id sid tid token lemma pos work_zbpzx43flfaifddpftczprcome 1 1 Dual dual JJ work_zbpzx43flfaifddpftczprcome 1 2 network network NN work_zbpzx43flfaifddpftczprcome 1 3 embedding embed VBG work_zbpzx43flfaifddpftczprcome 1 4 for for IN work_zbpzx43flfaifddpftczprcome 1 5 representing represent VBG work_zbpzx43flfaifddpftczprcome 1 6 research research NN work_zbpzx43flfaifddpftczprcome 1 7 interests interest NNS work_zbpzx43flfaifddpftczprcome 1 8 in in IN work_zbpzx43flfaifddpftczprcome 1 9 the the DT work_zbpzx43flfaifddpftczprcome 1 10 link link NN work_zbpzx43flfaifddpftczprcome 1 11 prediction prediction NN work_zbpzx43flfaifddpftczprcome 1 12 problem problem NN work_zbpzx43flfaifddpftczprcome 1 13 on on IN work_zbpzx43flfaifddpftczprcome 1 14 co co JJ work_zbpzx43flfaifddpftczprcome 1 15 - - JJ work_zbpzx43flfaifddpftczprcome 1 16 authorship authorship NN work_zbpzx43flfaifddpftczprcome 1 17 networks network NNS work_zbpzx43flfaifddpftczprcome 1 18 Dual dual JJ work_zbpzx43flfaifddpftczprcome 1 19 network network NN work_zbpzx43flfaifddpftczprcome 1 20 embedding embed VBG work_zbpzx43flfaifddpftczprcome 1 21 for for IN work_zbpzx43flfaifddpftczprcome 1 22 representing represent VBG work_zbpzx43flfaifddpftczprcome 1 23 research research NN work_zbpzx43flfaifddpftczprcome 1 24 interests interest NNS work_zbpzx43flfaifddpftczprcome 1 25 in in IN work_zbpzx43flfaifddpftczprcome 1 26 the the DT work_zbpzx43flfaifddpftczprcome 1 27 link link NN work_zbpzx43flfaifddpftczprcome 1 28 prediction prediction NN work_zbpzx43flfaifddpftczprcome 1 29 problem problem NN work_zbpzx43flfaifddpftczprcome 1 30 on on IN work_zbpzx43flfaifddpftczprcome 1 31 co co JJ work_zbpzx43flfaifddpftczprcome 1 32 - - JJ work_zbpzx43flfaifddpftczprcome 1 33 authorship authorship NN work_zbpzx43flfaifddpftczprcome 1 34 networks network NNS work_zbpzx43flfaifddpftczprcome 1 35 Ilya ilya JJ work_zbpzx43flfaifddpftczprcome 1 36 Makarov1,2 makarov1,2 NN work_zbpzx43flfaifddpftczprcome 1 37 , , , work_zbpzx43flfaifddpftczprcome 1 38 Olga Olga NNP work_zbpzx43flfaifddpftczprcome 1 39 Gerasimova1 Gerasimova1 NNP work_zbpzx43flfaifddpftczprcome 1 40 , , , work_zbpzx43flfaifddpftczprcome 1 41 Pavel Pavel NNP work_zbpzx43flfaifddpftczprcome 1 42 Sulimov1 Sulimov1 NNP work_zbpzx43flfaifddpftczprcome 1 43 and and CC work_zbpzx43flfaifddpftczprcome 1 44 Leonid Leonid NNP work_zbpzx43flfaifddpftczprcome 1 45 E. E. NNP work_zbpzx43flfaifddpftczprcome 1 46 Zhukov1 Zhukov1 NNP work_zbpzx43flfaifddpftczprcome 1 47 1 1 CD work_zbpzx43flfaifddpftczprcome 1 48 School School NNP work_zbpzx43flfaifddpftczprcome 1 49 of of IN work_zbpzx43flfaifddpftczprcome 1 50 Data Data NNP work_zbpzx43flfaifddpftczprcome 1 51 Analysis Analysis NNP work_zbpzx43flfaifddpftczprcome 1 52 and and CC work_zbpzx43flfaifddpftczprcome 1 53 Artificial Artificial NNP work_zbpzx43flfaifddpftczprcome 1 54 Intelligence Intelligence NNP work_zbpzx43flfaifddpftczprcome 1 55 , , , work_zbpzx43flfaifddpftczprcome 1 56 National National NNP work_zbpzx43flfaifddpftczprcome 1 57 Research Research NNP work_zbpzx43flfaifddpftczprcome 1 58 University University NNP work_zbpzx43flfaifddpftczprcome 1 59 Higher Higher NNP work_zbpzx43flfaifddpftczprcome 1 60 School School NNP work_zbpzx43flfaifddpftczprcome 1 61 of of IN work_zbpzx43flfaifddpftczprcome 1 62 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 1 63 , , , work_zbpzx43flfaifddpftczprcome 1 64 Moscow Moscow NNP work_zbpzx43flfaifddpftczprcome 1 65 , , , work_zbpzx43flfaifddpftczprcome 1 66 Russia Russia NNP work_zbpzx43flfaifddpftczprcome 1 67 2 2 CD work_zbpzx43flfaifddpftczprcome 1 68 Faculty Faculty NNP work_zbpzx43flfaifddpftczprcome 1 69 of of IN work_zbpzx43flfaifddpftczprcome 1 70 Computer Computer NNP work_zbpzx43flfaifddpftczprcome 1 71 and and CC work_zbpzx43flfaifddpftczprcome 1 72 Information Information NNP work_zbpzx43flfaifddpftczprcome 1 73 Science Science NNP work_zbpzx43flfaifddpftczprcome 1 74 , , , work_zbpzx43flfaifddpftczprcome 1 75 University University NNP work_zbpzx43flfaifddpftczprcome 1 76 of of IN work_zbpzx43flfaifddpftczprcome 1 77 Ljubljana Ljubljana NNP work_zbpzx43flfaifddpftczprcome 1 78 , , , work_zbpzx43flfaifddpftczprcome 1 79 Ljubljana Ljubljana NNP work_zbpzx43flfaifddpftczprcome 1 80 , , , work_zbpzx43flfaifddpftczprcome 1 81 Slovenia Slovenia NNP work_zbpzx43flfaifddpftczprcome 1 82 ABSTRACT ABSTRACT NNP work_zbpzx43flfaifddpftczprcome 1 83 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 1 84 present present VBP work_zbpzx43flfaifddpftczprcome 1 85 a a DT work_zbpzx43flfaifddpftczprcome 1 86 study study NN work_zbpzx43flfaifddpftczprcome 1 87 on on IN work_zbpzx43flfaifddpftczprcome 1 88 co co JJ work_zbpzx43flfaifddpftczprcome 1 89 - - JJ work_zbpzx43flfaifddpftczprcome 1 90 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 1 91 network network NN work_zbpzx43flfaifddpftczprcome 1 92 representation representation NN work_zbpzx43flfaifddpftczprcome 1 93 based base VBN work_zbpzx43flfaifddpftczprcome 1 94 on on IN work_zbpzx43flfaifddpftczprcome 1 95 network network NN work_zbpzx43flfaifddpftczprcome 1 96 embedding embed VBG work_zbpzx43flfaifddpftczprcome 1 97 together together RB work_zbpzx43flfaifddpftczprcome 1 98 with with IN work_zbpzx43flfaifddpftczprcome 1 99 additional additional JJ work_zbpzx43flfaifddpftczprcome 1 100 information information NN work_zbpzx43flfaifddpftczprcome 1 101 on on IN work_zbpzx43flfaifddpftczprcome 1 102 topic topic NN work_zbpzx43flfaifddpftczprcome 1 103 modeling modeling NN work_zbpzx43flfaifddpftczprcome 1 104 of of IN work_zbpzx43flfaifddpftczprcome 1 105 research research NN work_zbpzx43flfaifddpftczprcome 1 106 papers paper NNS work_zbpzx43flfaifddpftczprcome 1 107 and and CC work_zbpzx43flfaifddpftczprcome 1 108 new new JJ work_zbpzx43flfaifddpftczprcome 1 109 edge edge NN work_zbpzx43flfaifddpftczprcome 1 110 embedding embed VBG work_zbpzx43flfaifddpftczprcome 1 111 operator operator NN work_zbpzx43flfaifddpftczprcome 1 112 . . . work_zbpzx43flfaifddpftczprcome 2 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 2 2 use use VBP work_zbpzx43flfaifddpftczprcome 2 3 the the DT work_zbpzx43flfaifddpftczprcome 2 4 link link NN work_zbpzx43flfaifddpftczprcome 2 5 prediction prediction NN work_zbpzx43flfaifddpftczprcome 2 6 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 2 7 LP LP NNP work_zbpzx43flfaifddpftczprcome 2 8 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 2 9 model model NN work_zbpzx43flfaifddpftczprcome 2 10 for for IN work_zbpzx43flfaifddpftczprcome 2 11 constructing construct VBG work_zbpzx43flfaifddpftczprcome 2 12 a a DT work_zbpzx43flfaifddpftczprcome 2 13 recommender recommender NN work_zbpzx43flfaifddpftczprcome 2 14 system system NN work_zbpzx43flfaifddpftczprcome 2 15 for for IN work_zbpzx43flfaifddpftczprcome 2 16 searching search VBG work_zbpzx43flfaifddpftczprcome 2 17 collaborators collaborator NNS work_zbpzx43flfaifddpftczprcome 2 18 with with IN work_zbpzx43flfaifddpftczprcome 2 19 similar similar JJ work_zbpzx43flfaifddpftczprcome 2 20 research research NN work_zbpzx43flfaifddpftczprcome 2 21 interests interest NNS work_zbpzx43flfaifddpftczprcome 2 22 . . . work_zbpzx43flfaifddpftczprcome 3 1 Extracting extract VBG work_zbpzx43flfaifddpftczprcome 3 2 topics topic NNS work_zbpzx43flfaifddpftczprcome 3 3 for for IN work_zbpzx43flfaifddpftczprcome 3 4 each each DT work_zbpzx43flfaifddpftczprcome 3 5 paper paper NN work_zbpzx43flfaifddpftczprcome 3 6 , , , work_zbpzx43flfaifddpftczprcome 3 7 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 3 8 construct construct VBP work_zbpzx43flfaifddpftczprcome 3 9 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 3 10 co co NN work_zbpzx43flfaifddpftczprcome 3 11 - - JJ work_zbpzx43flfaifddpftczprcome 3 12 occurrence occurrence JJ work_zbpzx43flfaifddpftczprcome 3 13 network network NN work_zbpzx43flfaifddpftczprcome 3 14 and and CC work_zbpzx43flfaifddpftczprcome 3 15 use use VB work_zbpzx43flfaifddpftczprcome 3 16 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 3 17 embedding embedding NN work_zbpzx43flfaifddpftczprcome 3 18 for for IN work_zbpzx43flfaifddpftczprcome 3 19 further further RB work_zbpzx43flfaifddpftczprcome 3 20 generalizing generalize VBG work_zbpzx43flfaifddpftczprcome 3 21 author author NN work_zbpzx43flfaifddpftczprcome 3 22 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 3 23 . . . work_zbpzx43flfaifddpftczprcome 4 1 Standard standard JJ work_zbpzx43flfaifddpftczprcome 4 2 graph graph NN work_zbpzx43flfaifddpftczprcome 4 3 feature feature NN work_zbpzx43flfaifddpftczprcome 4 4 engineering engineering NN work_zbpzx43flfaifddpftczprcome 4 5 and and CC work_zbpzx43flfaifddpftczprcome 4 6 network network NN work_zbpzx43flfaifddpftczprcome 4 7 embedding embedding NN work_zbpzx43flfaifddpftczprcome 4 8 methods method NNS work_zbpzx43flfaifddpftczprcome 4 9 were be VBD work_zbpzx43flfaifddpftczprcome 4 10 combined combine VBN work_zbpzx43flfaifddpftczprcome 4 11 for for IN work_zbpzx43flfaifddpftczprcome 4 12 constructing construct VBG work_zbpzx43flfaifddpftczprcome 4 13 co co NN work_zbpzx43flfaifddpftczprcome 4 14 - - NN work_zbpzx43flfaifddpftczprcome 4 15 author author NN work_zbpzx43flfaifddpftczprcome 4 16 recommender recommender NN work_zbpzx43flfaifddpftczprcome 4 17 system system NN work_zbpzx43flfaifddpftczprcome 4 18 formulated formulate VBN work_zbpzx43flfaifddpftczprcome 4 19 as as IN work_zbpzx43flfaifddpftczprcome 4 20 LP LP NNP work_zbpzx43flfaifddpftczprcome 4 21 problem problem NN work_zbpzx43flfaifddpftczprcome 4 22 and and CC work_zbpzx43flfaifddpftczprcome 4 23 prediction prediction NN work_zbpzx43flfaifddpftczprcome 4 24 of of IN work_zbpzx43flfaifddpftczprcome 4 25 future future JJ work_zbpzx43flfaifddpftczprcome 4 26 graph graph NN work_zbpzx43flfaifddpftczprcome 4 27 structure structure NN work_zbpzx43flfaifddpftczprcome 4 28 . . . work_zbpzx43flfaifddpftczprcome 5 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 5 2 evaluate evaluate VBP work_zbpzx43flfaifddpftczprcome 5 3 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 5 4 survey survey NN work_zbpzx43flfaifddpftczprcome 5 5 on on IN work_zbpzx43flfaifddpftczprcome 5 6 the the DT work_zbpzx43flfaifddpftczprcome 5 7 dataset dataset NN work_zbpzx43flfaifddpftczprcome 5 8 containing contain VBG work_zbpzx43flfaifddpftczprcome 5 9 temporal temporal JJ work_zbpzx43flfaifddpftczprcome 5 10 information information NN work_zbpzx43flfaifddpftczprcome 5 11 on on IN work_zbpzx43flfaifddpftczprcome 5 12 National National NNP work_zbpzx43flfaifddpftczprcome 5 13 Research Research NNP work_zbpzx43flfaifddpftczprcome 5 14 University University NNP work_zbpzx43flfaifddpftczprcome 5 15 Higher Higher NNP work_zbpzx43flfaifddpftczprcome 5 16 School School NNP work_zbpzx43flfaifddpftczprcome 5 17 of of IN work_zbpzx43flfaifddpftczprcome 5 18 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 5 19 over over IN work_zbpzx43flfaifddpftczprcome 5 20 25 25 CD work_zbpzx43flfaifddpftczprcome 5 21 years year NNS work_zbpzx43flfaifddpftczprcome 5 22 of of IN work_zbpzx43flfaifddpftczprcome 5 23 research research NN work_zbpzx43flfaifddpftczprcome 5 24 articles article NNS work_zbpzx43flfaifddpftczprcome 5 25 indexed index VBN work_zbpzx43flfaifddpftczprcome 5 26 in in IN work_zbpzx43flfaifddpftczprcome 5 27 Russian Russian NNP work_zbpzx43flfaifddpftczprcome 5 28 Science Science NNP work_zbpzx43flfaifddpftczprcome 5 29 Citation Citation NNP work_zbpzx43flfaifddpftczprcome 5 30 Index Index NNP work_zbpzx43flfaifddpftczprcome 5 31 and and CC work_zbpzx43flfaifddpftczprcome 5 32 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 5 33 . . . work_zbpzx43flfaifddpftczprcome 6 1 Our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 6 2 model model NN work_zbpzx43flfaifddpftczprcome 6 3 of of IN work_zbpzx43flfaifddpftczprcome 6 4 network network NN work_zbpzx43flfaifddpftczprcome 6 5 representation representation NN work_zbpzx43flfaifddpftczprcome 6 6 shows show VBZ work_zbpzx43flfaifddpftczprcome 6 7 better well JJR work_zbpzx43flfaifddpftczprcome 6 8 performance performance NN work_zbpzx43flfaifddpftczprcome 6 9 for for IN work_zbpzx43flfaifddpftczprcome 6 10 stated stated JJ work_zbpzx43flfaifddpftczprcome 6 11 binary binary JJ work_zbpzx43flfaifddpftczprcome 6 12 classification classification NN work_zbpzx43flfaifddpftczprcome 6 13 tasks task NNS work_zbpzx43flfaifddpftczprcome 6 14 on on IN work_zbpzx43flfaifddpftczprcome 6 15 several several JJ work_zbpzx43flfaifddpftczprcome 6 16 co co JJ work_zbpzx43flfaifddpftczprcome 6 17 - - JJ work_zbpzx43flfaifddpftczprcome 6 18 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 6 19 networks network NNS work_zbpzx43flfaifddpftczprcome 6 20 . . . work_zbpzx43flfaifddpftczprcome 7 1 Subjects Subjects NNP work_zbpzx43flfaifddpftczprcome 7 2 Artificial Artificial NNP work_zbpzx43flfaifddpftczprcome 7 3 Intelligence Intelligence NNP work_zbpzx43flfaifddpftczprcome 7 4 , , , work_zbpzx43flfaifddpftczprcome 7 5 Data Data NNPS work_zbpzx43flfaifddpftczprcome 7 6 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 7 7 and and CC work_zbpzx43flfaifddpftczprcome 7 8 Machine Machine NNP work_zbpzx43flfaifddpftczprcome 7 9 Learning Learning NNP work_zbpzx43flfaifddpftczprcome 7 10 , , , work_zbpzx43flfaifddpftczprcome 7 11 Digital Digital NNP work_zbpzx43flfaifddpftczprcome 7 12 Libraries Libraries NNPS work_zbpzx43flfaifddpftczprcome 7 13 , , , work_zbpzx43flfaifddpftczprcome 7 14 Network Network NNP work_zbpzx43flfaifddpftczprcome 7 15 Science Science NNP work_zbpzx43flfaifddpftczprcome 7 16 and and CC work_zbpzx43flfaifddpftczprcome 7 17 Online Online NNP work_zbpzx43flfaifddpftczprcome 7 18 Social Social NNP work_zbpzx43flfaifddpftczprcome 7 19 Networks Networks NNPS work_zbpzx43flfaifddpftczprcome 7 20 , , , work_zbpzx43flfaifddpftczprcome 7 21 World World NNP work_zbpzx43flfaifddpftczprcome 7 22 Wide Wide NNP work_zbpzx43flfaifddpftczprcome 7 23 Web web NN work_zbpzx43flfaifddpftczprcome 7 24 and and CC work_zbpzx43flfaifddpftczprcome 7 25 Web web NN work_zbpzx43flfaifddpftczprcome 7 26 Science Science NNP work_zbpzx43flfaifddpftczprcome 7 27 Keywords Keywords NNP work_zbpzx43flfaifddpftczprcome 7 28 Co co NN work_zbpzx43flfaifddpftczprcome 7 29 - - NN work_zbpzx43flfaifddpftczprcome 7 30 occurrence occurrence NN work_zbpzx43flfaifddpftczprcome 7 31 network network NN work_zbpzx43flfaifddpftczprcome 7 32 , , , work_zbpzx43flfaifddpftczprcome 7 33 Network Network NNP work_zbpzx43flfaifddpftczprcome 7 34 embedding embed VBG work_zbpzx43flfaifddpftczprcome 7 35 , , , work_zbpzx43flfaifddpftczprcome 7 36 Machine machine NN work_zbpzx43flfaifddpftczprcome 7 37 learning learning NN work_zbpzx43flfaifddpftczprcome 7 38 , , , work_zbpzx43flfaifddpftczprcome 7 39 Link Link NNP work_zbpzx43flfaifddpftczprcome 7 40 prediction prediction NN work_zbpzx43flfaifddpftczprcome 7 41 , , , work_zbpzx43flfaifddpftczprcome 7 42 Recommender recommender NN work_zbpzx43flfaifddpftczprcome 7 43 systems system NNS work_zbpzx43flfaifddpftczprcome 7 44 , , , work_zbpzx43flfaifddpftczprcome 7 45 Co co NN work_zbpzx43flfaifddpftczprcome 7 46 - - NN work_zbpzx43flfaifddpftczprcome 7 47 authorship authorship NN work_zbpzx43flfaifddpftczprcome 7 48 networks network NNS work_zbpzx43flfaifddpftczprcome 7 49 INTRODUCTION introduction VBP work_zbpzx43flfaifddpftczprcome 7 50 Nowadays nowadays RB work_zbpzx43flfaifddpftczprcome 7 51 , , , work_zbpzx43flfaifddpftczprcome 7 52 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 7 53 struggle struggle VBP work_zbpzx43flfaifddpftczprcome 7 54 to to TO work_zbpzx43flfaifddpftczprcome 7 55 find find VB work_zbpzx43flfaifddpftczprcome 7 56 relevant relevant JJ work_zbpzx43flfaifddpftczprcome 7 57 scientific scientific JJ work_zbpzx43flfaifddpftczprcome 7 58 contributions contribution NNS work_zbpzx43flfaifddpftczprcome 7 59 among among IN work_zbpzx43flfaifddpftczprcome 7 60 large large JJ work_zbpzx43flfaifddpftczprcome 7 61 variety variety NN work_zbpzx43flfaifddpftczprcome 7 62 of of IN work_zbpzx43flfaifddpftczprcome 7 63 international international JJ work_zbpzx43flfaifddpftczprcome 7 64 conferences conference NNS