN work_bphzkrtkbrcmjiaeqq2byxsoom 375 4 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 376 1 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 376 2 B. B. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 376 3 Schölkopf Schölkopf NNP work_bphzkrtkbrcmjiaeqq2byxsoom 376 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 376 5 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 376 6 Burges Burges NNP work_bphzkrtkbrcmjiaeqq2byxsoom 376 7 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 376 8 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 376 9 Smola Smola NNP work_bphzkrtkbrcmjiaeqq2byxsoom 376 10 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 376 11 ed ed NNP work_bphzkrtkbrcmjiaeqq2byxsoom 376 12 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 377 1 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 377 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 377 3 Advances advance NNS work_bphzkrtkbrcmjiaeqq2byxsoom 377 4 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 377 5 Kernel Kernel NNP work_bphzkrtkbrcmjiaeqq2byxsoom 377 6 Methods Methods NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 377 7 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 377 8 Support Support NNP work_bphzkrtkbrcmjiaeqq2byxsoom 377 9 Vector Vector NNP work_bphzkrtkbrcmjiaeqq2byxsoom 377 10 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 377 11 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 378 1 MIT MIT NNP work_bphzkrtkbrcmjiaeqq2byxsoom 378 2 Press Press NNP work_bphzkrtkbrcmjiaeqq2byxsoom 378 3 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 379 1 S S NNP work_bphzkrtkbrcmjiaeqq2byxsoom 379 2 Parsons Parsons NNP work_bphzkrtkbrcmjiaeqq2byxsoom 379 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 379 4 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 379 5 et et NNP work_bphzkrtkbrcmjiaeqq2byxsoom 379 6 al al NNP work_bphzkrtkbrcmjiaeqq2byxsoom 379 7 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 380 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 380 2 1998 1998 CD work_bphzkrtkbrcmjiaeqq2byxsoom 380 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 380 4 Newborn newborn JJ work_bphzkrtkbrcmjiaeqq2byxsoom 380 5 infants infant NNS work_bphzkrtkbrcmjiaeqq2byxsoom 380 6 prefer prefer VBP work_bphzkrtkbrcmjiaeqq2byxsoom 380 7 attractive attractive JJ work_bphzkrtkbrcmjiaeqq2byxsoom 380 8 faces face VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 380 9 Infant Infant NNP work_bphzkrtkbrcmjiaeqq2byxsoom 380 10 Behavior Behavior NNP work_bphzkrtkbrcmjiaeqq2byxsoom 380 11 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 380 12 Development Development NNP work_bphzkrtkbrcmjiaeqq2byxsoom 380 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 380 14 21 21 CD work_bphzkrtkbrcmjiaeqq2byxsoom 380 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 380 16 345 345 CD work_bphzkrtkbrcmjiaeqq2byxsoom 380 17 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 380 18 354 354 CD work_bphzkrtkbrcmjiaeqq2byxsoom 380 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 381 1 45 45 CD work_bphzkrtkbrcmjiaeqq2byxsoom 381 2 ymons ymon NNS work_bphzkrtkbrcmjiaeqq2byxsoom 381 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 381 4 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 381 5 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 381 6 1995 1995 CD work_bphzkrtkbrcmjiaeqq2byxsoom 381 7 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 381 8 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 382 1 Beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 382 2 is be VBZ work_bphzkrtkbrcmjiaeqq2byxsoom 382 3 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 382 4 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 382 5 adaptations adaptation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 382 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 382 7 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 382 8 beholder beholder NN work_bphzkrtkbrcmjiaeqq2byxsoom 382 9 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 382 10 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 382 11 evolutionary evolutionary JJ work_bphzkrtkbrcmjiaeqq2byxsoom 382 12 psychology psychology NN work_bphzkrtkbrcmjiaeqq2byxsoom 382 13 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 382 14 human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 382 15 female female JJ work_bphzkrtkbrcmjiaeqq2byxsoom 382 16 sexual sexual JJ work_bphzkrtkbrcmjiaeqq2byxsoom 382 17 attractivenes attractivene NNS work_bphzkrtkbrcmjiaeqq2byxsoom 382 18 S S NNP work_bphzkrtkbrcmjiaeqq2byxsoom 382 19 s. s. NN work_bphzkrtkbrcmjiaeqq2byxsoom 382 20 In in IN work_bphzkrtkbrcmjiaeqq2byxsoom 382 21 P. P. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 382 22 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 382 23 Abramson Abramson NNP work_bphzkrtkbrcmjiaeqq2byxsoom 382 24 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 382 25 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 382 26 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 382 27 Pinkerton Pinkerton NNP work_bphzkrtkbrcmjiaeqq2byxsoom 382 28 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 382 29 Eds Eds NNP work_bphzkrtkbrcmjiaeqq2byxsoom 382 30 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 383 1 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 383 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 383 3 Sexual Sexual NNP work_bphzkrtkbrcmjiaeqq2byxsoom 383 4 Nature Nature NNP work_bphzkrtkbrcmjiaeqq2byxsoom 383 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 383 6 Sexual Sexual NNP work_bphzkrtkbrcmjiaeqq2byxsoom 383 7 Culture Culture NNP work_bphzkrtkbrcmjiaeqq2byxsoom 383 8 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 383 9 pp pp NNP work_bphzkrtkbrcmjiaeqq2byxsoom 383 10 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 384 1 80 80 CD work_bphzkrtkbrcmjiaeqq2byxsoom 384 2 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 384 3 118 118 CD work_bphzkrtkbrcmjiaeqq2byxsoom 384 4 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 384 5 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 385 1 Chicago Chicago NNP work_bphzkrtkbrcmjiaeqq2byxsoom 385 2 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 385 3 T T NNP work_bphzkrtkbrcmjiaeqq2byxsoom 385 4 Langford Langford NNP work_bphzkrtkbrcmjiaeqq2byxsoom 385 5 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 385 6 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 386 2 2000 2000 CD work_bphzkrtkbrcmjiaeqq2byxsoom 386 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 386 4 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 386 5 global global JJ work_bphzkrtkbrcmjiaeqq2byxsoom 386 6 framework framework NN work_bphzkrtkbrcmjiaeqq2byxsoom 386 7 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 386 8 nonlinear nonlinear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 386 9 dimensionality dimensionality NN work_bphzkrtkbrcmjiaeqq2byxsoom 386 10 reduction reduction NN work_bphzkrtkbrcmjiaeqq2byxsoom 386 11 Science Science NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 12 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 386 13 290(550 290(550 CD work_bphzkrtkbrcmjiaeqq2byxsoom 386 14 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 386 15 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 386 16 2319 2319 CD work_bphzkrtkbrcmjiaeqq2byxsoom 386 17 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 386 18 2323 2323 CD work_bphzkrtkbrcmjiaeqq2byxsoom 386 19 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 386 20 hornhill hornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 21 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 386 22 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 23 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 386 24 Gangestad Gangestad NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 25 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 386 26 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 27 W. W. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 28 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 386 29 1993 1993 CD work_bphzkrtkbrcmjiaeqq2byxsoom 386 30 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 386 31 Human human JJ work_bphzkrtkbrcmjiaeqq2byxsoom 386 32 facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 386 33 beauty beauty NN work_bphzkrtkbrcmjiaeqq2byxsoom 386 34 : : : work_bphzkrtkbrcmjiaeqq2byxsoom 386 35 Averageness averageness NN work_bphzkrtkbrcmjiaeqq2byxsoom 386 36 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 386 37 ctiveness ctiveness JJ work_bphzkrtkbrcmjiaeqq2byxsoom 386 38 Trends trend NNS work_bphzkrtkbrcmjiaeqq2byxsoom 386 39 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 386 40 alentine alentine NN work_bphzkrtkbrcmjiaeqq2byxsoom 386 41 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 386 42 T. T. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 43 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 386 44 Bruce Bruce NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 45 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 386 46 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 47 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 386 48 1986 1986 CD work_bphzkrtkbrcmjiaeqq2byxsoom 386 49 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 386 50 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 386 51 effects effect NNS work_bphzkrtkbrcmjiaeqq2byxsoom 386 52 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 386 53 race race NN work_bphzkrtkbrcmjiaeqq2byxsoom 386 54 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 386 55 inversion inversion NN work_bphzkrtkbrcmjiaeqq2byxsoom 386 56 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 386 57 encoding encode VBG work_bphzkrtkbrcmjiaeqq2byxsoom 386 58 University University NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 59 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 386 60 Chicago Chicago NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 61 Press Press NNP work_bphzkrtkbrcmjiaeqq2byxsoom 386 62 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 387 1 enenbaum enenbaum NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 387 3 J. J. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 387 5 de de NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 6 Silva Silva NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 387 8 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 9 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 387 10 T T NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 11 symmetry symmetry VBP work_bphzkrtkbrcmjiaeqq2byxsoom 387 12 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 387 13 parasite parasite VBP work_bphzkrtkbrcmjiaeqq2byxsoom 387 14 resistance resistance NN work_bphzkrtkbrcmjiaeqq2byxsoom 387 15 Human Human NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 16 Nature Nature NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 387 18 4(3 4(3 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 387 19 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 387 20 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 387 21 237 237 CD work_bphzkrtkbrcmjiaeqq2byxsoom 387 22 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 387 23 269 269 CD work_bphzkrtkbrcmjiaeqq2byxsoom 387 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 388 1 Thornhill Thornhill NNP work_bphzkrtkbrcmjiaeqq2byxsoom 388 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 388 3 R. R. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 388 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 388 5 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 388 6 Gangestad Gangestad NNP work_bphzkrtkbrcmjiaeqq2byxsoom 388 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 388 8 S. S. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 388 9 W. W. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 388 10 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 388 11 1999 1999 CD work_bphzkrtkbrcmjiaeqq2byxsoom 388 12 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 388 13 Facial facial JJ work_bphzkrtkbrcmjiaeqq2byxsoom 388 14 attra attra NN work_bphzkrtkbrcmjiaeqq2byxsoom 388 15 Cognitive Cognitive NNP work_bphzkrtkbrcmjiaeqq2byxsoom 388 16 Sciences Sciences NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 388 17 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 388 18 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 388 19 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 388 20 452 452 CD work_bphzkrtkbrcmjiaeqq2byxsoom 388 21 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 388 22 460 460 CD work_bphzkrtkbrcmjiaeqq2byxsoom 388 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 389 1 Turk Turk NNP work_bphzkrtkbrcmjiaeqq2byxsoom 389 2 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 389 3 M. M. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 389 4 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 389 5 Pentland Pentland NNP work_bphzkrtkbrcmjiaeqq2byxsoom 389 6 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 389 7 A. a. NN work_bphzkrtkbrcmjiaeqq2byxsoom 390 1 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 390 2 1991 1991 CD work_bphzkrtkbrcmjiaeqq2byxsoom 390 3 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 390 4 Eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 390 5 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 390 6 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 390 7 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 390 8 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 390 9 Cognitive Cognitive NNP work_bphzkrtkbrcmjiaeqq2byxsoom 390 10 Neuroscience Neuroscience NNP work_bphzkrtkbrcmjiaeqq2byxsoom 390 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 390 12 3(1 3(1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 390 13 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 390 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 391 1 V v NN work_bphzkrtkbrcmjiaeqq2byxsoom 391 2 activity activity NN work_bphzkrtkbrcmjiaeqq2byxsoom 391 3 upon upon IN work_bphzkrtkbrcmjiaeqq2byxsoom 391 4 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 391 5 recognition recognition NN work_bphzkrtkbrcmjiaeqq2byxsoom 391 6 Acta Acta NNP work_bphzkrtkbrcmjiaeqq2byxsoom 391 7 Psychologica Psychologica NNP work_bphzkrtkbrcmjiaeqq2byxsoom 391 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 391 9 61 61 CD work_bphzkrtkbrcmjiaeqq2byxsoom 391 10 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 391 11 259 259 CD work_bphzkrtkbrcmjiaeqq2byxsoom 391 12 - - SYM work_bphzkrtkbrcmjiaeqq2byxsoom 391 13 273 273 CD work_bphzkrtkbrcmjiaeqq2byxsoom 391 14 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 392 1 46 46 CD work_bphzkrtkbrcmjiaeqq2byxsoom 392 2 Valentin Valentin NNP work_bphzkrtkbrcmjiaeqq2byxsoom 392 3 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 392 4 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 392 5 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 392 6 Abdi Abdi NNP work_bphzkrtkbrcmjiaeqq2byxsoom 392 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 392 8 H. H. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 392 9 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 392 10 1996 1996 CD work_bphzkrtkbrcmjiaeqq2byxsoom 392 11 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 392 12 Can Can MD work_bphzkrtkbrcmjiaeqq2byxsoom 392 13 a a DT work_bphzkrtkbrcmjiaeqq2byxsoom 392 14 linear linear JJ work_bphzkrtkbrcmjiaeqq2byxsoom 392 15 autoassociator autoassociator NN work_bphzkrtkbrcmjiaeqq2byxsoom 392 16 recognize recognize VB work_bphzkrtkbrcmjiaeqq2byxsoom 392 17 faces face NNS work_bphzkrtkbrcmjiaeqq2byxsoom 392 18 from from IN work_bphzkrtkbrcmjiaeqq2byxsoom 392 19 V V NNP work_bphzkrtkbrcmjiaeqq2byxsoom 392 20 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 392 21 Statistical Statistical NNP work_bphzkrtkbrcmjiaeqq2byxsoom 392 22 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 392 23 Theory Theory NNP work_bphzkrtkbrcmjiaeqq2byxsoom 392 24 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 393 1 Springer Springer NNP work_bphzkrtkbrcmjiaeqq2byxsoom 393 2 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 393 3 Verlag Verlag NNP work_bphzkrtkbrcmjiaeqq2byxsoom 393 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 393 5 New New NNP work_bphzkrtkbrcmjiaeqq2byxsoom 393 6 York York NNP work_bphzkrtkbrcmjiaeqq2byxsoom 393 7 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 394 1 Y y DT work_bphzkrtkbrcmjiaeqq2byxsoom 