work_zbpzx43flfaifddpftczprcome 7 65 and and CC work_zbpzx43flfaifddpftczprcome 7 66 journal journal NN work_zbpzx43flfaifddpftczprcome 7 67 articles article NNS work_zbpzx43flfaifddpftczprcome 7 68 . . . work_zbpzx43flfaifddpftczprcome 8 1 In in IN work_zbpzx43flfaifddpftczprcome 8 2 order order NN work_zbpzx43flfaifddpftczprcome 8 3 not not RB work_zbpzx43flfaifddpftczprcome 8 4 to to TO work_zbpzx43flfaifddpftczprcome 8 5 miss miss VB work_zbpzx43flfaifddpftczprcome 8 6 important important JJ work_zbpzx43flfaifddpftczprcome 8 7 improvements improvement NNS work_zbpzx43flfaifddpftczprcome 8 8 in in IN work_zbpzx43flfaifddpftczprcome 8 9 various various JJ work_zbpzx43flfaifddpftczprcome 8 10 related relate VBN work_zbpzx43flfaifddpftczprcome 8 11 fields field NNS work_zbpzx43flfaifddpftczprcome 8 12 of of IN work_zbpzx43flfaifddpftczprcome 8 13 study study NN work_zbpzx43flfaifddpftczprcome 8 14 , , , work_zbpzx43flfaifddpftczprcome 8 15 it -PRON- PRP work_zbpzx43flfaifddpftczprcome 8 16 is be VBZ work_zbpzx43flfaifddpftczprcome 8 17 important important JJ work_zbpzx43flfaifddpftczprcome 8 18 to to TO work_zbpzx43flfaifddpftczprcome 8 19 know know VB work_zbpzx43flfaifddpftczprcome 8 20 the the DT work_zbpzx43flfaifddpftczprcome 8 21 current current JJ work_zbpzx43flfaifddpftczprcome 8 22 state state NN work_zbpzx43flfaifddpftczprcome 8 23 - 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- NN work_zbpzx43flfaifddpftczprcome 10 19 authorship authorship NN work_zbpzx43flfaifddpftczprcome 10 20 . . . work_zbpzx43flfaifddpftczprcome 11 1 It -PRON- PRP work_zbpzx43flfaifddpftczprcome 11 2 also also RB work_zbpzx43flfaifddpftczprcome 11 3 does do VBZ work_zbpzx43flfaifddpftczprcome 11 4 not not RB work_zbpzx43flfaifddpftczprcome 11 5 measure measure VB work_zbpzx43flfaifddpftczprcome 11 6 the the DT work_zbpzx43flfaifddpftczprcome 11 7 author author NN work_zbpzx43flfaifddpftczprcome 11 8 professional professional JJ work_zbpzx43flfaifddpftczprcome 11 9 skills skill NNS work_zbpzx43flfaifddpftczprcome 11 10 and and CC work_zbpzx43flfaifddpftczprcome 11 11 the the DT work_zbpzx43flfaifddpftczprcome 11 12 ability ability NN work_zbpzx43flfaifddpftczprcome 11 13 to to TO work_zbpzx43flfaifddpftczprcome 11 14 publish publish VB work_zbpzx43flfaifddpftczprcome 11 15 research research NN work_zbpzx43flfaifddpftczprcome 11 16 results result NNS work_zbpzx43flfaifddpftczprcome 11 17 according accord VBG work_zbpzx43flfaifddpftczprcome 11 18 to to IN work_zbpzx43flfaifddpftczprcome 11 19 paper paper NN work_zbpzx43flfaifddpftczprcome 11 20 influence influence NN work_zbpzx43flfaifddpftczprcome 11 21 metrics metric NNS work_zbpzx43flfaifddpftczprcome 11 22 , , , work_zbpzx43flfaifddpftczprcome 11 23 for for IN work_zbpzx43flfaifddpftczprcome 11 24 example example NN work_zbpzx43flfaifddpftczprcome 11 25 , , , work_zbpzx43flfaifddpftczprcome 11 26 journal journal NNP work_zbpzx43flfaifddpftczprcome 11 27 impact impact NNP work_zbpzx43flfaifddpftczprcome 11 28 factor factor NN work_zbpzx43flfaifddpftczprcome 11 29 . . . work_zbpzx43flfaifddpftczprcome 12 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 12 2 study study VBP work_zbpzx43flfaifddpftczprcome 12 3 the the DT work_zbpzx43flfaifddpftczprcome 12 4 problem problem NN work_zbpzx43flfaifddpftczprcome 12 5 of of IN work_zbpzx43flfaifddpftczprcome 12 6 finding find VBG work_zbpzx43flfaifddpftczprcome 12 7 collaborator collaborator NN work_zbpzx43flfaifddpftczprcome 12 8 depending depend VBG work_zbpzx43flfaifddpftczprcome 12 9 on on IN work_zbpzx43flfaifddpftczprcome 12 10 his -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 12 11 / / SYM work_zbpzx43flfaifddpftczprcome 12 12 her -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 12 13 research research NN work_zbpzx43flfaifddpftczprcome 12 14 community community NN work_zbpzx43flfaifddpftczprcome 12 15 , , , work_zbpzx43flfaifddpftczprcome 12 16 the the DT work_zbpzx43flfaifddpftczprcome 12 17 quality quality NN work_zbpzx43flfaifddpftczprcome 12 18 of of IN work_zbpzx43flfaifddpftczprcome 12 19 publications publication NNS work_zbpzx43flfaifddpftczprcome 12 20 and and CC work_zbpzx43flfaifddpftczprcome 12 21 structural structural JJ work_zbpzx43flfaifddpftczprcome 12 22 patterns pattern NNS work_zbpzx43flfaifddpftczprcome 12 23 based base VBN work_zbpzx43flfaifddpftczprcome 12 24 on on IN work_zbpzx43flfaifddpftczprcome 12 25 co co JJ work_zbpzx43flfaifddpftczprcome 12 26 - - JJ work_zbpzx43flfaifddpftczprcome 12 27 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 12 28 network network NN work_zbpzx43flfaifddpftczprcome 12 29 suggested suggest VBN work_zbpzx43flfaifddpftczprcome 12 30 by by IN work_zbpzx43flfaifddpftczprcome 12 31 Newman Newman NNP work_zbpzx43flfaifddpftczprcome 12 32 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 12 33 2004a 2004a CD work_zbpzx43flfaifddpftczprcome 12 34 , , , work_zbpzx43flfaifddpftczprcome 12 35 2004b 2004b CD work_zbpzx43flfaifddpftczprcome 12 36 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 12 37 . . . work_zbpzx43flfaifddpftczprcome 13 1 Early early RB work_zbpzx43flfaifddpftczprcome 13 2 unsupervised unsupervised JJ work_zbpzx43flfaifddpftczprcome 13 3 learning learning NN work_zbpzx43flfaifddpftczprcome 13 4 approaches approach VBZ work_zbpzx43flfaifddpftczprcome 13 5 How how WRB work_zbpzx43flfaifddpftczprcome 13 6 to to TO work_zbpzx43flfaifddpftczprcome 13 7 cite cite VB work_zbpzx43flfaifddpftczprcome 13 8 this this DT work_zbpzx43flfaifddpftczprcome 13 9 article article NN work_zbpzx43flfaifddpftczprcome 13 10 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 13 11 I I NNP work_zbpzx43flfaifddpftczprcome 13 12 , , , work_zbpzx43flfaifddpftczprcome 13 13 Gerasimova Gerasimova NNP work_zbpzx43flfaifddpftczprcome 13 14 O O NNP work_zbpzx43flfaifddpftczprcome 13 15 , , , work_zbpzx43flfaifddpftczprcome 13 16 Sulimov Sulimov NNP work_zbpzx43flfaifddpftczprcome 13 17 P P NNP work_zbpzx43flfaifddpftczprcome 13 18 , , , work_zbpzx43flfaifddpftczprcome 13 19 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 13 20 LE LE NNP work_zbpzx43flfaifddpftczprcome 13 21 . . . work_zbpzx43flfaifddpftczprcome 14 1 2019 2019 CD work_zbpzx43flfaifddpftczprcome 14 2 . . . work_zbpzx43flfaifddpftczprcome 15 1 Dual dual JJ work_zbpzx43flfaifddpftczprcome 15 2 network network NN work_zbpzx43flfaifddpftczprcome 15 3 embedding embed VBG work_zbpzx43flfaifddpftczprcome 15 4 for for IN work_zbpzx43flfaifddpftczprcome 15 5 representing represent VBG work_zbpzx43flfaifddpftczprcome 15 6 research research NN work_zbpzx43flfaifddpftczprcome 15 7 interests interest NNS work_zbpzx43flfaifddpftczprcome 15 8 in in IN work_zbpzx43flfaifddpftczprcome 15 9 the the DT work_zbpzx43flfaifddpftczprcome 15 10 link link NN work_zbpzx43flfaifddpftczprcome 15 11 prediction prediction NN work_zbpzx43flfaifddpftczprcome 15 12 problem problem NN work_zbpzx43flfaifddpftczprcome 15 13 on on IN work_zbpzx43flfaifddpftczprcome 15 14 co co JJ work_zbpzx43flfaifddpftczprcome 15 15 - - JJ work_zbpzx43flfaifddpftczprcome 15 16 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 15 17 networks network NNS work_zbpzx43flfaifddpftczprcome 15 18 . . . work_zbpzx43flfaifddpftczprcome 16 1 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 16 2 Comput comput NN work_zbpzx43flfaifddpftczprcome 16 3 . . . work_zbpzx43flfaifddpftczprcome 17 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 17 2 . . . work_zbpzx43flfaifddpftczprcome 18 1 5 5 LS work_zbpzx43flfaifddpftczprcome 18 2 : : : work_zbpzx43flfaifddpftczprcome 18 3 e172 e172 NNP work_zbpzx43flfaifddpftczprcome 18 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 18 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 18 6 / / SYM work_zbpzx43flfaifddpftczprcome 18 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 18 8 - - HYPH work_zbpzx43flfaifddpftczprcome 18 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 18 10 Submitted submit VBD work_zbpzx43flfaifddpftczprcome 18 11 20 20 CD work_zbpzx43flfaifddpftczprcome 18 12 September September NNP work_zbpzx43flfaifddpftczprcome 18 13 2018 2018 CD work_zbpzx43flfaifddpftczprcome 18 14 Accepted accept VBD work_zbpzx43flfaifddpftczprcome 18 15 28 28 CD work_zbpzx43flfaifddpftczprcome 18 16 December December NNP work_zbpzx43flfaifddpftczprcome 18 17 2018 2018 CD work_zbpzx43flfaifddpftczprcome 18 18 Published publish VBD work_zbpzx43flfaifddpftczprcome 18 19 21 21 CD work_zbpzx43flfaifddpftczprcome 18 20 January January NNP work_zbpzx43flfaifddpftczprcome 18 21 2019 2019 CD work_zbpzx43flfaifddpftczprcome 18 22 Corresponding Corresponding NNP work_zbpzx43flfaifddpftczprcome 18 23 author author NN work_zbpzx43flfaifddpftczprcome 18 24 Ilya Ilya NNP work_zbpzx43flfaifddpftczprcome 18 25 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 18 26 , , , work_zbpzx43flfaifddpftczprcome 18 27 iamakarov@hse.ru iamakarov@hse.ru NNP work_zbpzx43flfaifddpftczprcome 18 28 Academic academic JJ work_zbpzx43flfaifddpftczprcome 18 29 editor editor NN work_zbpzx43flfaifddpftczprcome 18 30 Diego Diego NNP work_zbpzx43flfaifddpftczprcome 18 31 Amancio Amancio NNP work_zbpzx43flfaifddpftczprcome 18 32 Additional Additional NNP work_zbpzx43flfaifddpftczprcome 18 33 Information Information NNP work_zbpzx43flfaifddpftczprcome 18 34 and and CC work_zbpzx43flfaifddpftczprcome 18 35 Declarations declaration NNS work_zbpzx43flfaifddpftczprcome 18 36 can can MD work_zbpzx43flfaifddpftczprcome 18 37 be be VB work_zbpzx43flfaifddpftczprcome 18 38 found find VBN work_zbpzx43flfaifddpftczprcome 18 39 on on IN work_zbpzx43flfaifddpftczprcome 18 40 page page NN work_zbpzx43flfaifddpftczprcome 18 41 16 16 CD work_zbpzx43flfaifddpftczprcome 18 42 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 18 43 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 18 44 / / SYM work_zbpzx43flfaifddpftczprcome 18 45 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 18 46 - 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NNP work_zbpzx43flfaifddpftczprcome 19 15 � � NNP work_zbpzx43flfaifddpftczprcome 19 16 ru ru NNP work_zbpzx43flfaifddpftczprcome 19 17 https://peerj.com/academic-boards/editors/ https://peerj.com/academic-boards/editors/ NNP work_zbpzx43flfaifddpftczprcome 19 18 https://peerj.com/academic-boards/editors/ https://peerj.com/academic-boards/editors/ NNP work_zbpzx43flfaifddpftczprcome 19 19 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 19 20 http://www.creativecommons.org/licenses/by/4.0/ http://www.creativecommons.org/licenses/by/4.0/ NNP work_zbpzx43flfaifddpftczprcome 19 21 http://www.creativecommons.org/licenses/by/4.0/ http://www.creativecommons.org/licenses/by/4.0/ XX work_zbpzx43flfaifddpftczprcome 19 22 https://peerj.com/computer-science/ https://peerj.com/computer-science/ ADD work_zbpzx43flfaifddpftczprcome 19 23 for for IN work_zbpzx43flfaifddpftczprcome 19 24 community community NN work_zbpzx43flfaifddpftczprcome 19 25 detection detection NN work_zbpzx43flfaifddpftczprcome 19 26 in in IN work_zbpzx43flfaifddpftczprcome 19 27 research research NN work_zbpzx43flfaifddpftczprcome 19 28 networks network NNS work_zbpzx43flfaifddpftczprcome 19 29 were be VBD work_zbpzx43flfaifddpftczprcome 19 30 studied study VBN work_zbpzx43flfaifddpftczprcome 19 31 in in IN work_zbpzx43flfaifddpftczprcome 19 32 Morel Morel NNP work_zbpzx43flfaifddpftczprcome 19 33 et et NNP work_zbpzx43flfaifddpftczprcome 19 34 al al NNP work_zbpzx43flfaifddpftczprcome 19 35 . . . work_zbpzx43flfaifddpftczprcome 20 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 20 2 2009 2009 CD work_zbpzx43flfaifddpftczprcome 20 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 20 4 , , , work_zbpzx43flfaifddpftczprcome 20 5 Cetorelli Cetorelli NNP work_zbpzx43flfaifddpftczprcome 20 6 & & CC work_zbpzx43flfaifddpftczprcome 20 7 Peristiani Peristiani NNP work_zbpzx43flfaifddpftczprcome 20 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 20 9 2013 2013 CD work_zbpzx43flfaifddpftczprcome 20 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 20 11 , , , work_zbpzx43flfaifddpftczprcome 20 12 Yan Yan NNP work_zbpzx43flfaifddpftczprcome 20 13 & & CC work_zbpzx43flfaifddpftczprcome 20 14 Ding Ding NNP work_zbpzx43flfaifddpftczprcome 20 15 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 20 16 2009 2009 CD work_zbpzx43flfaifddpftczprcome 20 17 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 20 18 , , , work_zbpzx43flfaifddpftczprcome 20 19 and and CC work_zbpzx43flfaifddpftczprcome 20 20 Velden Velden NNP work_zbpzx43flfaifddpftczprcome 20 21 & & CC work_zbpzx43flfaifddpftczprcome 20 22 Lagoze Lagoze NNP work_zbpzx43flfaifddpftczprcome 20 23 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 20 24 2009 2009 CD work_zbpzx43flfaifddpftczprcome 20 25 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 20 26 . . . work_zbpzx43flfaifddpftczprcome 21 1 A a DT work_zbpzx43flfaifddpftczprcome 21 2 review review NN work_zbpzx43flfaifddpftczprcome 21 3 on on IN work_zbpzx43flfaifddpftczprcome 21 4 social social JJ work_zbpzx43flfaifddpftczprcome 21 5 network network NN work_zbpzx43flfaifddpftczprcome 21 6 analysis analysis NN work_zbpzx43flfaifddpftczprcome 21 7 and and CC work_zbpzx43flfaifddpftczprcome 21 8 network network NN work_zbpzx43flfaifddpftczprcome 21 9 science science NN work_zbpzx43flfaifddpftczprcome 21 10 can can MD work_zbpzx43flfaifddpftczprcome 21 11 be be VB work_zbpzx43flfaifddpftczprcome 21 12 found find VBN work_zbpzx43flfaifddpftczprcome 21 13 in in IN work_zbpzx43flfaifddpftczprcome 21 14 Wasserman Wasserman NNP work_zbpzx43flfaifddpftczprcome 21 15 & & CC work_zbpzx43flfaifddpftczprcome 21 16 Faust Faust NNP work_zbpzx43flfaifddpftczprcome 21 17 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 21 18 1994 1994 CD work_zbpzx43flfaifddpftczprcome 21 19 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 21 20 , , , work_zbpzx43flfaifddpftczprcome 21 21 Barabási Barabási NNP work_zbpzx43flfaifddpftczprcome 21 22 & & CC work_zbpzx43flfaifddpftczprcome 21 23 Pósfai Pósfai NNP work_zbpzx43flfaifddpftczprcome 21 24 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 21 25 2016 2016 CD work_zbpzx43flfaifddpftczprcome 21 26 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 21 27 , , , work_zbpzx43flfaifddpftczprcome 21 28 and and CC work_zbpzx43flfaifddpftczprcome 21 29 Scott Scott NNP work_zbpzx43flfaifddpftczprcome 21 30 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 21 31 2017 2017 CD work_zbpzx43flfaifddpftczprcome 21 32 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 21 33 . . . work_zbpzx43flfaifddpftczprcome 22 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 22 2 focus focus VBP work_zbpzx43flfaifddpftczprcome 22 3 on on IN work_zbpzx43flfaifddpftczprcome 22 4 the the DT work_zbpzx43flfaifddpftczprcome 22 5 link link NN work_zbpzx43flfaifddpftczprcome 22 6 prediction prediction NN work_zbpzx43flfaifddpftczprcome 22 7 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 22 8 LP LP NNP work_zbpzx43flfaifddpftczprcome 22 9 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 22 10 problem problem NN work_zbpzx43flfaifddpftczprcome 22 11 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 22 12 Liben Liben NNP work_zbpzx43flfaifddpftczprcome 22 13 - - HYPH work_zbpzx43flfaifddpftczprcome 22 14 Nowell Nowell NNP work_zbpzx43flfaifddpftczprcome 22 15 & & CC work_zbpzx43flfaifddpftczprcome 22 16 Kleinberg Kleinberg NNP work_zbpzx43flfaifddpftczprcome 22 17 , , , work_zbpzx43flfaifddpftczprcome 22 18 2007 2007 CD work_zbpzx43flfaifddpftczprcome 22 19 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 22 20 in in IN work_zbpzx43flfaifddpftczprcome 22 21 order order NN work_zbpzx43flfaifddpftczprcome 22 22 to to TO work_zbpzx43flfaifddpftczprcome 22 23 predict predict VB work_zbpzx43flfaifddpftczprcome 22 24 links link NNS work_zbpzx43flfaifddpftczprcome 22 25 in in IN work_zbpzx43flfaifddpftczprcome 22 26 temporal temporal JJ work_zbpzx43flfaifddpftczprcome 22 27 networks network NNS work_zbpzx43flfaifddpftczprcome 22 28 and and CC work_zbpzx43flfaifddpftczprcome 22 29 restore restore VB work_zbpzx43flfaifddpftczprcome 22 30 missing miss VBG work_zbpzx43flfaifddpftczprcome 22 31 edges edge NNS work_zbpzx43flfaifddpftczprcome 22 32 in in IN work_zbpzx43flfaifddpftczprcome 22 33 complex complex JJ work_zbpzx43flfaifddpftczprcome 22 34 networks network NNS work_zbpzx43flfaifddpftczprcome 22 35 constructed construct VBN work_zbpzx43flfaifddpftczprcome 22 36 over over IN work_zbpzx43flfaifddpftczprcome 22 37 noisy noisy JJ work_zbpzx43flfaifddpftczprcome 22 38 data datum NNS work_zbpzx43flfaifddpftczprcome 22 39 . . . work_zbpzx43flfaifddpftczprcome 23 1 The the DT work_zbpzx43flfaifddpftczprcome 23 2 LP LP NNP work_zbpzx43flfaifddpftczprcome 23 3 algorithms algorithm NNS work_zbpzx43flfaifddpftczprcome 23 4 can can MD work_zbpzx43flfaifddpftczprcome 23 5 be be VB work_zbpzx43flfaifddpftczprcome 23 6 used use VBN work_zbpzx43flfaifddpftczprcome 23 7 to to TO work_zbpzx43flfaifddpftczprcome 23 8 extract extract VB work_zbpzx43flfaifddpftczprcome 23 9 the the DT work_zbpzx43flfaifddpftczprcome 23 10 missing miss VBG work_zbpzx43flfaifddpftczprcome 23 11 link link NN work_zbpzx43flfaifddpftczprcome 23 12 or or CC work_zbpzx43flfaifddpftczprcome 23 13 to to TO work_zbpzx43flfaifddpftczprcome 23 14 detect detect VB work_zbpzx43flfaifddpftczprcome 23 15 abnormal abnormal JJ work_zbpzx43flfaifddpftczprcome 23 16 interactions interaction NNS work_zbpzx43flfaifddpftczprcome 23 17 in in IN work_zbpzx43flfaifddpftczprcome 23 18 a a DT work_zbpzx43flfaifddpftczprcome 23 19 given give VBN work_zbpzx43flfaifddpftczprcome 23 20 graph graph NN work_zbpzx43flfaifddpftczprcome 23 21 , , , work_zbpzx43flfaifddpftczprcome 23 22 however however RB work_zbpzx43flfaifddpftczprcome 23 23 , , , work_zbpzx43flfaifddpftczprcome 23 24 the the DT work_zbpzx43flfaifddpftczprcome 23 25 most most RBS work_zbpzx43flfaifddpftczprcome 23 26 suitable suitable JJ work_zbpzx43flfaifddpftczprcome 23 27 case case NN work_zbpzx43flfaifddpftczprcome 23 28 is be VBZ work_zbpzx43flfaifddpftczprcome 23 29 to to TO work_zbpzx43flfaifddpftczprcome 23 30 use use VB work_zbpzx43flfaifddpftczprcome 23 31 LP LP NNP work_zbpzx43flfaifddpftczprcome 23 32 for for IN work_zbpzx43flfaifddpftczprcome 23 33 predicting predict VBG work_zbpzx43flfaifddpftczprcome 23 34 the the DT work_zbpzx43flfaifddpftczprcome 23 35 most most RBS work_zbpzx43flfaifddpftczprcome 23 36 probable probable JJ work_zbpzx43flfaifddpftczprcome 23 37 persons person NNS work_zbpzx43flfaifddpftczprcome 23 38 for for IN work_zbpzx43flfaifddpftczprcome 23 39 future future JJ work_zbpzx43flfaifddpftczprcome 23 40 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 23 41 , , , work_zbpzx43flfaifddpftczprcome 23 42 which which WDT work_zbpzx43flfaifddpftczprcome 23 43 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 23 44 state state VBP work_zbpzx43flfaifddpftczprcome 23 45 as as IN work_zbpzx43flfaifddpftczprcome 23 46 a a DT work_zbpzx43flfaifddpftczprcome 23 47 problem problem NN work_zbpzx43flfaifddpftczprcome 23 48 of of IN work_zbpzx43flfaifddpftczprcome 23 49 recommending recommend VBG work_zbpzx43flfaifddpftczprcome 23 50 a a DT work_zbpzx43flfaifddpftczprcome 23 51 co co NN work_zbpzx43flfaifddpftczprcome 23 52 - - NN work_zbpzx43flfaifddpftczprcome 23 53 author author NN work_zbpzx43flfaifddpftczprcome 23 54 using use VBG work_zbpzx43flfaifddpftczprcome 23 55 LP LP NNP work_zbpzx43flfaifddpftczprcome 23 56 ranking ranking NN work_zbpzx43flfaifddpftczprcome 23 57 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 23 58 Li Li NNP work_zbpzx43flfaifddpftczprcome 23 59 & & CC work_zbpzx43flfaifddpftczprcome 23 60 Chen Chen NNP work_zbpzx43flfaifddpftczprcome 23 61 , , , work_zbpzx43flfaifddpftczprcome 23 62 2009 2009 CD work_zbpzx43flfaifddpftczprcome 23 63 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 23 64 . . . work_zbpzx43flfaifddpftczprcome 24 1 Our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 24 2 model model NN work_zbpzx43flfaifddpftczprcome 24 3 is be VBZ work_zbpzx43flfaifddpftczprcome 24 4 designed design VBN work_zbpzx43flfaifddpftczprcome 24 5 to to TO work_zbpzx43flfaifddpftczprcome 24 6 predict predict VB work_zbpzx43flfaifddpftczprcome 24 7 whether whether IN work_zbpzx43flfaifddpftczprcome 24 8 a a DT work_zbpzx43flfaifddpftczprcome 24 9 pair pair NN work_zbpzx43flfaifddpftczprcome 24 10 of of IN work_zbpzx43flfaifddpftczprcome 24 11 nodes node NNS work_zbpzx43flfaifddpftczprcome 24 12 in in IN work_zbpzx43flfaifddpftczprcome 24 13 a a DT work_zbpzx43flfaifddpftczprcome 24 14 network network NN work_zbpzx43flfaifddpftczprcome 24 15 would would MD work_zbpzx43flfaifddpftczprcome 24 16 have have VB work_zbpzx43flfaifddpftczprcome 24 17 a a DT work_zbpzx43flfaifddpftczprcome 24 18 connection connection NN work_zbpzx43flfaifddpftczprcome 24 19 . . . work_zbpzx43flfaifddpftczprcome 25 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 25 2 can can MD work_zbpzx43flfaifddpftczprcome 25 3 also also RB work_zbpzx43flfaifddpftczprcome 25 4 predict predict VB work_zbpzx43flfaifddpftczprcome 25 5 the the DT work_zbpzx43flfaifddpftczprcome 25 6 parameters parameter NNS work_zbpzx43flfaifddpftczprcome 25 7 of of IN work_zbpzx43flfaifddpftczprcome 25 8 such such PDT work_zbpzx43flfaifddpftczprcome 25 9 an an DT work_zbpzx43flfaifddpftczprcome 25 10 edge edge NN work_zbpzx43flfaifddpftczprcome 25 11 in in IN work_zbpzx43flfaifddpftczprcome 25 12 terms term NNS work_zbpzx43flfaifddpftczprcome 25 13 of of IN work_zbpzx43flfaifddpftczprcome 25 14 publication publication NN work_zbpzx43flfaifddpftczprcome 25 15 quality quality NN work_zbpzx43flfaifddpftczprcome 25 16 or or CC work_zbpzx43flfaifddpftczprcome 25 17 number number NN work_zbpzx43flfaifddpftczprcome 25 18 of of IN work_zbpzx43flfaifddpftczprcome 25 19 collaborators collaborator NNS work_zbpzx43flfaifddpftczprcome 25 20 corresponding correspond VBG work_zbpzx43flfaifddpftczprcome 25 21 to to IN work_zbpzx43flfaifddpftczprcome 25 22 the the DT work_zbpzx43flfaifddpftczprcome 25 23 predicted predict VBN work_zbpzx43flfaifddpftczprcome 25 24 link link NN work_zbpzx43flfaifddpftczprcome 25 25 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 25 26 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 25 27 et et NNP work_zbpzx43flfaifddpftczprcome 25 28 al al NNP work_zbpzx43flfaifddpftczprcome 25 29 . . NNP work_zbpzx43flfaifddpftczprcome 25 30 , , , work_zbpzx43flfaifddpftczprcome 25 31 2019a 2019a CD work_zbpzx43flfaifddpftczprcome 25 32 , , , work_zbpzx43flfaifddpftczprcome 25 33 2019b 2019b CD work_zbpzx43flfaifddpftczprcome 25 34 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 25 35 . . . work_zbpzx43flfaifddpftczprcome 26 1 In in IN work_zbpzx43flfaifddpftczprcome 26 2 general general JJ work_zbpzx43flfaifddpftczprcome 26 3 , , , work_zbpzx43flfaifddpftczprcome 26 4 LP LP NNP work_zbpzx43flfaifddpftczprcome 26 5 algorithms algorithm NNS work_zbpzx43flfaifddpftczprcome 26 6 are be VBP work_zbpzx43flfaifddpftczprcome 26 7 widely widely RB work_zbpzx43flfaifddpftczprcome 26 8 used use VBN work_zbpzx43flfaifddpftczprcome 26 9 in in IN work_zbpzx43flfaifddpftczprcome 26 10 several several JJ work_zbpzx43flfaifddpftczprcome 26 11 applications application NNS work_zbpzx43flfaifddpftczprcome 26 12 , , , work_zbpzx43flfaifddpftczprcome 26 13 such such JJ work_zbpzx43flfaifddpftczprcome 26 14 as as IN work_zbpzx43flfaifddpftczprcome 26 15 web web NN work_zbpzx43flfaifddpftczprcome 26 16 linking linking NN work_zbpzx43flfaifddpftczprcome 26 17 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 26 18 Adafre Adafre NNP work_zbpzx43flfaifddpftczprcome 26 19 & & CC work_zbpzx43flfaifddpftczprcome 26 20 De De NNP work_zbpzx43flfaifddpftczprcome 26 21 Rijke Rijke NNP work_zbpzx43flfaifddpftczprcome 26 22 , , , work_zbpzx43flfaifddpftczprcome 26 23 2005 2005 CD work_zbpzx43flfaifddpftczprcome 26 24 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 26 25 , , , work_zbpzx43flfaifddpftczprcome 26 26 search search VB work_zbpzx43flfaifddpftczprcome 26 27 for for IN work_zbpzx43flfaifddpftczprcome 26 28 real real JJ work_zbpzx43flfaifddpftczprcome 26 29 - - HYPH work_zbpzx43flfaifddpftczprcome 26 30 world world NN work_zbpzx43flfaifddpftczprcome 26 31 friends friend NNS work_zbpzx43flfaifddpftczprcome 26 32 on on IN work_zbpzx43flfaifddpftczprcome 26 33 social social JJ work_zbpzx43flfaifddpftczprcome 26 34 networks network NNS work_zbpzx43flfaifddpftczprcome 26 35 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 26 36 Backstrom Backstrom NNP work_zbpzx43flfaifddpftczprcome 26 37 & & CC work_zbpzx43flfaifddpftczprcome 26 38 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 26 39 , , , work_zbpzx43flfaifddpftczprcome 26 40 2011 2011 CD work_zbpzx43flfaifddpftczprcome 26 41 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 26 42 , , , work_zbpzx43flfaifddpftczprcome 26 43 citation citation NN work_zbpzx43flfaifddpftczprcome 26 44 recommender recommender NN work_zbpzx43flfaifddpftczprcome 26 45 system system NN work_zbpzx43flfaifddpftczprcome 26 46 for for IN work_zbpzx43flfaifddpftczprcome 26 47 digital digital JJ work_zbpzx43flfaifddpftczprcome 26 48 libraries library NNS work_zbpzx43flfaifddpftczprcome 26 49 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 26 50 He -PRON- PRP work_zbpzx43flfaifddpftczprcome 26 51 et et FW work_zbpzx43flfaifddpftczprcome 26 52 al al NNP work_zbpzx43flfaifddpftczprcome 26 53 . . NNP work_zbpzx43flfaifddpftczprcome 26 54 , , , work_zbpzx43flfaifddpftczprcome 26 55 2010 2010 CD work_zbpzx43flfaifddpftczprcome 26 56 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 26 57 . . . work_zbpzx43flfaifddpftczprcome 27 1 A a DT work_zbpzx43flfaifddpftczprcome 27 2 complete complete JJ work_zbpzx43flfaifddpftczprcome 27 3 list list NN work_zbpzx43flfaifddpftczprcome 27 4 of of IN work_zbpzx43flfaifddpftczprcome 27 5 existing exist VBG work_zbpzx43flfaifddpftczprcome 27 6 applied apply VBN work_zbpzx43flfaifddpftczprcome 27 7 LP LP NNP work_zbpzx43flfaifddpftczprcome 27 8 techniques technique NNS work_zbpzx43flfaifddpftczprcome 27 9 can can MD work_zbpzx43flfaifddpftczprcome 27 10 be be VB work_zbpzx43flfaifddpftczprcome 27 11 found find VBN work_zbpzx43flfaifddpftczprcome 27 12 in in IN work_zbpzx43flfaifddpftczprcome 27 13 Srinivas Srinivas NNP work_zbpzx43flfaifddpftczprcome 27 14 & & CC work_zbpzx43flfaifddpftczprcome 27 15 Mitra Mitra NNP work_zbpzx43flfaifddpftczprcome 27 16 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 27 17 2016 2016 CD work_zbpzx43flfaifddpftczprcome 27 18 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 27 19 . . . work_zbpzx43flfaifddpftczprcome 28 1 Recently recently RB work_zbpzx43flfaifddpftczprcome 28 2 , , , work_zbpzx43flfaifddpftczprcome 28 3 the the DT work_zbpzx43flfaifddpftczprcome 28 4 improvement improvement NN work_zbpzx43flfaifddpftczprcome 28 5 of of IN work_zbpzx43flfaifddpftczprcome 28 6 machine machine NN work_zbpzx43flfaifddpftczprcome 28 7 learning learning NN work_zbpzx43flfaifddpftczprcome 28 8 techniques technique NNS work_zbpzx43flfaifddpftczprcome 28 9 shifted shift VBD work_zbpzx43flfaifddpftczprcome 28 10 the the DT work_zbpzx43flfaifddpftczprcome 28 11 attention attention NN work_zbpzx43flfaifddpftczprcome 28 12 from from IN work_zbpzx43flfaifddpftczprcome 28 13 manual manual JJ work_zbpzx43flfaifddpftczprcome 28 14 feature feature NN work_zbpzx43flfaifddpftczprcome 28 15 engineering engineer VBG work_zbpzx43flfaifddpftczprcome 28 16 to to IN work_zbpzx43flfaifddpftczprcome 28 17 the the DT work_zbpzx43flfaifddpftczprcome 28 18 vectorized vectorized JJ work_zbpzx43flfaifddpftczprcome 28 19 information information NN work_zbpzx43flfaifddpftczprcome 28 20 representation representation NN work_zbpzx43flfaifddpftczprcome 28 21 . . . work_zbpzx43flfaifddpftczprcome 29 1 Such such JJ work_zbpzx43flfaifddpftczprcome 29 2 methods method NNS work_zbpzx43flfaifddpftczprcome 29 3 have have VBP work_zbpzx43flfaifddpftczprcome 29 4 been be VBN work_zbpzx43flfaifddpftczprcome 29 5 successfully successfully RB work_zbpzx43flfaifddpftczprcome 29 6 applied apply VBN work_zbpzx43flfaifddpftczprcome 29 7 for for IN work_zbpzx43flfaifddpftczprcome 29 8 natural natural JJ work_zbpzx43flfaifddpftczprcome 29 9 language language NN work_zbpzx43flfaifddpftczprcome 29 10 processing processing NN work_zbpzx43flfaifddpftczprcome 29 11 and and CC work_zbpzx43flfaifddpftczprcome 29 12 now now RB work_zbpzx43flfaifddpftczprcome 29 13 are be VBP work_zbpzx43flfaifddpftczprcome 29 14 tested test VBN work_zbpzx43flfaifddpftczprcome 29 15 on on IN work_zbpzx43flfaifddpftczprcome 29 16 network network NN work_zbpzx43flfaifddpftczprcome 29 17 topology topology NN work_zbpzx43flfaifddpftczprcome 29 18 representation representation NN work_zbpzx43flfaifddpftczprcome 29 19 despite despite IN work_zbpzx43flfaifddpftczprcome 29 20 the the DT work_zbpzx43flfaifddpftczprcome 29 21 fact fact NN work_zbpzx43flfaifddpftczprcome 29 22 that that IN work_zbpzx43flfaifddpftczprcome 29 23 an an DT work_zbpzx43flfaifddpftczprcome 29 24 arbitrary arbitrary JJ work_zbpzx43flfaifddpftczprcome 29 25 graph graph NN work_zbpzx43flfaifddpftczprcome 29 26 could could MD work_zbpzx43flfaifddpftczprcome 29 27 not not RB work_zbpzx43flfaifddpftczprcome 29 28 be be VB work_zbpzx43flfaifddpftczprcome 29 29 described describe VBN work_zbpzx43flfaifddpftczprcome 29 30 by by IN work_zbpzx43flfaifddpftczprcome 29 31 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 29 32 invariants invariant NNS work_zbpzx43flfaifddpftczprcome 29 33 . . . work_zbpzx43flfaifddpftczprcome 30 1 The the DT work_zbpzx43flfaifddpftczprcome 30 2 approach approach NN work_zbpzx43flfaifddpftczprcome 30 3 of of IN work_zbpzx43flfaifddpftczprcome 30 4 representing represent VBG work_zbpzx43flfaifddpftczprcome 30 5 network network NN work_zbpzx43flfaifddpftczprcome 30 6 vertices vertex NNS work_zbpzx43flfaifddpftczprcome 30 7 by by IN work_zbpzx43flfaifddpftczprcome 30 8 a a DT work_zbpzx43flfaifddpftczprcome 30 9 vector vector NN work_zbpzx43flfaifddpftczprcome 30 10 model model NN work_zbpzx43flfaifddpftczprcome 30 11 depending depend VBG work_zbpzx43flfaifddpftczprcome 30 12 on on IN work_zbpzx43flfaifddpftczprcome 30 13 actor actor NN work_zbpzx43flfaifddpftczprcome 30 14 ’s ’s POS work_zbpzx43flfaifddpftczprcome 30 15 neighborhood neighborhood NN work_zbpzx43flfaifddpftczprcome 30 16 and and CC work_zbpzx43flfaifddpftczprcome 30 17 similar similar JJ work_zbpzx43flfaifddpftczprcome 30 18 actors actor NNS work_zbpzx43flfaifddpftczprcome 30 19 is be VBZ work_zbpzx43flfaifddpftczprcome 30 20 called call VBN work_zbpzx43flfaifddpftczprcome 30 21 graph graph NNP work_zbpzx43flfaifddpftczprcome 30 22 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 30 23 network network NN work_zbpzx43flfaifddpftczprcome 30 24 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 30 25 embedding embed VBG work_zbpzx43flfaifddpftczprcome 30 26 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 30 27 Perozzi Perozzi NNP work_zbpzx43flfaifddpftczprcome 30 28 , , , work_zbpzx43flfaifddpftczprcome 30 29 Al Al NNP work_zbpzx43flfaifddpftczprcome 30 30 - - HYPH work_zbpzx43flfaifddpftczprcome 30 31 Rfou Rfou NNP work_zbpzx43flfaifddpftczprcome 30 32 & & CC work_zbpzx43flfaifddpftczprcome 30 33 Skiena Skiena NNP work_zbpzx43flfaifddpftczprcome 30 34 , , , work_zbpzx43flfaifddpftczprcome 30 35 2014 2014 CD work_zbpzx43flfaifddpftczprcome 30 36 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 30 37 . . . work_zbpzx43flfaifddpftczprcome 31 1 The the DT work_zbpzx43flfaifddpftczprcome 31 2 current current JJ work_zbpzx43flfaifddpftczprcome 31 3 progress progress NN work_zbpzx43flfaifddpftczprcome 31 4 of of IN work_zbpzx43flfaifddpftczprcome 31 5 theoretical theoretical JJ work_zbpzx43flfaifddpftczprcome 31 6 and and CC work_zbpzx43flfaifddpftczprcome 31 7 practical practical JJ work_zbpzx43flfaifddpftczprcome 31 8 results result NNS work_zbpzx43flfaifddpftczprcome 31 9 on on IN work_zbpzx43flfaifddpftczprcome 31 10 network network NN work_zbpzx43flfaifddpftczprcome 31 11 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 31 12 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 31 13 Perozzi Perozzi NNP work_zbpzx43flfaifddpftczprcome 31 14 , , , work_zbpzx43flfaifddpftczprcome 