394 2 formation formation NN work_bphzkrtkbrcmjiaeqq2byxsoom 394 3 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 394 4 face face NN work_bphzkrtkbrcmjiaeqq2byxsoom 394 5 perception perception NN work_bphzkrtkbrcmjiaeqq2byxsoom 394 6 Perception Perception NNP work_bphzkrtkbrcmjiaeqq2byxsoom 394 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 394 8 16 16 CD work_bphzkrtkbrcmjiaeqq2byxsoom 394 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 394 10 747 747 CD work_bphzkrtkbrcmjiaeqq2byxsoom 394 11 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 394 12 759 759 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 394 13 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 394 14 new new JJ work_bphzkrtkbrcmjiaeqq2byxsoom 394 15 orientations orientation NNS work_bphzkrtkbrcmjiaeqq2byxsoom 394 16 ? ? . work_bphzkrtkbrcmjiaeqq2byxsoom 395 1 Journal Journal NNP work_bphzkrtkbrcmjiaeqq2byxsoom 395 2 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 395 3 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 395 4 Optical Optical NNP work_bphzkrtkbrcmjiaeqq2byxsoom 395 5 Society Society NNP work_bphzkrtkbrcmjiaeqq2byxsoom 395 6 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 395 7 America America NNP work_bphzkrtkbrcmjiaeqq2byxsoom 395 8 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 395 9 series series NN work_bphzkrtkbrcmjiaeqq2byxsoom 395 10 A A NNP work_bphzkrtkbrcmjiaeqq2byxsoom 395 11 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 395 12 13 13 CD work_bphzkrtkbrcmjiaeqq2byxsoom 395 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 395 14 717- 717- CD work_bphzkrtkbrcmjiaeqq2byxsoom 395 15 724 724 CD work_bphzkrtkbrcmjiaeqq2byxsoom 395 16 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 395 17 apnik apnik NNP work_bphzkrtkbrcmjiaeqq2byxsoom 395 18 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 395 19 V. V. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 395 20 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 395 21 1995 1995 CD work_bphzkrtkbrcmjiaeqq2byxsoom 395 22 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 395 23 . . . work_bphzkrtkbrcmjiaeqq2byxsoom 396 1 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 2 Nature Nature NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 3 oung oung JJ work_bphzkrtkbrcmjiaeqq2byxsoom 396 4 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 396 5 A. A. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 6 W. W. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 7 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 396 8 Hellawell Hellawell NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 9 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 396 10 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 11 & & CC work_bphzkrtkbrcmjiaeqq2byxsoom 396 12 Hay Hay NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 13 , , , work_bphzkrtkbrcmjiaeqq2byxsoom 396 14 D. D. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 15 C. C. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 16 ( ( -LRB- work_bphzkrtkbrcmjiaeqq2byxsoom 396 17 1989 1989 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 18 ) ) -RRB- work_bphzkrtkbrcmjiaeqq2byxsoom 396 19 Configurational Configurational NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 20 in in IN work_bphzkrtkbrcmjiaeqq2byxsoom 396 21 47 47 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 22 1 1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 23 Introduction introduction NN work_bphzkrtkbrcmjiaeqq2byxsoom 396 24 1.1 1.1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 25 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 26 Psychophysics Psychophysics NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 396 27 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 396 28 Beauty Beauty NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 29 1.1.1 1.1.1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 30 Beauty Beauty NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 31 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 396 32 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 33 Beholder Beholder NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 34 1.1.2 1.1.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 35 Evolutionary Evolutionary NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 36 Origins Origins NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 37 1.2 1.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 38 Computational Computational NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 39 Beauty Beauty NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 40 Analysis Analysis NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 41 1.3 1.3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 42 This this DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 43 Work work NN work_bphzkrtkbrcmjiaeqq2byxsoom 396 44 2 2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 45 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 46 Data Data NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 47 2.1 2.1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 48 Image Image NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 49 Datasets Datasets NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 50 2.2 2.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 51 Image Image NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 52 Ratings Ratings NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 53 2.2.1 2.2.1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 54 Rating Rating NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 55 Collection Collection NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 56 2.2.2 2.2.