31 15 Al Al NNP work_zbpzx43flfaifddpftczprcome 31 16 - - HYPH work_zbpzx43flfaifddpftczprcome 31 17 Rfou Rfou NNP work_zbpzx43flfaifddpftczprcome 31 18 & & CC work_zbpzx43flfaifddpftczprcome 31 19 Skiena Skiena NNP work_zbpzx43flfaifddpftczprcome 31 20 , , , work_zbpzx43flfaifddpftczprcome 31 21 2014 2014 CD work_zbpzx43flfaifddpftczprcome 31 22 ; ; : work_zbpzx43flfaifddpftczprcome 31 23 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 31 24 et et FW work_zbpzx43flfaifddpftczprcome 31 25 al al NNP work_zbpzx43flfaifddpftczprcome 31 26 . . NNP work_zbpzx43flfaifddpftczprcome 31 27 , , , work_zbpzx43flfaifddpftczprcome 31 28 2015 2015 CD work_zbpzx43flfaifddpftczprcome 31 29 ; ; : work_zbpzx43flfaifddpftczprcome 31 30 Chang Chang NNP work_zbpzx43flfaifddpftczprcome 31 31 et et FW work_zbpzx43flfaifddpftczprcome 31 32 al al NNP work_zbpzx43flfaifddpftczprcome 31 33 . . NNP work_zbpzx43flfaifddpftczprcome 31 34 , , , work_zbpzx43flfaifddpftczprcome 31 35 2015 2015 CD work_zbpzx43flfaifddpftczprcome 31 36 ; ; : work_zbpzx43flfaifddpftczprcome 31 37 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 31 38 & & CC work_zbpzx43flfaifddpftczprcome 31 39 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 31 40 , , , work_zbpzx43flfaifddpftczprcome 31 41 2016 2016 CD work_zbpzx43flfaifddpftczprcome 31 42 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 31 43 shows show VBZ work_zbpzx43flfaifddpftczprcome 31 44 state state NN work_zbpzx43flfaifddpftczprcome 31 45 - - HYPH work_zbpzx43flfaifddpftczprcome 31 46 of of IN work_zbpzx43flfaifddpftczprcome 31 47 - - HYPH work_zbpzx43flfaifddpftczprcome 31 48 art art NN work_zbpzx43flfaifddpftczprcome 31 49 performance performance NN work_zbpzx43flfaifddpftczprcome 31 50 on on IN work_zbpzx43flfaifddpftczprcome 31 51 such such JJ work_zbpzx43flfaifddpftczprcome 31 52 problems problem NNS work_zbpzx43flfaifddpftczprcome 31 53 as as IN work_zbpzx43flfaifddpftczprcome 31 54 multi multi JJ work_zbpzx43flfaifddpftczprcome 31 55 - - JJ work_zbpzx43flfaifddpftczprcome 31 56 class class JJ work_zbpzx43flfaifddpftczprcome 31 57 actor actor NN work_zbpzx43flfaifddpftczprcome 31 58 classification classification NN work_zbpzx43flfaifddpftczprcome 31 59 and and CC work_zbpzx43flfaifddpftczprcome 31 60 LP lp NN work_zbpzx43flfaifddpftczprcome 31 61 . . . work_zbpzx43flfaifddpftczprcome 32 1 Although although IN work_zbpzx43flfaifddpftczprcome 32 2 , , , work_zbpzx43flfaifddpftczprcome 32 3 the the DT work_zbpzx43flfaifddpftczprcome 32 4 existing exist VBG work_zbpzx43flfaifddpftczprcome 32 5 methods method NNS work_zbpzx43flfaifddpftczprcome 32 6 use use VBP work_zbpzx43flfaifddpftczprcome 32 7 not not RB work_zbpzx43flfaifddpftczprcome 32 8 only only JJ work_zbpzx43flfaifddpftczprcome 32 9 structural structural JJ work_zbpzx43flfaifddpftczprcome 32 10 equivalence equivalence NN work_zbpzx43flfaifddpftczprcome 32 11 and and CC work_zbpzx43flfaifddpftczprcome 32 12 network network NN work_zbpzx43flfaifddpftczprcome 32 13 homophily homophily RB work_zbpzx43flfaifddpftczprcome 32 14 properties property NNS work_zbpzx43flfaifddpftczprcome 32 15 , , , work_zbpzx43flfaifddpftczprcome 32 16 but but CC work_zbpzx43flfaifddpftczprcome 32 17 also also RB work_zbpzx43flfaifddpftczprcome 32 18 the the DT work_zbpzx43flfaifddpftczprcome 32 19 actor actor NN work_zbpzx43flfaifddpftczprcome 32 20 attributes attribute VBZ work_zbpzx43flfaifddpftczprcome 32 21 , , , work_zbpzx43flfaifddpftczprcome 32 22 such such JJ work_zbpzx43flfaifddpftczprcome 32 23 as as IN work_zbpzx43flfaifddpftczprcome 32 24 labels label NNS work_zbpzx43flfaifddpftczprcome 32 25 , , , work_zbpzx43flfaifddpftczprcome 32 26 texts text NNS work_zbpzx43flfaifddpftczprcome 32 27 , , , work_zbpzx43flfaifddpftczprcome 32 28 images image NNS work_zbpzx43flfaifddpftczprcome 32 29 , , , work_zbpzx43flfaifddpftczprcome 32 30 etc etc FW work_zbpzx43flfaifddpftczprcome 32 31 . . . work_zbpzx43flfaifddpftczprcome 33 1 A a DT work_zbpzx43flfaifddpftczprcome 33 2 list list NN work_zbpzx43flfaifddpftczprcome 33 3 of of IN work_zbpzx43flfaifddpftczprcome 33 4 surveys survey NNS work_zbpzx43flfaifddpftczprcome 33 5 on on IN work_zbpzx43flfaifddpftczprcome 33 6 graph graph NN work_zbpzx43flfaifddpftczprcome 33 7 embedding embedding NN work_zbpzx43flfaifddpftczprcome 33 8 models model NNS work_zbpzx43flfaifddpftczprcome 33 9 and and CC work_zbpzx43flfaifddpftczprcome 33 10 applications application NNS work_zbpzx43flfaifddpftczprcome 33 11 can can MD work_zbpzx43flfaifddpftczprcome 33 12 be be VB work_zbpzx43flfaifddpftczprcome 33 13 found find VBN work_zbpzx43flfaifddpftczprcome 33 14 in in IN work_zbpzx43flfaifddpftczprcome 33 15 Cai Cai NNP work_zbpzx43flfaifddpftczprcome 33 16 , , , work_zbpzx43flfaifddpftczprcome 33 17 Zheng Zheng NNP work_zbpzx43flfaifddpftczprcome 33 18 & & CC work_zbpzx43flfaifddpftczprcome 33 19 Chang Chang NNP work_zbpzx43flfaifddpftczprcome 33 20 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 33 21 2018 2018 CD work_zbpzx43flfaifddpftczprcome 33 22 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 33 23 , , , work_zbpzx43flfaifddpftczprcome 33 24 Cui Cui NNP work_zbpzx43flfaifddpftczprcome 33 25 et et NNP work_zbpzx43flfaifddpftczprcome 33 26 al al NNP work_zbpzx43flfaifddpftczprcome 33 27 . . . work_zbpzx43flfaifddpftczprcome 34 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 34 2 2018 2018 CD work_zbpzx43flfaifddpftczprcome 34 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 34 4 , , , work_zbpzx43flfaifddpftczprcome 34 5 Goyal Goyal NNP work_zbpzx43flfaifddpftczprcome 34 6 & & CC work_zbpzx43flfaifddpftczprcome 34 7 Ferrara Ferrara NNP work_zbpzx43flfaifddpftczprcome 34 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 34 9 2018 2018 CD work_zbpzx43flfaifddpftczprcome 34 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 34 11 , , , work_zbpzx43flfaifddpftczprcome 34 12 and and CC work_zbpzx43flfaifddpftczprcome 34 13 Chen Chen NNP work_zbpzx43flfaifddpftczprcome 34 14 et et NNP work_zbpzx43flfaifddpftczprcome 34 15 al al NNP work_zbpzx43flfaifddpftczprcome 34 16 . . . work_zbpzx43flfaifddpftczprcome 35 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 35 2 2018 2018 CD work_zbpzx43flfaifddpftczprcome 35 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 35 4 . . . work_zbpzx43flfaifddpftczprcome 36 1 In in IN work_zbpzx43flfaifddpftczprcome 36 2 this this DT work_zbpzx43flfaifddpftczprcome 36 3 paper paper NN work_zbpzx43flfaifddpftczprcome 36 4 , , , work_zbpzx43flfaifddpftczprcome 36 5 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 36 6 study study VBP work_zbpzx43flfaifddpftczprcome 36 7 a a DT work_zbpzx43flfaifddpftczprcome 36 8 co co JJ work_zbpzx43flfaifddpftczprcome 36 9 - - JJ work_zbpzx43flfaifddpftczprcome 36 10 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 36 11 recommender recommender NN work_zbpzx43flfaifddpftczprcome 36 12 system system NN work_zbpzx43flfaifddpftczprcome 36 13 based base VBN work_zbpzx43flfaifddpftczprcome 36 14 on on IN work_zbpzx43flfaifddpftczprcome 36 15 co co JJ work_zbpzx43flfaifddpftczprcome 36 16 - - JJ work_zbpzx43flfaifddpftczprcome 36 17 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 36 18 network network NN work_zbpzx43flfaifddpftczprcome 36 19 where where WRB work_zbpzx43flfaifddpftczprcome 36 20 one one CD work_zbpzx43flfaifddpftczprcome 36 21 or or CC work_zbpzx43flfaifddpftczprcome 36 22 more more JJR work_zbpzx43flfaifddpftczprcome 36 23 of of IN work_zbpzx43flfaifddpftczprcome 36 24 the the DT work_zbpzx43flfaifddpftczprcome 36 25 coauthors coauthor NNS work_zbpzx43flfaifddpftczprcome 36 26 belong belong VBP work_zbpzx43flfaifddpftczprcome 36 27 to to IN work_zbpzx43flfaifddpftczprcome 36 28 the the DT work_zbpzx43flfaifddpftczprcome 36 29 National National NNP work_zbpzx43flfaifddpftczprcome 36 30 Research Research NNP work_zbpzx43flfaifddpftczprcome 36 31 University University NNP work_zbpzx43flfaifddpftczprcome 36 32 Higher Higher NNP work_zbpzx43flfaifddpftczprcome 36 33 School School NNP work_zbpzx43flfaifddpftczprcome 36 34 of of IN work_zbpzx43flfaifddpftczprcome 36 35 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 36 36 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 36 37 NRU NRU NNP work_zbpzx43flfaifddpftczprcome 36 38 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 36 39 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 36 40 and and CC work_zbpzx43flfaifddpftczprcome 36 41 the the DT work_zbpzx43flfaifddpftczprcome 36 42 co co JJ work_zbpzx43flfaifddpftczprcome 36 43 - - JJ work_zbpzx43flfaifddpftczprcome 36 44 authored authored JJ work_zbpzx43flfaifddpftczprcome 36 45 publications publication NNS work_zbpzx43flfaifddpftczprcome 36 46 are be VBP work_zbpzx43flfaifddpftczprcome 36 47 only only RB work_zbpzx43flfaifddpftczprcome 36 48 those those DT work_zbpzx43flfaifddpftczprcome 36 49 indexed index VBN work_zbpzx43flfaifddpftczprcome 36 50 in in IN work_zbpzx43flfaifddpftczprcome 36 51 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 36 52 . . . work_zbpzx43flfaifddpftczprcome 37 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 37 2 use use VBP work_zbpzx43flfaifddpftczprcome 37 3 machine machine NN work_zbpzx43flfaifddpftczprcome 37 4 learning learning NN work_zbpzx43flfaifddpftczprcome 37 5 techniques technique NNS work_zbpzx43flfaifddpftczprcome 37 6 to to TO work_zbpzx43flfaifddpftczprcome 37 7 predict predict VB work_zbpzx43flfaifddpftczprcome 37 8 new new JJ work_zbpzx43flfaifddpftczprcome 37 9 edges edge NNS work_zbpzx43flfaifddpftczprcome 37 10 based base VBN work_zbpzx43flfaifddpftczprcome 37 11 on on IN work_zbpzx43flfaifddpftczprcome 37 12 network network NN work_zbpzx43flfaifddpftczprcome 37 13 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 37 14 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 37 15 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 37 16 & & CC work_zbpzx43flfaifddpftczprcome 37 17 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 37 18 , , , work_zbpzx43flfaifddpftczprcome 37 19 2016 2016 CD work_zbpzx43flfaifddpftczprcome 37 20 ; ; : work_zbpzx43flfaifddpftczprcome 37 21 Wu Wu NNP work_zbpzx43flfaifddpftczprcome 37 22 & & CC work_zbpzx43flfaifddpftczprcome 37 23 Lerman Lerman NNP work_zbpzx43flfaifddpftczprcome 37 24 , , , work_zbpzx43flfaifddpftczprcome 37 25 2017 2017 CD work_zbpzx43flfaifddpftczprcome 37 26 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 37 27 and and CC work_zbpzx43flfaifddpftczprcome 37 28 edge edge VB work_zbpzx43flfaifddpftczprcome 37 29 characteristics characteristic NNS work_zbpzx43flfaifddpftczprcome 37 30 obtained obtain VBN work_zbpzx43flfaifddpftczprcome 37 31 from from IN work_zbpzx43flfaifddpftczprcome 37 32 author author NN work_zbpzx43flfaifddpftczprcome 37 33 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 37 34 . . . work_zbpzx43flfaifddpftczprcome 38 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 38 2 compare compare VBP work_zbpzx43flfaifddpftczprcome 38 3 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 38 4 approach approach NN work_zbpzx43flfaifddpftczprcome 38 5 with with IN work_zbpzx43flfaifddpftczprcome 38 6 state state NN work_zbpzx43flfaifddpftczprcome 38 7 - - HYPH work_zbpzx43flfaifddpftczprcome 38 8 of of IN work_zbpzx43flfaifddpftczprcome 38 9 - - HYPH work_zbpzx43flfaifddpftczprcome 38 10 the the DT work_zbpzx43flfaifddpftczprcome 38 11 - - HYPH work_zbpzx43flfaifddpftczprcome 38 12 art art NN work_zbpzx43flfaifddpftczprcome 38 13 algorithms algorithm NNS work_zbpzx43flfaifddpftczprcome 38 14 for for IN work_zbpzx43flfaifddpftczprcome 38 15 the the DT work_zbpzx43flfaifddpftczprcome 38 16 LP LP NNP work_zbpzx43flfaifddpftczprcome 38 17 problem problem NN work_zbpzx43flfaifddpftczprcome 38 18 using use VBG work_zbpzx43flfaifddpftczprcome 38 19 structural structural JJ work_zbpzx43flfaifddpftczprcome 38 20 , , , work_zbpzx43flfaifddpftczprcome 38 21 attribute attribute JJ work_zbpzx43flfaifddpftczprcome 38 22 and and CC work_zbpzx43flfaifddpftczprcome 38 23 combined combine VBN work_zbpzx43flfaifddpftczprcome 38 24 feature feature NN work_zbpzx43flfaifddpftczprcome 38 25 space space NN work_zbpzx43flfaifddpftczprcome 38 26 to to TO work_zbpzx43flfaifddpftczprcome 38 27 evaluate evaluate VB work_zbpzx43flfaifddpftczprcome 38 28 the the DT work_zbpzx43flfaifddpftczprcome 38 29 impact impact NN work_zbpzx43flfaifddpftczprcome 38 30 of of IN work_zbpzx43flfaifddpftczprcome 38 31 the the DT work_zbpzx43flfaifddpftczprcome 38 32 suggested suggested JJ work_zbpzx43flfaifddpftczprcome 38 33 approach approach NN work_zbpzx43flfaifddpftczprcome 38 34 on on IN work_zbpzx43flfaifddpftczprcome 38 35 the the DT work_zbpzx43flfaifddpftczprcome 38 36 binary binary JJ work_zbpzx43flfaifddpftczprcome 38 37 classification classification NN work_zbpzx43flfaifddpftczprcome 38 38 task task NN work_zbpzx43flfaifddpftczprcome 38 39 of of IN work_zbpzx43flfaifddpftczprcome 38 40 predicting predict VBG work_zbpzx43flfaifddpftczprcome 38 41 links link NNS work_zbpzx43flfaifddpftczprcome 38 42 in in IN work_zbpzx43flfaifddpftczprcome 38 43 co co JJ work_zbpzx43flfaifddpftczprcome 38 44 - - JJ work_zbpzx43flfaifddpftczprcome 38 45 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 38 46 network network NN work_zbpzx43flfaifddpftczprcome 38 47 . . . work_zbpzx43flfaifddpftczprcome 39 1 Such such PDT work_zbpzx43flfaifddpftczprcome 39 2 an an DT work_zbpzx43flfaifddpftczprcome 39 3 obtained obtain VBN work_zbpzx43flfaifddpftczprcome 39 4 system system NN work_zbpzx43flfaifddpftczprcome 39 5 could could MD work_zbpzx43flfaifddpftczprcome 39 6 be be VB work_zbpzx43flfaifddpftczprcome 39 7 applied apply VBN work_zbpzx43flfaifddpftczprcome 39 8 for for IN work_zbpzx43flfaifddpftczprcome 39 9 expert expert NN work_zbpzx43flfaifddpftczprcome 39 10 search search NN work_zbpzx43flfaifddpftczprcome 39 11 , , , work_zbpzx43flfaifddpftczprcome 39 12 recommending recommend VBG work_zbpzx43flfaifddpftczprcome 39 13 collaborator collaborator NN work_zbpzx43flfaifddpftczprcome 39 14 or or CC work_zbpzx43flfaifddpftczprcome 39 15 scientific scientific JJ work_zbpzx43flfaifddpftczprcome 39 16 adviser adviser NN work_zbpzx43flfaifddpftczprcome 39 17 , , , work_zbpzx43flfaifddpftczprcome 39 18 and and CC work_zbpzx43flfaifddpftczprcome 39 19 searching search VBG work_zbpzx43flfaifddpftczprcome 39 20 for for IN work_zbpzx43flfaifddpftczprcome 39 21 relevant relevant JJ work_zbpzx43flfaifddpftczprcome 39 22 research research NN work_zbpzx43flfaifddpftczprcome 39 23 publications publication NNS work_zbpzx43flfaifddpftczprcome 39 24 similar similar JJ work_zbpzx43flfaifddpftczprcome 39 25 to to IN work_zbpzx43flfaifddpftczprcome 39 26 the the DT work_zbpzx43flfaifddpftczprcome 39 27 work work NN work_zbpzx43flfaifddpftczprcome 39 28 proposed propose VBN work_zbpzx43flfaifddpftczprcome 39 29 in in IN work_zbpzx43flfaifddpftczprcome 39 30 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 39 31 et et NNP work_zbpzx43flfaifddpftczprcome 39 32 al al NNP work_zbpzx43flfaifddpftczprcome 39 33 . . . work_zbpzx43flfaifddpftczprcome 40 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 40 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 40 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 40 4 , , , work_zbpzx43flfaifddpftczprcome 40 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 40 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 40 7 . . . work_zbpzx43flfaifddpftczprcome 41 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 41 2 . . NNP work_zbpzx43flfaifddpftczprcome 41 3 , , , work_zbpzx43flfaifddpftczprcome 41 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 41 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 41 6 / / SYM work_zbpzx43flfaifddpftczprcome 41 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 41 8 - - HYPH work_zbpzx43flfaifddpftczprcome 41 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 41 10 2/20 2/20 CD work_zbpzx43flfaifddpftczprcome 41 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 41 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNP work_zbpzx43flfaifddpftczprcome 41 13 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 41 14 , , , work_zbpzx43flfaifddpftczprcome 41 15 Bulanov Bulanov NNP work_zbpzx43flfaifddpftczprcome 41 16 & & CC work_zbpzx43flfaifddpftczprcome 41 17 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 41 18 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 41 19 2017 2017 CD work_zbpzx43flfaifddpftczprcome 41 20 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 41 21 and and CC work_zbpzx43flfaifddpftczprcome 41 22 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 41 23 et et NNP work_zbpzx43flfaifddpftczprcome 41 24 al al NNP work_zbpzx43flfaifddpftczprcome 41 25 . . . work_zbpzx43flfaifddpftczprcome 42 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 42 2 2018a 2018a CD work_zbpzx43flfaifddpftczprcome 42 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 42 4 . . . work_zbpzx43flfaifddpftczprcome 43 1 In in IN work_zbpzx43flfaifddpftczprcome 43 2 what what WP work_zbpzx43flfaifddpftczprcome 43 3 follows follow VBZ work_zbpzx43flfaifddpftczprcome 43 4 , , , work_zbpzx43flfaifddpftczprcome 43 5 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 43 6 describe describe VBP work_zbpzx43flfaifddpftczprcome 43 7 solution solution NN work_zbpzx43flfaifddpftczprcome 43 8 to to IN work_zbpzx43flfaifddpftczprcome 43 9 the the DT work_zbpzx43flfaifddpftczprcome 43 10 LP LP NNP work_zbpzx43flfaifddpftczprcome 43 11 problem problem NN work_zbpzx43flfaifddpftczprcome 43 12 leading lead VBG work_zbpzx43flfaifddpftczprcome 43 13 to to IN work_zbpzx43flfaifddpftczprcome 43 14 evaluation evaluation NN work_zbpzx43flfaifddpftczprcome 43 15 of of IN work_zbpzx43flfaifddpftczprcome 43 16 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 43 17 recommender recommender NN work_zbpzx43flfaifddpftczprcome 43 18 system system NN work_zbpzx43flfaifddpftczprcome 43 19 based base VBN work_zbpzx43flfaifddpftczprcome 43 20 on on IN work_zbpzx43flfaifddpftczprcome 43 21 co co JJ work_zbpzx43flfaifddpftczprcome 43 22 - - JJ work_zbpzx43flfaifddpftczprcome 43 23 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 43 24 network network NN work_zbpzx43flfaifddpftczprcome 43 25 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 43 26 and and CC work_zbpzx43flfaifddpftczprcome 43 27 manually manually RB work_zbpzx43flfaifddpftczprcome 43 28 engineered engineer VBN work_zbpzx43flfaifddpftczprcome 43 29 features feature NNS work_zbpzx43flfaifddpftczprcome 43 30 for for IN work_zbpzx43flfaifddpftczprcome 43 31 HSE hse NN work_zbpzx43flfaifddpftczprcome 43 32 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 43 33 . . . work_zbpzx43flfaifddpftczprcome 44 1 RELATED related JJ work_zbpzx43flfaifddpftczprcome 44 2 WORK work NN work_zbpzx43flfaifddpftczprcome 44 3 Link Link NNP work_zbpzx43flfaifddpftczprcome 44 4 prediction prediction NN work_zbpzx43flfaifddpftczprcome 44 5 The the DT work_zbpzx43flfaifddpftczprcome 44 6 LP LP NNP work_zbpzx43flfaifddpftczprcome 44 7 problem problem NN work_zbpzx43flfaifddpftczprcome 44 8 was be VBD work_zbpzx43flfaifddpftczprcome 44 9 stated state VBN work_zbpzx43flfaifddpftczprcome 44 10 in in IN work_zbpzx43flfaifddpftczprcome 44 11 Liben Liben NNP work_zbpzx43flfaifddpftczprcome 44 12 - - HYPH work_zbpzx43flfaifddpftczprcome 44 13 Nowell Nowell NNP work_zbpzx43flfaifddpftczprcome 44 14 & & CC work_zbpzx43flfaifddpftczprcome 44 15 Kleinberg Kleinberg NNP work_zbpzx43flfaifddpftczprcome 44 16 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 44 17 2007 2007 CD work_zbpzx43flfaifddpftczprcome 44 18 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 44 19 , , , work_zbpzx43flfaifddpftczprcome 44 20 in in IN work_zbpzx43flfaifddpftczprcome 44 21 which which WDT work_zbpzx43flfaifddpftczprcome 44 22 Liben Liben NNP work_zbpzx43flfaifddpftczprcome 44 23 - - HYPH work_zbpzx43flfaifddpftczprcome 44 24 Nowell Nowell NNP work_zbpzx43flfaifddpftczprcome 44 25 and and CC work_zbpzx43flfaifddpftczprcome 44 26 Kleinberg Kleinberg NNP work_zbpzx43flfaifddpftczprcome 44 27 proposed propose VBD work_zbpzx43flfaifddpftczprcome 44 28 using use VBG work_zbpzx43flfaifddpftczprcome 44 29 node node JJ work_zbpzx43flfaifddpftczprcome 44 30 proximity proximity NN work_zbpzx43flfaifddpftczprcome 44 31 metrics metric NNS work_zbpzx43flfaifddpftczprcome 44 32 . . . work_zbpzx43flfaifddpftczprcome 45 1 The the DT work_zbpzx43flfaifddpftczprcome 45 2 evaluation evaluation NN work_zbpzx43flfaifddpftczprcome 45 3 of of IN work_zbpzx43flfaifddpftczprcome 45 4 the the DT work_zbpzx43flfaifddpftczprcome 45 5 proposed propose VBN work_zbpzx43flfaifddpftczprcome 45 6 metrics metric NNS work_zbpzx43flfaifddpftczprcome 45 7 for for IN work_zbpzx43flfaifddpftczprcome 45 8 large large JJ work_zbpzx43flfaifddpftczprcome 45 9 co co NN work_zbpzx43flfaifddpftczprcome 45 10 - - NN work_zbpzx43flfaifddpftczprcome 45 11 authorship authorship NN work_zbpzx43flfaifddpftczprcome 45 12 networks network NNS work_zbpzx43flfaifddpftczprcome 45 13 showed show VBD work_zbpzx43flfaifddpftczprcome 45 14 promising promising JJ work_zbpzx43flfaifddpftczprcome 45 15 results result NNS work_zbpzx43flfaifddpftczprcome 45 16 for for IN work_zbpzx43flfaifddpftczprcome 45 17 predicting predict VBG work_zbpzx43flfaifddpftczprcome 45 18 future future JJ work_zbpzx43flfaifddpftczprcome 45 19 links link NNS work_zbpzx43flfaifddpftczprcome 45 20 based base VBN work_zbpzx43flfaifddpftczprcome 45 21 on on IN work_zbpzx43flfaifddpftczprcome 45 22 network network NN work_zbpzx43flfaifddpftczprcome 45 23 topology topology NN work_zbpzx43flfaifddpftczprcome 45 24 without without IN work_zbpzx43flfaifddpftczprcome 45 25 any any DT work_zbpzx43flfaifddpftczprcome 45 26 additional additional JJ work_zbpzx43flfaifddpftczprcome 45 27 information information NN work_zbpzx43flfaifddpftczprcome 45 28 on on IN work_zbpzx43flfaifddpftczprcome 45 29 authors author NNS work_zbpzx43flfaifddpftczprcome 45 30 . . . work_zbpzx43flfaifddpftczprcome 46 1 Unsupervised unsupervise VBN work_zbpzx43flfaifddpftczprcome 46 2 structural structural JJ work_zbpzx43flfaifddpftczprcome 46 3 learning learning NN work_zbpzx43flfaifddpftczprcome 46 4 was be VBD work_zbpzx43flfaifddpftczprcome 46 5 proposed propose VBN work_zbpzx43flfaifddpftczprcome 46 6 in in IN work_zbpzx43flfaifddpftczprcome 46 7 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 46 8 & & CC work_zbpzx43flfaifddpftczprcome 46 9 Liu Liu NNP work_zbpzx43flfaifddpftczprcome 46 10 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 46 11 2012 2012 CD work_zbpzx43flfaifddpftczprcome 46 12 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 46 13 . . . work_zbpzx43flfaifddpftczprcome 47 1 Gao Gao NNP work_zbpzx43flfaifddpftczprcome 47 2 , , , work_zbpzx43flfaifddpftczprcome 47 3 Denoyer Denoyer NNP work_zbpzx43flfaifddpftczprcome 47 4 & & CC work_zbpzx43flfaifddpftczprcome 47 5 Gallinari Gallinari NNP work_zbpzx43flfaifddpftczprcome 47 6 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 47 7 2011 2011 CD work_zbpzx43flfaifddpftczprcome 47 8 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 47 9 presented present VBD work_zbpzx43flfaifddpftczprcome 47 10 temporal temporal JJ work_zbpzx43flfaifddpftczprcome 47 11 LP LP NNP work_zbpzx43flfaifddpftczprcome 47 12 based base VBN work_zbpzx43flfaifddpftczprcome 47 13 on on IN work_zbpzx43flfaifddpftczprcome 47 14 node node JJ work_zbpzx43flfaifddpftczprcome 47 15 proximity proximity NN work_zbpzx43flfaifddpftczprcome 47 16 and and CC work_zbpzx43flfaifddpftczprcome 47 17 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 47 18 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 47 19 determined determine VBN work_zbpzx43flfaifddpftczprcome 47 20 by by IN work_zbpzx43flfaifddpftczprcome 47 21 the the DT work_zbpzx43flfaifddpftczprcome 47 22 content content NN work_zbpzx43flfaifddpftczprcome 47 23 using use VBG work_zbpzx43flfaifddpftczprcome 47 24 matrix matrix NN work_zbpzx43flfaifddpftczprcome 47 25 factorization factorization NN work_zbpzx43flfaifddpftczprcome 47 26 . . . work_zbpzx43flfaifddpftczprcome 48 1 Two two CD work_zbpzx43flfaifddpftczprcome 48 2 surveys survey NNS work_zbpzx43flfaifddpftczprcome 48 3 on on IN work_zbpzx43flfaifddpftczprcome 48 4 LP LP NNP work_zbpzx43flfaifddpftczprcome 48 5 methods method NNS work_zbpzx43flfaifddpftczprcome 48 6 describe describe VBP work_zbpzx43flfaifddpftczprcome 48 7 core core NN work_zbpzx43flfaifddpftczprcome 48 8 approaches approach NNS work_zbpzx43flfaifddpftczprcome 48 9 for for IN work_zbpzx43flfaifddpftczprcome 48 10 feature feature NN work_zbpzx43flfaifddpftczprcome 48 11 engineering engineering NN work_zbpzx43flfaifddpftczprcome 48 12 , , , work_zbpzx43flfaifddpftczprcome 48 13 Bayesian bayesian JJ work_zbpzx43flfaifddpftczprcome 48 14 approach approach NN work_zbpzx43flfaifddpftczprcome 48 15 and and CC work_zbpzx43flfaifddpftczprcome 48 16 dimensionality dimensionality NN work_zbpzx43flfaifddpftczprcome 48 17 reduction reduction NN work_zbpzx43flfaifddpftczprcome 48 18 were be VBD work_zbpzx43flfaifddpftczprcome 48 19 presented present VBN work_zbpzx43flfaifddpftczprcome 48 20 in in IN work_zbpzx43flfaifddpftczprcome 48 21 Hasan Hasan NNP work_zbpzx43flfaifddpftczprcome 48 22 & & CC work_zbpzx43flfaifddpftczprcome 48 23 Zaki Zaki NNP work_zbpzx43flfaifddpftczprcome 48 24 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 48 25 2011 2011 CD work_zbpzx43flfaifddpftczprcome 48 26 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 48 27 , , , work_zbpzx43flfaifddpftczprcome 48 28 Lü Lü NNP work_zbpzx43flfaifddpftczprcome 48 29 & & CC work_zbpzx43flfaifddpftczprcome 48 30 Zhou Zhou NNP work_zbpzx43flfaifddpftczprcome 48 31 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 48 32 2011 2011 CD work_zbpzx43flfaifddpftczprcome 48 33 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 48 34 . . . work_zbpzx43flfaifddpftczprcome 49 1 Survey survey NN work_zbpzx43flfaifddpftczprcome 49 2 on on IN work_zbpzx43flfaifddpftczprcome 49 3 LP LP NNP work_zbpzx43flfaifddpftczprcome 49 4 was be VBD work_zbpzx43flfaifddpftczprcome 49 5 published publish VBN work_zbpzx43flfaifddpftczprcome 49 6 in in IN work_zbpzx43flfaifddpftczprcome 49 7 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 49 8 et et NNP work_zbpzx43flfaifddpftczprcome 49 9 al al NNP work_zbpzx43flfaifddpftczprcome 49 10 . . . work_zbpzx43flfaifddpftczprcome 50 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 50 2 2015 2015 CD work_zbpzx43flfaifddpftczprcome 50 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 50 4 . . . work_zbpzx43flfaifddpftczprcome 51 1 The the DT work_zbpzx43flfaifddpftczprcome 51 2 simplest simple JJS work_zbpzx43flfaifddpftczprcome 51 3 baseline baseline NN work_zbpzx43flfaifddpftczprcome 51 4 solution solution NN work_zbpzx43flfaifddpftczprcome 51 5 using use VBG work_zbpzx43flfaifddpftczprcome 51 6 network network NN work_zbpzx43flfaifddpftczprcome 51 7 homophily homophily RB work_zbpzx43flfaifddpftczprcome 51 8 is be VBZ work_zbpzx43flfaifddpftczprcome 51 9 based base VBN work_zbpzx43flfaifddpftczprcome 51 10 on on IN work_zbpzx43flfaifddpftczprcome 51 11 common common JJ work_zbpzx43flfaifddpftczprcome 51 12 neighbors neighbor NNS work_zbpzx43flfaifddpftczprcome 51 13 or or CC work_zbpzx43flfaifddpftczprcome 51 14 other other JJ work_zbpzx43flfaifddpftczprcome 51 15 network network NN work_zbpzx43flfaifddpftczprcome 51 16 similarity similarity NN work_zbpzx43flfaifddpftczprcome 51 17 scores score NNS work_zbpzx43flfaifddpftczprcome 51 18 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 51 19 Liben Liben NNP work_zbpzx43flfaifddpftczprcome 51 20 - - HYPH work_zbpzx43flfaifddpftczprcome 51 21 Nowell Nowell NNP work_zbpzx43flfaifddpftczprcome 51 22 & & CC work_zbpzx43flfaifddpftczprcome 51 23 Kleinberg Kleinberg NNP work_zbpzx43flfaifddpftczprcome 51 24 , , , work_zbpzx43flfaifddpftczprcome 51 25 2007 2007 CD work_zbpzx43flfaifddpftczprcome 51 26 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 51 27 . . . work_zbpzx43flfaifddpftczprcome 52 1 However however RB work_zbpzx43flfaifddpftczprcome 52 2 , , , work_zbpzx43flfaifddpftczprcome 52 3 the the DT work_zbpzx43flfaifddpftczprcome 52 4 Gao Gao NNP work_zbpzx43flfaifddpftczprcome 52 5 et et NNP work_zbpzx43flfaifddpftczprcome 52 6 al al NNP work_zbpzx43flfaifddpftczprcome 52 7 . . . work_zbpzx43flfaifddpftczprcome 53 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 53 2 2015 2015 CD work_zbpzx43flfaifddpftczprcome 53 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 53 4 that that IN work_zbpzx43flfaifddpftczprcome 53 5 the the DT work_zbpzx43flfaifddpftczprcome 53 6 similarity similarity NN work_zbpzx43flfaifddpftczprcome 53 7 measures measure NNS work_zbpzx43flfaifddpftczprcome 53 8 are be VBP work_zbpzx43flfaifddpftczprcome 53 9 not not RB work_zbpzx43flfaifddpftczprcome 53 10 robust robust JJ work_zbpzx43flfaifddpftczprcome 53 11 to to IN work_zbpzx43flfaifddpftczprcome 53 12 the the DT work_zbpzx43flfaifddpftczprcome 53 13 network network NN work_zbpzx43flfaifddpftczprcome 53 14 global global JJ work_zbpzx43flfaifddpftczprcome 53 15 properties property NNS work_zbpzx43flfaifddpftczprcome 53 16 and and CC work_zbpzx43flfaifddpftczprcome 53 17 , , , work_zbpzx43flfaifddpftczprcome 53 18 thus thus RB work_zbpzx43flfaifddpftczprcome 53 19 , , , work_zbpzx43flfaifddpftczprcome 53 20 could could MD work_zbpzx43flfaifddpftczprcome 53 21 noise noise VB work_zbpzx43flfaifddpftczprcome 53 22 the the DT work_zbpzx43flfaifddpftczprcome 53 23 prediction prediction NN work_zbpzx43flfaifddpftczprcome 53 24 model model NN work_zbpzx43flfaifddpftczprcome 53 25 with with IN work_zbpzx43flfaifddpftczprcome 53 26 similarity similarity NN work_zbpzx43flfaifddpftczprcome 53 27 scores score NNS work_zbpzx43flfaifddpftczprcome 53 28 only only RB work_zbpzx43flfaifddpftczprcome 53 29 . . . work_zbpzx43flfaifddpftczprcome 54 1 The the DT work_zbpzx43flfaifddpftczprcome 54 2 impact impact NN work_zbpzx43flfaifddpftczprcome 54 3 of of IN work_zbpzx43flfaifddpftczprcome 54 4 the the DT work_zbpzx43flfaifddpftczprcome 54 5 attribute attribute NN work_zbpzx43flfaifddpftczprcome 54 6 - - HYPH work_zbpzx43flfaifddpftczprcome 54 7 based base VBN work_zbpzx43flfaifddpftczprcome 54 8 formation formation NN work_zbpzx43flfaifddpftczprcome 54 9 in in IN work_zbpzx43flfaifddpftczprcome 54 10 social social JJ work_zbpzx43flfaifddpftczprcome 54 11 networks network NNS work_zbpzx43flfaifddpftczprcome 54 12 was be VBD work_zbpzx43flfaifddpftczprcome 54 13 considered consider VBN work_zbpzx43flfaifddpftczprcome 54 14 in in IN work_zbpzx43flfaifddpftczprcome 54 15 Robins Robins NNP work_zbpzx43flfaifddpftczprcome 54 16 et et NNP work_zbpzx43flfaifddpftczprcome 54 17 al al NNP work_zbpzx43flfaifddpftczprcome 54 18 . . . work_zbpzx43flfaifddpftczprcome 55 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 55 2 2007 2007 CD work_zbpzx43flfaifddpftczprcome 55 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 55 4 and and CC work_zbpzx43flfaifddpftczprcome 55 5 McPherson McPherson NNP work_zbpzx43flfaifddpftczprcome 55 6 , , , work_zbpzx43flfaifddpftczprcome 55 7 Smith Smith NNP work_zbpzx43flfaifddpftczprcome 55 8 - - HYPH work_zbpzx43flfaifddpftczprcome 55 9 Lovin Lovin NNP work_zbpzx43flfaifddpftczprcome 55 10 & & CC work_zbpzx43flfaifddpftczprcome 55 11 Cook Cook NNP work_zbpzx43flfaifddpftczprcome 55 12 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 55 13 2001 2001 CD work_zbpzx43flfaifddpftczprcome 55 14 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 55 15 . . . work_zbpzx43flfaifddpftczprcome 56 1 All all PDT work_zbpzx43flfaifddpftczprcome 56 2 these these DT work_zbpzx43flfaifddpftczprcome 56 3 observations observation NNS work_zbpzx43flfaifddpftczprcome 56 4 require require VBP work_zbpzx43flfaifddpftczprcome 56 5 feature feature NN work_zbpzx43flfaifddpftczprcome 56 6 engineering engineering NN work_zbpzx43flfaifddpftczprcome 56 7 depending depend VBG work_zbpzx43flfaifddpftczprcome 56 8 on on IN work_zbpzx43flfaifddpftczprcome 56 9 the the DT work_zbpzx43flfaifddpftczprcome 56 10 domain domain NN work_zbpzx43flfaifddpftczprcome 56 11 . . . work_zbpzx43flfaifddpftczprcome 57 1 Graph Graph NNP work_zbpzx43flfaifddpftczprcome 