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 57 Rating rate VBG work_bphzkrtkbrcmjiaeqq2byxsoom 396 58 Analysis Analysis NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 59 3 3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 60 Face Face NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 61 Representation Representation NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 62 4 4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 63 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 64 Attractiveness attractiveness NN work_bphzkrtkbrcmjiaeqq2byxsoom 396 65 4.1 4.1 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 66 Dimension Dimension NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 67 Reduction Reduction NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 68 4.1.1 4.1.1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 69 Image Image NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 70 Alignment Alignment NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 71 4.1.2 4.1.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 72 Eigenfaces eigenface NNS work_bphzkrtkbrcmjiaeqq2byxsoom 396 73 4.2 4.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 74 Feature feature NN work_bphzkrtkbrcmjiaeqq2byxsoom 396 75 Selection selection NN work_bphzkrtkbrcmjiaeqq2byxsoom 396 76 4.3 4.3 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 77 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 78 Prediction Prediction NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 79 4.3.1 4.3.1 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 80 Classification Classification NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 81 into into IN work_bphzkrtkbrcmjiaeqq2byxsoom 396 82 Two Two NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 83 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 84 Classes Classes NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 396 85 4.3.2 4.3.2 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 86 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 87 Learners Learners NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 396 88 for for IN work_bphzkrtkbrcmjiaeqq2byxsoom 396 89 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 90 Regression Regression NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 91 Task Task NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 92 4.3.3 4.3.3 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 93 Results result NNS work_bphzkrtkbrcmjiaeqq2byxsoom 396 94 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 396 95 Facial Facial NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 96 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 97 Prediction Prediction NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 98 4.3.4 4.3.4 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 99 Significance Significance NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 100 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 396 101 Results Results NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 102 4.3.6 4.3.6 NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 103 Evaluation Evaluation NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 104 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 396 105 Predicted Predicted NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 106 Rating Rating NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 107 Ranking Ranking NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 108 4.3.7 4.3.7 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 109 The the DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 110 Learning Learning NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 111 Curve Curve NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 112 of of IN work_bphzkrtkbrcmjiaeqq2byxsoom 396 113 Facial Facial NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 114 Attractiveness Attractiveness NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 115 5 5 CD work_bphzkrtkbrcmjiaeqq2byxsoom 396 116 Discussion Discussion NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 117 Acknowledgements Acknowledgements NNPS work_bphzkrtkbrcmjiaeqq2byxsoom 396 118 We -PRON- PRP work_bphzkrtkbrcmjiaeqq2byxsoom 396 119 thank thank VBP work_bphzkrtkbrcmjiaeqq2byxsoom 396 120 Dr. Dr. NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 121 Bernhard Bernhard NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 122 Fink Fink NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 123 and and CC work_bphzkrtkbrcmjiaeqq2byxsoom 396 124 the the DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 125 Ludwig Ludwig NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 126 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 396 127 Boltzmann Boltzmann NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 128 Institut Institut NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 129 Appendix Appendix NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 130 A a DT work_bphzkrtkbrcmjiaeqq2byxsoom 396 131 Feature Feature NNP work_bphzkrtkbrcmjiaeqq2byxsoom 396 132 - - HYPH work_bphzkrtkbrcmjiaeqq2byxsoom 396 133 based base VBN work_bphzkrtkbrcmjiaeqq2byxsoom 396 134 representation representation NN work_bphzkrtkbrcmjiaeqq2byxsoom 396 135 References reference NNS