57 2 - - HYPH work_zbpzx43flfaifddpftczprcome 57 3 based base VBN work_zbpzx43flfaifddpftczprcome 57 4 recommender recommender NN work_zbpzx43flfaifddpftczprcome 57 5 systems system NNS work_zbpzx43flfaifddpftczprcome 57 6 formulated formulate VBN work_zbpzx43flfaifddpftczprcome 57 7 via via IN work_zbpzx43flfaifddpftczprcome 57 8 LP LP NNP work_zbpzx43flfaifddpftczprcome 57 9 problem problem NN work_zbpzx43flfaifddpftczprcome 57 10 were be VBD work_zbpzx43flfaifddpftczprcome 57 11 suggested suggest VBN work_zbpzx43flfaifddpftczprcome 57 12 in in IN work_zbpzx43flfaifddpftczprcome 57 13 Chen Chen NNP work_zbpzx43flfaifddpftczprcome 57 14 , , , work_zbpzx43flfaifddpftczprcome 57 15 Li Li NNP work_zbpzx43flfaifddpftczprcome 57 16 & & CC work_zbpzx43flfaifddpftczprcome 57 17 Huang Huang NNP work_zbpzx43flfaifddpftczprcome 57 18 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 57 19 2005 2005 CD work_zbpzx43flfaifddpftczprcome 57 20 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 57 21 , , , work_zbpzx43flfaifddpftczprcome 57 22 Liu Liu NNP work_zbpzx43flfaifddpftczprcome 57 23 & & CC work_zbpzx43flfaifddpftczprcome 57 24 Kou Kou NNP work_zbpzx43flfaifddpftczprcome 57 25 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 57 26 2007 2007 CD work_zbpzx43flfaifddpftczprcome 57 27 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 57 28 , , , work_zbpzx43flfaifddpftczprcome 57 29 and and CC work_zbpzx43flfaifddpftczprcome 57 30 Li Li NNP work_zbpzx43flfaifddpftczprcome 57 31 & & CC work_zbpzx43flfaifddpftczprcome 57 32 Chen Chen NNP work_zbpzx43flfaifddpftczprcome 57 33 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 57 34 2009 2009 CD work_zbpzx43flfaifddpftczprcome 57 35 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 57 36 . . . work_zbpzx43flfaifddpftczprcome 58 1 In in IN work_zbpzx43flfaifddpftczprcome 58 2 Kossinets Kossinets NNP work_zbpzx43flfaifddpftczprcome 58 3 & & CC work_zbpzx43flfaifddpftczprcome 58 4 Watts Watts NNP work_zbpzx43flfaifddpftczprcome 58 5 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 58 6 2009 2009 CD work_zbpzx43flfaifddpftczprcome 58 7 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 58 8 , , , work_zbpzx43flfaifddpftczprcome 58 9 studied study VBD work_zbpzx43flfaifddpftczprcome 58 10 the the DT work_zbpzx43flfaifddpftczprcome 58 11 effect effect NN work_zbpzx43flfaifddpftczprcome 58 12 of of IN work_zbpzx43flfaifddpftczprcome 58 13 homophily homophily NNP work_zbpzx43flfaifddpftczprcome 58 14 in in IN work_zbpzx43flfaifddpftczprcome 58 15 a a DT work_zbpzx43flfaifddpftczprcome 58 16 university university NN work_zbpzx43flfaifddpftczprcome 58 17 community community NN work_zbpzx43flfaifddpftczprcome 58 18 . . . work_zbpzx43flfaifddpftczprcome 59 1 They -PRON- PRP work_zbpzx43flfaifddpftczprcome 59 2 considered consider VBD work_zbpzx43flfaifddpftczprcome 59 3 temporal temporal JJ work_zbpzx43flfaifddpftczprcome 59 4 co co NN work_zbpzx43flfaifddpftczprcome 59 5 - - JJ work_zbpzx43flfaifddpftczprcome 59 6 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 59 7 network network NN work_zbpzx43flfaifddpftczprcome 59 8 accompanied accompany VBN work_zbpzx43flfaifddpftczprcome 59 9 with with IN work_zbpzx43flfaifddpftczprcome 59 10 author author NN work_zbpzx43flfaifddpftczprcome 59 11 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 59 12 and and CC work_zbpzx43flfaifddpftczprcome 59 13 concluded conclude VBD work_zbpzx43flfaifddpftczprcome 59 14 the the DT work_zbpzx43flfaifddpftczprcome 59 15 influence influence NN work_zbpzx43flfaifddpftczprcome 59 16 of of IN work_zbpzx43flfaifddpftczprcome 59 17 not not RB work_zbpzx43flfaifddpftczprcome 59 18 only only JJ work_zbpzx43flfaifddpftczprcome 59 19 structural structural JJ work_zbpzx43flfaifddpftczprcome 59 20 proximity proximity NN work_zbpzx43flfaifddpftczprcome 59 21 , , , work_zbpzx43flfaifddpftczprcome 59 22 but but CC work_zbpzx43flfaifddpftczprcome 59 23 also also RB work_zbpzx43flfaifddpftczprcome 59 24 author author NN work_zbpzx43flfaifddpftczprcome 59 25 homophily homophily RB work_zbpzx43flfaifddpftczprcome 59 26 for for IN work_zbpzx43flfaifddpftczprcome 59 27 the the DT work_zbpzx43flfaifddpftczprcome 59 28 social social JJ work_zbpzx43flfaifddpftczprcome 59 29 network network NN work_zbpzx43flfaifddpftczprcome 59 30 structure structure NN work_zbpzx43flfaifddpftczprcome 59 31 . . . work_zbpzx43flfaifddpftczprcome 60 1 Another another DT work_zbpzx43flfaifddpftczprcome 60 2 approach approach NN work_zbpzx43flfaifddpftczprcome 60 3 focusing focus VBG work_zbpzx43flfaifddpftczprcome 60 4 on on IN work_zbpzx43flfaifddpftczprcome 60 5 interdisciplinary interdisciplinary JJ work_zbpzx43flfaifddpftczprcome 60 6 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 60 7 inside inside IN work_zbpzx43flfaifddpftczprcome 60 8 the the DT work_zbpzx43flfaifddpftczprcome 60 9 University University NNP work_zbpzx43flfaifddpftczprcome 60 10 was be VBD work_zbpzx43flfaifddpftczprcome 60 11 presented present VBN work_zbpzx43flfaifddpftczprcome 60 12 in in IN work_zbpzx43flfaifddpftczprcome 60 13 Cho Cho NNP work_zbpzx43flfaifddpftczprcome 60 14 & & CC work_zbpzx43flfaifddpftczprcome 60 15 Yu Yu NNP work_zbpzx43flfaifddpftczprcome 60 16 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 60 17 2018 2018 CD work_zbpzx43flfaifddpftczprcome 60 18 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 60 19 . . . work_zbpzx43flfaifddpftczprcome 61 1 The the DT work_zbpzx43flfaifddpftczprcome 61 2 authors author NNS work_zbpzx43flfaifddpftczprcome 61 3 used use VBD work_zbpzx43flfaifddpftczprcome 61 4 the the DT work_zbpzx43flfaifddpftczprcome 61 5 existing exist VBG work_zbpzx43flfaifddpftczprcome 61 6 co co NN work_zbpzx43flfaifddpftczprcome 61 7 - - JJ work_zbpzx43flfaifddpftczprcome 61 8 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 61 9 network network NN work_zbpzx43flfaifddpftczprcome 61 10 and and CC work_zbpzx43flfaifddpftczprcome 61 11 academic academic JJ work_zbpzx43flfaifddpftczprcome 61 12 information information NN work_zbpzx43flfaifddpftczprcome 61 13 for for IN work_zbpzx43flfaifddpftczprcome 61 14 University University NNP work_zbpzx43flfaifddpftczprcome 61 15 of of IN work_zbpzx43flfaifddpftczprcome 61 16 Bristoll Bristoll NNP work_zbpzx43flfaifddpftczprcome 61 17 and and CC work_zbpzx43flfaifddpftczprcome 61 18 proposed propose VBD work_zbpzx43flfaifddpftczprcome 61 19 a a DT work_zbpzx43flfaifddpftczprcome 61 20 new new JJ work_zbpzx43flfaifddpftczprcome 61 21 LP LP NNP work_zbpzx43flfaifddpftczprcome 61 22 model model NN work_zbpzx43flfaifddpftczprcome 61 23 for for IN work_zbpzx43flfaifddpftczprcome 61 24 co co JJ work_zbpzx43flfaifddpftczprcome 61 25 - - JJ work_zbpzx43flfaifddpftczprcome 61 26 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 61 27 prediction prediction NN work_zbpzx43flfaifddpftczprcome 61 28 and and CC work_zbpzx43flfaifddpftczprcome 61 29 recommendation recommendation NN work_zbpzx43flfaifddpftczprcome 61 30 . . . work_zbpzx43flfaifddpftczprcome 62 1 Kong Kong NNP work_zbpzx43flfaifddpftczprcome 62 2 et et FW work_zbpzx43flfaifddpftczprcome 62 3 al al NNP work_zbpzx43flfaifddpftczprcome 62 4 . . . work_zbpzx43flfaifddpftczprcome 63 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 63 2 2018 2018 CD work_zbpzx43flfaifddpftczprcome 63 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 63 4 developed develop VBD work_zbpzx43flfaifddpftczprcome 63 5 a a DT work_zbpzx43flfaifddpftczprcome 63 6 scientific scientific JJ work_zbpzx43flfaifddpftczprcome 63 7 paper paper NN work_zbpzx43flfaifddpftczprcome 63 8 recommender recommender NN work_zbpzx43flfaifddpftczprcome 63 9 system system NN work_zbpzx43flfaifddpftczprcome 63 10 called call VBN work_zbpzx43flfaifddpftczprcome 63 11 VOPRec VOPRec NNP work_zbpzx43flfaifddpftczprcome 63 12 . . . work_zbpzx43flfaifddpftczprcome 64 1 However however RB work_zbpzx43flfaifddpftczprcome 64 2 , , , work_zbpzx43flfaifddpftczprcome 64 3 in in IN work_zbpzx43flfaifddpftczprcome 64 4 contrast contrast NN work_zbpzx43flfaifddpftczprcome 64 5 to to IN work_zbpzx43flfaifddpftczprcome 64 6 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 64 7 work work NN work_zbpzx43flfaifddpftczprcome 64 8 they -PRON- PRP work_zbpzx43flfaifddpftczprcome 64 9 constructed construct VBD work_zbpzx43flfaifddpftczprcome 64 10 vector vector NN work_zbpzx43flfaifddpftczprcome 64 11 representation representation NN work_zbpzx43flfaifddpftczprcome 64 12 of of IN work_zbpzx43flfaifddpftczprcome 64 13 research research NN work_zbpzx43flfaifddpftczprcome 64 14 papers paper NNS work_zbpzx43flfaifddpftczprcome 64 15 in in IN work_zbpzx43flfaifddpftczprcome 64 16 citation citation NN work_zbpzx43flfaifddpftczprcome 64 17 networks network NNS work_zbpzx43flfaifddpftczprcome 64 18 . . . work_zbpzx43flfaifddpftczprcome 65 1 Their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 65 2 system system NN work_zbpzx43flfaifddpftczprcome 65 3 uses use VBZ work_zbpzx43flfaifddpftczprcome 65 4 both both CC work_zbpzx43flfaifddpftczprcome 65 5 text text NN work_zbpzx43flfaifddpftczprcome 65 6 information information NN work_zbpzx43flfaifddpftczprcome 65 7 represented represent VBN work_zbpzx43flfaifddpftczprcome 65 8 with with IN work_zbpzx43flfaifddpftczprcome 65 9 word word NN work_zbpzx43flfaifddpftczprcome 65 10 embedding embed VBG work_zbpzx43flfaifddpftczprcome 65 11 to to TO work_zbpzx43flfaifddpftczprcome 65 12 find find VB work_zbpzx43flfaifddpftczprcome 65 13 papers paper NNS work_zbpzx43flfaifddpftczprcome 65 14 of of IN work_zbpzx43flfaifddpftczprcome 65 15 similar similar JJ work_zbpzx43flfaifddpftczprcome 65 16 research research NN work_zbpzx43flfaifddpftczprcome 65 17 interest interest NN work_zbpzx43flfaifddpftczprcome 65 18 and and CC work_zbpzx43flfaifddpftczprcome 65 19 structural structural JJ work_zbpzx43flfaifddpftczprcome 65 20 identity identity NN work_zbpzx43flfaifddpftczprcome 65 21 converted convert VBN work_zbpzx43flfaifddpftczprcome 65 22 into into IN work_zbpzx43flfaifddpftczprcome 65 23 vectors vector NNS work_zbpzx43flfaifddpftczprcome 65 24 to to TO work_zbpzx43flfaifddpftczprcome 65 25 find find VB work_zbpzx43flfaifddpftczprcome 65 26 papers paper NNS 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67 12 feature feature NN work_zbpzx43flfaifddpftczprcome 67 13 extraction extraction NN work_zbpzx43flfaifddpftczprcome 67 14 would would MD work_zbpzx43flfaifddpftczprcome 67 15 require require VB work_zbpzx43flfaifddpftczprcome 67 16 domain domain NN work_zbpzx43flfaifddpftczprcome 67 17 - - HYPH work_zbpzx43flfaifddpftczprcome 67 18 specific specific JJ work_zbpzx43flfaifddpftczprcome 67 19 expert expert NN work_zbpzx43flfaifddpftczprcome 67 20 to to TO work_zbpzx43flfaifddpftczprcome 67 21 construct construct VB work_zbpzx43flfaifddpftczprcome 67 22 a a DT work_zbpzx43flfaifddpftczprcome 67 23 real real JJ work_zbpzx43flfaifddpftczprcome 67 24 - - HYPH work_zbpzx43flfaifddpftczprcome 67 25 value value NN work_zbpzx43flfaifddpftczprcome 67 26 feature feature NN work_zbpzx43flfaifddpftczprcome 67 27 vector vector NN work_zbpzx43flfaifddpftczprcome 67 28 for for IN work_zbpzx43flfaifddpftczprcome 67 29 nodes node NNS work_zbpzx43flfaifddpftczprcome 67 30 and and CC 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NNP work_zbpzx43flfaifddpftczprcome 69 3 , , , work_zbpzx43flfaifddpftczprcome 69 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 69 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 69 6 / / SYM work_zbpzx43flfaifddpftczprcome 69 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 69 8 - - HYPH work_zbpzx43flfaifddpftczprcome 69 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 69 10 3/20 3/20 CD work_zbpzx43flfaifddpftczprcome 69 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 69 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_zbpzx43flfaifddpftczprcome 69 13 representation representation NN work_zbpzx43flfaifddpftczprcome 69 14 . . . work_zbpzx43flfaifddpftczprcome 70 1 The the DT work_zbpzx43flfaifddpftczprcome 70 2 quality quality NN work_zbpzx43flfaifddpftczprcome 70 3 of of IN work_zbpzx43flfaifddpftczprcome 70 4 such such PDT work_zbpzx43flfaifddpftczprcome 70 5 an an DT 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72 2 shifted shift VBD work_zbpzx43flfaifddpftczprcome 72 3 the the DT work_zbpzx43flfaifddpftczprcome 72 4 attention attention NN work_zbpzx43flfaifddpftczprcome 72 5 from from IN work_zbpzx43flfaifddpftczprcome 72 6 manual manual JJ work_zbpzx43flfaifddpftczprcome 72 7 feature feature NN work_zbpzx43flfaifddpftczprcome 72 8 engineering engineer VBG work_zbpzx43flfaifddpftczprcome 72 9 to to IN work_zbpzx43flfaifddpftczprcome 72 10 defining define VBG work_zbpzx43flfaifddpftczprcome 72 11 loss loss NN work_zbpzx43flfaifddpftczprcome 72 12 function function NN work_zbpzx43flfaifddpftczprcome 72 13 and and CC work_zbpzx43flfaifddpftczprcome 72 14 then then RB work_zbpzx43flfaifddpftczprcome 72 15 solving solve VBG work_zbpzx43flfaifddpftczprcome 72 16 optimization optimization NN work_zbpzx43flfaifddpftczprcome 72 17 task task NN work_zbpzx43flfaifddpftczprcome 72 18 . . . work_zbpzx43flfaifddpftczprcome 73 1 The the DT work_zbpzx43flfaifddpftczprcome 73 2 early early JJ work_zbpzx43flfaifddpftczprcome 73 3 works work NNS work_zbpzx43flfaifddpftczprcome 73 4 on on IN work_zbpzx43flfaifddpftczprcome 73 5 network network NN work_zbpzx43flfaifddpftczprcome 73 6 vectorized vectorize VBN work_zbpzx43flfaifddpftczprcome 73 7 models model NNS work_zbpzx43flfaifddpftczprcome 73 8 were be VBD work_zbpzx43flfaifddpftczprcome 73 9 presented present VBN work_zbpzx43flfaifddpftczprcome 73 10 in in IN work_zbpzx43flfaifddpftczprcome 73 11 Local Local NNP work_zbpzx43flfaifddpftczprcome 73 12 Linear Linear NNP work_zbpzx43flfaifddpftczprcome 73 13 Embedding Embedding NNP work_zbpzx43flfaifddpftczprcome 73 14 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 73 15 Roweis Roweis NNP work_zbpzx43flfaifddpftczprcome 73 16 & & CC work_zbpzx43flfaifddpftczprcome 73 17 Saul Saul NNP work_zbpzx43flfaifddpftczprcome 73 18 , , , work_zbpzx43flfaifddpftczprcome 73 19 2000 2000 CD work_zbpzx43flfaifddpftczprcome 73 20 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 73 21 , , , work_zbpzx43flfaifddpftczprcome 73 22 IsoMAP IsoMAP NNP work_zbpzx43flfaifddpftczprcome 73 23 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 73 24 Tenenbaum Tenenbaum NNP work_zbpzx43flfaifddpftczprcome 73 25 , , , work_zbpzx43flfaifddpftczprcome 73 26 De De NNP work_zbpzx43flfaifddpftczprcome 73 27 Silva Silva NNP work_zbpzx43flfaifddpftczprcome 73 28 & & CC work_zbpzx43flfaifddpftczprcome 73 29 Langford Langford NNP work_zbpzx43flfaifddpftczprcome 73 30 , , , work_zbpzx43flfaifddpftczprcome 73 31 2000 2000 CD work_zbpzx43flfaifddpftczprcome 73 32 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 73 33 , , , work_zbpzx43flfaifddpftczprcome 73 34 Laplacian Laplacian NNP work_zbpzx43flfaifddpftczprcome 73 35 Eigenmap Eigenmap NNP work_zbpzx43flfaifddpftczprcome 73 36 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 73 37 Belkin Belkin NNP work_zbpzx43flfaifddpftczprcome 73 38 & & CC work_zbpzx43flfaifddpftczprcome 73 39 Niyogi Niyogi NNP work_zbpzx43flfaifddpftczprcome 73 40 , , , work_zbpzx43flfaifddpftczprcome 73 41 2002 2002 CD work_zbpzx43flfaifddpftczprcome 73 42 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 73 43 , , , work_zbpzx43flfaifddpftczprcome 73 44 Spectral Spectral NNP work_zbpzx43flfaifddpftczprcome 73 45 Clustering Clustering NNP work_zbpzx43flfaifddpftczprcome 73 46 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 73 47 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 73 48 & & CC work_zbpzx43flfaifddpftczprcome 73 49 Liu Liu NNP work_zbpzx43flfaifddpftczprcome 73 50 , , , work_zbpzx43flfaifddpftczprcome 73 51 2011 2011 CD work_zbpzx43flfaifddpftczprcome 73 52 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 73 53 , , , work_zbpzx43flfaifddpftczprcome 73 54 MFA MFA NNP work_zbpzx43flfaifddpftczprcome 73 55 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 73 56 Yan Yan NNP work_zbpzx43flfaifddpftczprcome 73 57 et et NNP work_zbpzx43flfaifddpftczprcome 73 58 al al NNP work_zbpzx43flfaifddpftczprcome 73 59 . . NNP work_zbpzx43flfaifddpftczprcome 73 60 , , , work_zbpzx43flfaifddpftczprcome 73 61 2007 2007 CD work_zbpzx43flfaifddpftczprcome 73 62 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 73 63 , , , work_zbpzx43flfaifddpftczprcome 73 64 and and CC work_zbpzx43flfaifddpftczprcome 73 65 GraRep GraRep NNP work_zbpzx43flfaifddpftczprcome 73 66 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 73 67 Cao Cao NNP work_zbpzx43flfaifddpftczprcome 73 68 , , , work_zbpzx43flfaifddpftczprcome 73 69 Lu Lu NNP work_zbpzx43flfaifddpftczprcome 73 70 & & CC work_zbpzx43flfaifddpftczprcome 73 71 Xu Xu NNP work_zbpzx43flfaifddpftczprcome 73 72 , , , work_zbpzx43flfaifddpftczprcome 73 73 2015 2015 CD work_zbpzx43flfaifddpftczprcome 73 74 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 73 75 . . . work_zbpzx43flfaifddpftczprcome 74 1 These these DT work_zbpzx43flfaifddpftczprcome 74 2 works work NNS work_zbpzx43flfaifddpftczprcome 74 3 try try VBP work_zbpzx43flfaifddpftczprcome 74 4 to to TO work_zbpzx43flfaifddpftczprcome 74 5 embed embed VB work_zbpzx43flfaifddpftczprcome 74 6 the the DT work_zbpzx43flfaifddpftczprcome 74 7 networks network NNS work_zbpzx43flfaifddpftczprcome 74 8 into into IN work_zbpzx43flfaifddpftczprcome 74 9 real real JJ work_zbpzx43flfaifddpftczprcome 74 10 - - HYPH work_zbpzx43flfaifddpftczprcome 74 11 value value NN work_zbpzx43flfaifddpftczprcome 74 12 vector vector NN work_zbpzx43flfaifddpftczprcome 74 13 space space NN work_zbpzx43flfaifddpftczprcome 74 14 using use VBG work_zbpzx43flfaifddpftczprcome 74 15 several several JJ work_zbpzx43flfaifddpftczprcome 74 16 proximity proximity NN work_zbpzx43flfaifddpftczprcome 74 17 metrics metric NNS work_zbpzx43flfaifddpftczprcome 74 18 . . . work_zbpzx43flfaifddpftczprcome 75 1 However however RB work_zbpzx43flfaifddpftczprcome 75 2 , , , work_zbpzx43flfaifddpftczprcome 75 3 development development NN work_zbpzx43flfaifddpftczprcome 75 4 of of IN work_zbpzx43flfaifddpftczprcome 75 5 representation representation NN work_zbpzx43flfaifddpftczprcome 75 6 learning learn VBG work_zbpzx43flfaifddpftczprcome 75 7 for for IN work_zbpzx43flfaifddpftczprcome 75 8 networks network NNS work_zbpzx43flfaifddpftczprcome 75 9 was be VBD work_zbpzx43flfaifddpftczprcome 75 10 in in IN work_zbpzx43flfaifddpftczprcome 75 11 stagnation stagnation NN work_zbpzx43flfaifddpftczprcome 75 12 due due IN work_zbpzx43flfaifddpftczprcome 75 13 to to IN work_zbpzx43flfaifddpftczprcome 75 14 the the DT work_zbpzx43flfaifddpftczprcome 75 15 non non JJ work_zbpzx43flfaifddpftczprcome 75 16 - - JJ work_zbpzx43flfaifddpftczprcome 75 17 robust robust JJ work_zbpzx43flfaifddpftczprcome 75 18 and and CC work_zbpzx43flfaifddpftczprcome 75 19 non non JJ work_zbpzx43flfaifddpftczprcome 75 20 - - JJ work_zbpzx43flfaifddpftczprcome 75 21 efficient efficient JJ work_zbpzx43flfaifddpftczprcome 75 22 machine machine NN work_zbpzx43flfaifddpftczprcome 75 23 learning learning NN work_zbpzx43flfaifddpftczprcome 75 24 methods method NNS work_zbpzx43flfaifddpftczprcome 75 25 of of IN work_zbpzx43flfaifddpftczprcome 75 26 dimensionality dimensionality NN work_zbpzx43flfaifddpftczprcome 75 27 reduction reduction NN work_zbpzx43flfaifddpftczprcome 75 28 based base VBN work_zbpzx43flfaifddpftczprcome 75 29 on on IN work_zbpzx43flfaifddpftczprcome 75 30 network network NN work_zbpzx43flfaifddpftczprcome 75 31 matrix matrix NN work_zbpzx43flfaifddpftczprcome 75 32 factorization factorization NN work_zbpzx43flfaifddpftczprcome 75 33 or or CC work_zbpzx43flfaifddpftczprcome 75 34 spectral spectral JJ work_zbpzx43flfaifddpftczprcome 75 35 decomposition decomposition NN work_zbpzx43flfaifddpftczprcome 75 36 . . . work_zbpzx43flfaifddpftczprcome 76 1 These these DT work_zbpzx43flfaifddpftczprcome 76 2 methods method NNS work_zbpzx43flfaifddpftczprcome 76 3 were be VBD work_zbpzx43flfaifddpftczprcome 76 4 not not RB work_zbpzx43flfaifddpftczprcome 76 5 applicable applicable JJ work_zbpzx43flfaifddpftczprcome 76 6 for for IN work_zbpzx43flfaifddpftczprcome 76 7 large large JJ work_zbpzx43flfaifddpftczprcome 76 8 networks network NNS work_zbpzx43flfaifddpftczprcome 76 9 and and CC work_zbpzx43flfaifddpftczprcome 76 10 noisy noisy JJ work_zbpzx43flfaifddpftczprcome 76 11 edge edge NN work_zbpzx43flfaifddpftczprcome 76 12 and and CC work_zbpzx43flfaifddpftczprcome 76 13 attribute attribute NN work_zbpzx43flfaifddpftczprcome 76 14 data datum NNS work_zbpzx43flfaifddpftczprcome 76 15 providing provide VBG work_zbpzx43flfaifddpftczprcome 76 16 low low JJ work_zbpzx43flfaifddpftczprcome 76 17 accuracy accuracy NN work_zbpzx43flfaifddpftczprcome 76 18 and and CC work_zbpzx43flfaifddpftczprcome 76 19 having have VBG work_zbpzx43flfaifddpftczprcome 76 20 high high JJ work_zbpzx43flfaifddpftczprcome 76 21 time time NN work_zbpzx43flfaifddpftczprcome 76 22 complexity complexity NN work_zbpzx43flfaifddpftczprcome 76 23 of of IN work_zbpzx43flfaifddpftczprcome 76 24 constructing construct VBG work_zbpzx43flfaifddpftczprcome 76 25 embedding embedding NN work_zbpzx43flfaifddpftczprcome 76 26 . . . work_zbpzx43flfaifddpftczprcome 77 1 The the DT work_zbpzx43flfaifddpftczprcome 77 2 modern modern JJ work_zbpzx43flfaifddpftczprcome 77 3 methods method NNS work_zbpzx43flfaifddpftczprcome 77 4 of of IN work_zbpzx43flfaifddpftczprcome 77 5 network network NN work_zbpzx43flfaifddpftczprcome 77 6 embedding embed VBG work_zbpzx43flfaifddpftczprcome 77 7 try try NN work_zbpzx43flfaifddpftczprcome 77 8 to to TO work_zbpzx43flfaifddpftczprcome 77 9 improve improve VB work_zbpzx43flfaifddpftczprcome 77 10 the the DT work_zbpzx43flfaifddpftczprcome 77 11 performance performance NN work_zbpzx43flfaifddpftczprcome 77 12 on on IN work_zbpzx43flfaifddpftczprcome 77 13 several several JJ work_zbpzx43flfaifddpftczprcome 77 14 typical typical JJ work_zbpzx43flfaifddpftczprcome 77 15 machine machine NN work_zbpzx43flfaifddpftczprcome 77 16 learning learning NN work_zbpzx43flfaifddpftczprcome 77 17 tasks task NNS work_zbpzx43flfaifddpftczprcome 77 18 using use VBG work_zbpzx43flfaifddpftczprcome 77 19 conditional conditional JJ work_zbpzx43flfaifddpftczprcome 77 20 representation representation NN work_zbpzx43flfaifddpftczprcome 77 21 of of IN work_zbpzx43flfaifddpftczprcome 77 22 a a DT work_zbpzx43flfaifddpftczprcome 77 23 node node NN work_zbpzx43flfaifddpftczprcome 77 24 based base VBN work_zbpzx43flfaifddpftczprcome 77 25 on on IN work_zbpzx43flfaifddpftczprcome 77 26 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 77 27 local local JJ work_zbpzx43flfaifddpftczprcome 77 28 and and CC work_zbpzx43flfaifddpftczprcome 77 29 global global JJ work_zbpzx43flfaifddpftczprcome 77 30 neighborhood neighborhood NN work_zbpzx43flfaifddpftczprcome 77 31 defined define VBN work_zbpzx43flfaifddpftczprcome 77 32 via via IN work_zbpzx43flfaifddpftczprcome 77 33 random random JJ work_zbpzx43flfaifddpftczprcome 77 34 walking walking NN work_zbpzx43flfaifddpftczprcome 77 35 . . . work_zbpzx43flfaifddpftczprcome 78 1 The the DT work_zbpzx43flfaifddpftczprcome 78 2 first first JJ work_zbpzx43flfaifddpftczprcome 78 3 - - HYPH work_zbpzx43flfaifddpftczprcome 78 4 order order NN work_zbpzx43flfaifddpftczprcome 78 5 and and CC work_zbpzx43flfaifddpftczprcome 78 6 second second JJ work_zbpzx43flfaifddpftczprcome 78 7 - - HYPH work_zbpzx43flfaifddpftczprcome 78 8 order order NN work_zbpzx43flfaifddpftczprcome 78 9 nodes node NNS work_zbpzx43flfaifddpftczprcome 78 10 proximity proximity NN work_zbpzx43flfaifddpftczprcome 78 11 were be VBD work_zbpzx43flfaifddpftczprcome 78 12 suggested suggest VBN work_zbpzx43flfaifddpftczprcome 78 13 in in IN work_zbpzx43flfaifddpftczprcome 78 14 LINE LINE NNP work_zbpzx43flfaifddpftczprcome 78 15 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 78 16 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 78 17 et et FW work_zbpzx43flfaifddpftczprcome 78 18 al al NNP work_zbpzx43flfaifddpftczprcome 78 19 . . NNP work_zbpzx43flfaifddpftczprcome 78 20 , , , work_zbpzx43flfaifddpftczprcome 78 21 2015 2015 CD work_zbpzx43flfaifddpftczprcome 78 22 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 78 23 and and CC work_zbpzx43flfaifddpftczprcome 78 24 SDNE SDNE NNP work_zbpzx43flfaifddpftczprcome 78 25 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 78 26 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 78 27 , , , work_zbpzx43flfaifddpftczprcome 78 28 Cui Cui NNP work_zbpzx43flfaifddpftczprcome 78 29 & & CC work_zbpzx43flfaifddpftczprcome 78 30 Zhu Zhu NNP work_zbpzx43flfaifddpftczprcome 78 31 , , , work_zbpzx43flfaifddpftczprcome 78 32 2016 2016 CD work_zbpzx43flfaifddpftczprcome 78 33 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 78 34 models model NNS work_zbpzx43flfaifddpftczprcome 78 35 . . . work_zbpzx43flfaifddpftczprcome 79 1 Generalizing generalize VBG work_zbpzx43flfaifddpftczprcome 79 2 this this DT work_zbpzx43flfaifddpftczprcome 79 3 approach approach NN work_zbpzx43flfaifddpftczprcome 79 4 , , , work_zbpzx43flfaifddpftczprcome 79 5 DeepWalk DeepWalk NNP work_zbpzx43flfaifddpftczprcome 79 6 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 79 7 Perozzi Perozzi NNP work_zbpzx43flfaifddpftczprcome 79 8 , , , work_zbpzx43flfaifddpftczprcome 79 9 Al Al NNP work_zbpzx43flfaifddpftczprcome 79 10 - - HYPH work_zbpzx43flfaifddpftczprcome 79 11 Rfou Rfou NNP work_zbpzx43flfaifddpftczprcome 79 12 & & CC work_zbpzx43flfaifddpftczprcome 79 13 Skiena Skiena NNP work_zbpzx43flfaifddpftczprcome 79 14 , , , work_zbpzx43flfaifddpftczprcome 79 15 2014 2014 CD work_zbpzx43flfaifddpftczprcome 79 16 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 79 17 and and CC work_zbpzx43flfaifddpftczprcome 79 18 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 79 19 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 79 20 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 79 21 & & CC work_zbpzx43flfaifddpftczprcome 79 22 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 79 23 , , , work_zbpzx43flfaifddpftczprcome 79 24 2016 2016 CD work_zbpzx43flfaifddpftczprcome 79 25 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 79 26 algorithms algorithm NNS work_zbpzx43flfaifddpftczprcome 79 27 use use VBP work_zbpzx43flfaifddpftczprcome 79 28 Skip Skip NNP work_zbpzx43flfaifddpftczprcome 79 29 - - HYPH work_zbpzx43flfaifddpftczprcome 79 30 gram gram NN work_zbpzx43flfaifddpftczprcome 79 31 model model NN work_zbpzx43flfaifddpftczprcome 79 32 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 79 33 Mikolov Mikolov NNP work_zbpzx43flfaifddpftczprcome 79 34 et et FW work_zbpzx43flfaifddpftczprcome 79 35 al al NNP work_zbpzx43flfaifddpftczprcome 79 36 . . NNP work_zbpzx43flfaifddpftczprcome 79 37 , , , work_zbpzx43flfaifddpftczprcome 79 38 2013 2013 CD work_zbpzx43flfaifddpftczprcome 79 39 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 79 40 based base VBN work_zbpzx43flfaifddpftczprcome 79 41 on on IN work_zbpzx43flfaifddpftczprcome 79 42 simulation simulation NN work_zbpzx43flfaifddpftczprcome 79 43 of of IN work_zbpzx43flfaifddpftczprcome 79 44 breadth breadth NN work_zbpzx43flfaifddpftczprcome 79 45 - - HYPH work_zbpzx43flfaifddpftczprcome 79 46 first first JJ work_zbpzx43flfaifddpftczprcome 79 47 sampling sampling NN work_zbpzx43flfaifddpftczprcome 79 48 and and CC work_zbpzx43flfaifddpftczprcome 79 49 depth depth NN work_zbpzx43flfaifddpftczprcome 79 50 - - HYPH work_zbpzx43flfaifddpftczprcome 79 51 first first JJ work_zbpzx43flfaifddpftczprcome 79 52 sampling sampling NN work_zbpzx43flfaifddpftczprcome 79 53 . . . work_zbpzx43flfaifddpftczprcome 80 1 Although although IN work_zbpzx43flfaifddpftczprcome 80 2 , , , work_zbpzx43flfaifddpftczprcome 80 3 in in IN work_zbpzx43flfaifddpftczprcome 80 4 Carstens Carstens NNP work_zbpzx43flfaifddpftczprcome 80 5 et et NNP work_zbpzx43flfaifddpftczprcome 80 6 al al NNP work_zbpzx43flfaifddpftczprcome 80 7 . . . work_zbpzx43flfaifddpftczprcome 81 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 81 2 2017 2017 CD work_zbpzx43flfaifddpftczprcome 81 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 81 4 , , , work_zbpzx43flfaifddpftczprcome 81 5 Carstens Carstens NNP work_zbpzx43flfaifddpftczprcome 81 6 et et NNP work_zbpzx43flfaifddpftczprcome 81 7 al al NNP work_zbpzx43flfaifddpftczprcome 81 8 . . . work_zbpzx43flfaifddpftczprcome 82 1 showed show VBD work_zbpzx43flfaifddpftczprcome 82 2 some some DT work_zbpzx43flfaifddpftczprcome 82 3 drawbacks drawback NNS work_zbpzx43flfaifddpftczprcome 82 4 of of IN work_zbpzx43flfaifddpftczprcome 82 5 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 82 6 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 82 7 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 82 8 & & CC work_zbpzx43flfaifddpftczprcome 82 9 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 82 10 , , , work_zbpzx43flfaifddpftczprcome 82 11 2016 2016 CD work_zbpzx43flfaifddpftczprcome 82 12 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 82 13 graph graph NN work_zbpzx43flfaifddpftczprcome 82 14 embedding embedding NN work_zbpzx43flfaifddpftczprcome 82 15 , , , work_zbpzx43flfaifddpftczprcome 82 16 it -PRON- PRP work_zbpzx43flfaifddpftczprcome 82 17 still still RB work_zbpzx43flfaifddpftczprcome 82 18 remained remain VBD work_zbpzx43flfaifddpftczprcome 82 19 competitive competitive JJ work_zbpzx43flfaifddpftczprcome 82 20 structural structural JJ work_zbpzx43flfaifddpftczprcome 82 21 - - HYPH work_zbpzx43flfaifddpftczprcome 82 22 only only RB work_zbpzx43flfaifddpftczprcome 82 23 embedding embed VBG work_zbpzx43flfaifddpftczprcome 82 24 for for IN work_zbpzx43flfaifddpftczprcome 82 25 representing represent VBG work_zbpzx43flfaifddpftczprcome 82 26 both both DT work_zbpzx43flfaifddpftczprcome 82 27 , , , work_zbpzx43flfaifddpftczprcome 82 28 homophily homophily JJ work_zbpzx43flfaifddpftczprcome 82 29 and and CC work_zbpzx43flfaifddpftczprcome 82 30 structural structural JJ work_zbpzx43flfaifddpftczprcome 82 31 equivalence equivalence NN work_zbpzx43flfaifddpftczprcome 82 32 in in IN work_zbpzx43flfaifddpftczprcome 82 33 the the DT work_zbpzx43flfaifddpftczprcome 82 34 network network NN work_zbpzx43flfaifddpftczprcome 82 35 . . . work_zbpzx43flfaifddpftczprcome 83 1 Its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 83 2 generalization generalization NN work_zbpzx43flfaifddpftczprcome 83 3 on on IN work_zbpzx43flfaifddpftczprcome 83 4 global global JJ work_zbpzx43flfaifddpftczprcome 83 5 network network NN work_zbpzx43flfaifddpftczprcome 83 6 representation representation NN work_zbpzx43flfaifddpftczprcome 83 7 learning learn VBG work_zbpzx43flfaifddpftczprcome 83 8 from from IN work_zbpzx43flfaifddpftczprcome 83 9 Wu Wu NNP work_zbpzx43flfaifddpftczprcome 83 10 & & CC work_zbpzx43flfaifddpftczprcome 83 11 Lerman Lerman NNP work_zbpzx43flfaifddpftczprcome 83 12 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 83 13 2017 2017 CD work_zbpzx43flfaifddpftczprcome 83 14 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 83 15 shows show VBZ work_zbpzx43flfaifddpftczprcome 83 16 comparable comparable JJ work_zbpzx43flfaifddpftczprcome 83 17 results result NNS work_zbpzx43flfaifddpftczprcome 83 18 with with IN work_zbpzx43flfaifddpftczprcome 83 19 the the DT work_zbpzx43flfaifddpftczprcome 83 20 original original JJ work_zbpzx43flfaifddpftczprcome 83 21 model model NN work_zbpzx43flfaifddpftczprcome 83 22 . . . work_zbpzx43flfaifddpftczprcome 84 1 Several several JJ work_zbpzx43flfaifddpftczprcome 84 2 works work NNS work_zbpzx43flfaifddpftczprcome 84 3 cover cover VBP work_zbpzx43flfaifddpftczprcome 84 4 the the DT work_zbpzx43flfaifddpftczprcome 84 5 node node NN work_zbpzx43flfaifddpftczprcome 84 6 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 84 7 , , , work_zbpzx43flfaifddpftczprcome 84 8 such such JJ work_zbpzx43flfaifddpftczprcome 84 9 as as IN work_zbpzx43flfaifddpftczprcome 84 10 label label NN work_zbpzx43flfaifddpftczprcome 84 11 and and CC work_zbpzx43flfaifddpftczprcome 84 12 text text NN work_zbpzx43flfaifddpftczprcome 84 13 content content NN work_zbpzx43flfaifddpftczprcome 84 14 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 84 15 see see VB work_zbpzx43flfaifddpftczprcome 84 16 TADW TADW NNP work_zbpzx43flfaifddpftczprcome 84 17 ; ; : work_zbpzx43flfaifddpftczprcome 84 18 Yang Yang NNP work_zbpzx43flfaifddpftczprcome 84 19 et et FW work_zbpzx43flfaifddpftczprcome 84 20 al al NNP work_zbpzx43flfaifddpftczprcome 84 21 . . NNP work_zbpzx43flfaifddpftczprcome 84 22 , , , work_zbpzx43flfaifddpftczprcome 84 23 2015 2015 CD work_zbpzx43flfaifddpftczprcome 84 24 , , , work_zbpzx43flfaifddpftczprcome 84 25 LANE LANE NNP work_zbpzx43flfaifddpftczprcome 84 26 ; ; : work_zbpzx43flfaifddpftczprcome 84 27 Huang Huang NNP work_zbpzx43flfaifddpftczprcome 84 28 , , , work_zbpzx43flfaifddpftczprcome 84 29 Li Li NNP work_zbpzx43flfaifddpftczprcome 84 30 & & CC work_zbpzx43flfaifddpftczprcome 84 31 Hu Hu NNP work_zbpzx43flfaifddpftczprcome 84 32 , , , work_zbpzx43flfaifddpftczprcome 84 33 2017 2017 CD work_zbpzx43flfaifddpftczprcome 84 34 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 84 35 . . . work_zbpzx43flfaifddpftczprcome 85 1 In in IN work_zbpzx43flfaifddpftczprcome 85 2 TriDNR tridnr DT work_zbpzx43flfaifddpftczprcome 85 3 paper paper NN work_zbpzx43flfaifddpftczprcome 85 4 , , , work_zbpzx43flfaifddpftczprcome 85 5 Pan Pan NNP work_zbpzx43flfaifddpftczprcome 85 6 et et FW work_zbpzx43flfaifddpftczprcome 85 7 al al NNP work_zbpzx43flfaifddpftczprcome 85 8 . . . work_zbpzx43flfaifddpftczprcome 86 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 86 2 2016 2016 CD work_zbpzx43flfaifddpftczprcome 86 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 86 4 proposed propose VBD work_zbpzx43flfaifddpftczprcome 86 5 to to TO work_zbpzx43flfaifddpftczprcome 86 6 separately separately RB work_zbpzx43flfaifddpftczprcome 86 7 learn learn VB work_zbpzx43flfaifddpftczprcome 86 8 structural structural JJ work_zbpzx43flfaifddpftczprcome 86 9 embedding embedding NN work_zbpzx43flfaifddpftczprcome 86 10 from from IN work_zbpzx43flfaifddpftczprcome 86 11 DeepWalk DeepWalk NNP work_zbpzx43flfaifddpftczprcome 86 12 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 86 13 Perozzi Perozzi NNP work_zbpzx43flfaifddpftczprcome 86 14 , , , work_zbpzx43flfaifddpftczprcome 86 15 Al Al NNP work_zbpzx43flfaifddpftczprcome 86 16 - - HYPH work_zbpzx43flfaifddpftczprcome 86 17 Rfou Rfou NNP work_zbpzx43flfaifddpftczprcome 86 18 & & CC work_zbpzx43flfaifddpftczprcome 86 19 Skiena Skiena NNP work_zbpzx43flfaifddpftczprcome 86 20 , , , work_zbpzx43flfaifddpftczprcome 86 21 2014 2014 CD work_zbpzx43flfaifddpftczprcome 86 22 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 86 23 and and CC work_zbpzx43flfaifddpftczprcome 86 24 content content NN work_zbpzx43flfaifddpftczprcome 86 25 embedding embed VBG work_zbpzx43flfaifddpftczprcome 86 26 via via IN work_zbpzx43flfaifddpftczprcome 86 27 Doc2Vec Doc2Vec NNP work_zbpzx43flfaifddpftczprcome 86 28 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 86 29 Le Le NNP work_zbpzx43flfaifddpftczprcome 86 30 & & CC work_zbpzx43flfaifddpftczprcome 86 31 Mikolov Mikolov NNP work_zbpzx43flfaifddpftczprcome 86 32 , , , work_zbpzx43flfaifddpftczprcome 86 33 2014 2014 CD work_zbpzx43flfaifddpftczprcome 86 34 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 86 35 . . . work_zbpzx43flfaifddpftczprcome 87 1 On on IN work_zbpzx43flfaifddpftczprcome 87 2 the the DT work_zbpzx43flfaifddpftczprcome 87 3 contrary contrary NN work_zbpzx43flfaifddpftczprcome 87 4 , , , work_zbpzx43flfaifddpftczprcome 87 5 ASNE ASNE NNP work_zbpzx43flfaifddpftczprcome 87 6 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 87 7 Liao Liao NNP work_zbpzx43flfaifddpftczprcome 87 8 et et NNP work_zbpzx43flfaifddpftczprcome 87 9 al al NNP work_zbpzx43flfaifddpftczprcome 87 10 . . NNP work_zbpzx43flfaifddpftczprcome 87 11 , , , work_zbpzx43flfaifddpftczprcome 87 12 2017 2017 CD work_zbpzx43flfaifddpftczprcome 87 13 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 87 14 learns learn VBZ work_zbpzx43flfaifddpftczprcome 87 15 combined combine VBN work_zbpzx43flfaifddpftczprcome 87 16 representations representation NNS work_zbpzx43flfaifddpftczprcome 87 17 for for IN work_zbpzx43flfaifddpftczprcome 87 18 structural structural JJ work_zbpzx43flfaifddpftczprcome 87 19 and and CC work_zbpzx43flfaifddpftczprcome 87 20 node node JJ work_zbpzx43flfaifddpftczprcome 87 21 attribute attribute NN work_zbpzx43flfaifddpftczprcome 87 22 representation representation NN work_zbpzx43flfaifddpftczprcome 87 23 using use VBG work_zbpzx43flfaifddpftczprcome 87 24 end end NN work_zbpzx43flfaifddpftczprcome 87 25 - - HYPH work_zbpzx43flfaifddpftczprcome 87 26 to to IN work_zbpzx43flfaifddpftczprcome 87 27 - - HYPH work_zbpzx43flfaifddpftczprcome 87 28 end end NN work_zbpzx43flfaifddpftczprcome 87 29 neural neural JJ work_zbpzx43flfaifddpftczprcome 87 30 network network NN work_zbpzx43flfaifddpftczprcome 87 31 . . . work_zbpzx43flfaifddpftczprcome 88 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 88 2 focus focus VBP work_zbpzx43flfaifddpftczprcome 88 3 on on IN work_zbpzx43flfaifddpftczprcome 88 4 graph graph NN work_zbpzx43flfaifddpftczprcome 88 5 embedding embedding NN work_zbpzx43flfaifddpftczprcome 88 6 and and CC work_zbpzx43flfaifddpftczprcome 88 7 feature feature NN work_zbpzx43flfaifddpftczprcome 88 8 engineering engineering NN work_zbpzx43flfaifddpftczprcome 88 9 methods method NNS work_zbpzx43flfaifddpftczprcome 88 10 applied apply VBN work_zbpzx43flfaifddpftczprcome 88 11 to to IN work_zbpzx43flfaifddpftczprcome 88 12 an an DT work_zbpzx43flfaifddpftczprcome 88 13 LP LP NNP work_zbpzx43flfaifddpftczprcome 88 14 task task NN work_zbpzx43flfaifddpftczprcome 88 15 on on IN work_zbpzx43flfaifddpftczprcome 88 16 a a DT work_zbpzx43flfaifddpftczprcome 88 17 particular particular JJ work_zbpzx43flfaifddpftczprcome 88 18 network network NN work_zbpzx43flfaifddpftczprcome 88 19 , , , work_zbpzx43flfaifddpftczprcome 88 20 consisting consist VBG work_zbpzx43flfaifddpftczprcome 88 21 of of IN work_zbpzx43flfaifddpftczprcome 88 22 HSE hse NN work_zbpzx43flfaifddpftczprcome 88 23 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 88 24 co co VBD work_zbpzx43flfaifddpftczprcome 88 25 - - VBN work_zbpzx43flfaifddpftczprcome 88 26 authored author VBN work_zbpzx43flfaifddpftczprcome 88 27 at at RB work_zbpzx43flfaifddpftczprcome 88 28 least least RBS work_zbpzx43flfaifddpftczprcome 88 29 one one CD work_zbpzx43flfaifddpftczprcome 88 30 paper paper NN work_zbpzx43flfaifddpftczprcome 88 31 with with IN work_zbpzx43flfaifddpftczprcome 88 32 additional additional JJ work_zbpzx43flfaifddpftczprcome 88 33 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 88 34 representing represent VBG work_zbpzx43flfaifddpftczprcome 88 35 authors author NNS work_zbpzx43flfaifddpftczprcome 88 36 . . . work_zbpzx43flfaifddpftczprcome 89 1 Using use VBG work_zbpzx43flfaifddpftczprcome 89 2 network network NN work_zbpzx43flfaifddpftczprcome 89 3 features feature VBZ work_zbpzx43flfaifddpftczprcome 89 4 only only RB work_zbpzx43flfaifddpftczprcome 89 5 fails fail VBZ work_zbpzx43flfaifddpftczprcome 89 6 to to TO work_zbpzx43flfaifddpftczprcome 89 7 include include VB work_zbpzx43flfaifddpftczprcome 89 8 the the DT work_zbpzx43flfaifddpftczprcome 89 9 information information NN work_zbpzx43flfaifddpftczprcome 89 10 about about IN work_zbpzx43flfaifddpftczprcome 89 11 actors actor NNS work_zbpzx43flfaifddpftczprcome 89 12 obtained obtain VBN work_zbpzx43flfaifddpftczprcome 89 13 from from IN work_zbpzx43flfaifddpftczprcome 89 14 the the DT work_zbpzx43flfaifddpftczprcome 89 15 other other JJ work_zbpzx43flfaifddpftczprcome 89 16 sources source NNS work_zbpzx43flfaifddpftczprcome 89 17 , , , work_zbpzx43flfaifddpftczprcome 89 18 thus thus RB work_zbpzx43flfaifddpftczprcome 89 19 decreasing decrease VBG work_zbpzx43flfaifddpftczprcome 89 20 efficiency efficiency NN work_zbpzx43flfaifddpftczprcome 89 21 of of IN work_zbpzx43flfaifddpftczprcome 89 22 network network NN work_zbpzx43flfaifddpftczprcome 89 23 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 89 24 . . . work_zbpzx43flfaifddpftczprcome 90 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 90 2 aim aim VBP work_zbpzx43flfaifddpftczprcome 90 3 to to TO work_zbpzx43flfaifddpftczprcome 90 4 include include VB work_zbpzx43flfaifddpftczprcome 90 5 information information NN work_zbpzx43flfaifddpftczprcome 90 6 on on IN work_zbpzx43flfaifddpftczprcome 90 7 feature feature NN work_zbpzx43flfaifddpftczprcome 90 8 space space NN work_zbpzx43flfaifddpftczprcome 90 9 of of IN work_zbpzx43flfaifddpftczprcome 90 10 author author NN work_zbpzx43flfaifddpftczprcome 90 11 ’s ’s POS work_zbpzx43flfaifddpftczprcome 90 12 research research NN work_zbpzx43flfaifddpftczprcome 90 13 interests interest NNS work_zbpzx43flfaifddpftczprcome 90 14 using use VBG work_zbpzx43flfaifddpftczprcome 90 15 data datum NNS work_zbpzx43flfaifddpftczprcome 90 16 from from IN work_zbpzx43flfaifddpftczprcome 90 17 the the DT work_zbpzx43flfaifddpftczprcome 90 18 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 90 19 digital digital JJ work_zbpzx43flfaifddpftczprcome 90 20 library library NN work_zbpzx43flfaifddpftczprcome 90 21 containing contain VBG work_zbpzx43flfaifddpftczprcome 90 22 manually manually RB work_zbpzx43flfaifddpftczprcome 90 23 input input NN work_zbpzx43flfaifddpftczprcome 90 24 and and CC work_zbpzx43flfaifddpftczprcome 90 25 automatically automatically RB work_zbpzx43flfaifddpftczprcome 90 26 selected select VBN work_zbpzx43flfaifddpftczprcome 90 27 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 90 28 for for IN work_zbpzx43flfaifddpftczprcome 90 29 each each DT work_zbpzx43flfaifddpftczprcome 90 30 research research NN work_zbpzx43flfaifddpftczprcome 90 31 article article NN work_zbpzx43flfaifddpftczprcome 90 32 . . . work_zbpzx43flfaifddpftczprcome 91 1 Based base VBN work_zbpzx43flfaifddpftczprcome 91 2 on on IN work_zbpzx43flfaifddpftczprcome 91 3 this this DT work_zbpzx43flfaifddpftczprcome 91 4 information information NN work_zbpzx43flfaifddpftczprcome 91 5 , , , work_zbpzx43flfaifddpftczprcome 91 6 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 91 7 constructed construct VBD work_zbpzx43flfaifddpftczprcome 91 8 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 91 9 co co NN work_zbpzx43flfaifddpftczprcome 91 10 - - JJ work_zbpzx43flfaifddpftczprcome 91 11 occurrence occurrence JJ work_zbpzx43flfaifddpftczprcome 91 12 network network NN work_zbpzx43flfaifddpftczprcome 91 13 and and CC work_zbpzx43flfaifddpftczprcome 91 14 consider consider VB work_zbpzx43flfaifddpftczprcome 91 15 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 91 16 embedding embedding NN work_zbpzx43flfaifddpftczprcome 91 17 for for IN work_zbpzx43flfaifddpftczprcome 91 18 further further RB work_zbpzx43flfaifddpftczprcome 91 19 generalizing generalize VBG work_zbpzx43flfaifddpftczprcome 91 20 author author NN work_zbpzx43flfaifddpftczprcome 91 21 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 91 22 . . . work_zbpzx43flfaifddpftczprcome 92 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 92 2 et et NNP work_zbpzx43flfaifddpftczprcome 92 3 al al NNP work_zbpzx43flfaifddpftczprcome 92 4 . . . work_zbpzx43flfaifddpftczprcome 93 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 93 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 93 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 93 4 , , , work_zbpzx43flfaifddpftczprcome 93 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 93 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 93 7 . . . work_zbpzx43flfaifddpftczprcome 94 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 94 2 . . NNP work_zbpzx43flfaifddpftczprcome 94 3 , , , work_zbpzx43flfaifddpftczprcome 94 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 94 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 94 6 / / SYM work_zbpzx43flfaifddpftczprcome 94 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 94 8 - - HYPH work_zbpzx43flfaifddpftczprcome 94 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 94 10 4/20 4/20 CD work_zbpzx43flfaifddpftczprcome 94 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 94 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_zbpzx43flfaifddpftczprcome 94 13 DATASET DATASET NNP work_zbpzx43flfaifddpftczprcome 94 14 DESCRIPTION description NN work_zbpzx43flfaifddpftczprcome 94 15 AND and CC work_zbpzx43flfaifddpftczprcome 94 16 PREPROCESSING preprocessing NN work_zbpzx43flfaifddpftczprcome 94 17 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 94 18 use use VBP work_zbpzx43flfaifddpftczprcome 94 19 the the DT work_zbpzx43flfaifddpftczprcome 94 20 NRU NRU NNP work_zbpzx43flfaifddpftczprcome 94 21 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 94 22 portal portal NN work_zbpzx43flfaifddpftczprcome 94 23 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 94 24 National National NNP work_zbpzx43flfaifddpftczprcome 94 25 Research Research NNP work_zbpzx43flfaifddpftczprcome 94 26 University University NNP work_zbpzx43flfaifddpftczprcome 94 27 Higher Higher NNP work_zbpzx43flfaifddpftczprcome 94 28 School School NNP work_zbpzx43flfaifddpftczprcome 94 29 of of IN work_zbpzx43flfaifddpftczprcome 94 30 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 94 31 , , , work_zbpzx43flfaifddpftczprcome 94 32 2017 2017 CD work_zbpzx43flfaifddpftczprcome 94 33 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 94 34 containing contain VBG work_zbpzx43flfaifddpftczprcome 94 35 information information NN work_zbpzx43flfaifddpftczprcome 94 36 on on IN work_zbpzx43flfaifddpftczprcome 94 37 research research NN work_zbpzx43flfaifddpftczprcome 94 38 papers paper NNS work_zbpzx43flfaifddpftczprcome 94 39 co co VBD work_zbpzx43flfaifddpftczprcome 94 40 - - VBN work_zbpzx43flfaifddpftczprcome 94 41 authored author VBN work_zbpzx43flfaifddpftczprcome 94 42 by by IN work_zbpzx43flfaifddpftczprcome 94 43 at at RB work_zbpzx43flfaifddpftczprcome 94 44 least least RBS work_zbpzx43flfaifddpftczprcome 94 45 one one CD work_zbpzx43flfaifddpftczprcome 94 46 HSE hse NN work_zbpzx43flfaifddpftczprcome 94 47 researcher researcher NN work_zbpzx43flfaifddpftczprcome 94 48 , , , work_zbpzx43flfaifddpftczprcome 94 49 which which WDT work_zbpzx43flfaifddpftczprcome 94 50 were be VBD work_zbpzx43flfaifddpftczprcome 94 51 later later RB work_zbpzx43flfaifddpftczprcome 94 52 uploaded uploaded JJ work_zbpzx43flfaifddpftczprcome 94 53 to to IN work_zbpzx43flfaifddpftczprcome 94 54 the the DT work_zbpzx43flfaifddpftczprcome 94 55 portal portal NNP 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work_zbpzx43flfaifddpftczprcome 106 24 source source NN work_zbpzx43flfaifddpftczprcome 106 25 and and CC work_zbpzx43flfaifddpftczprcome 106 26 document document NN work_zbpzx43flfaifddpftczprcome 106 27 type type NN work_zbpzx43flfaifddpftczprcome 106 28 , , , work_zbpzx43flfaifddpftczprcome 106 29 DOI doi NN work_zbpzx43flfaifddpftczprcome 106 30 , , , work_zbpzx43flfaifddpftczprcome 106 31 author author NN work_zbpzx43flfaifddpftczprcome 106 32 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 106 33 , , , work_zbpzx43flfaifddpftczprcome 106 34 index index NN work_zbpzx43flfaifddpftczprcome 106 35 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 106 36 . . . work_zbpzx43flfaifddpftczprcome 107 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 107 2 also also RB work_zbpzx43flfaifddpftczprcome 107 3 added add VBD work_zbpzx43flfaifddpftczprcome 107 4 the the DT work_zbpzx43flfaifddpftczprcome 107 5 information information NN work_zbpzx43flfaifddpftczprcome 107 6 on on IN work_zbpzx43flfaifddpftczprcome 107 7 research research NN work_zbpzx43flfaifddpftczprcome 107 8 interests interest NNS work_zbpzx43flfaifddpftczprcome 107 9 based base VBN work_zbpzx43flfaifddpftczprcome 107 10 on on IN work_zbpzx43flfaifddpftczprcome 107 11 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 107 12 subject subject JJ work_zbpzx43flfaifddpftczprcome 107 13 categories category NNS work_zbpzx43flfaifddpftczprcome 107 14 for for IN work_zbpzx43flfaifddpftczprcome 107 15 the the DT work_zbpzx43flfaifddpftczprcome 107 16 journals journal NNS work_zbpzx43flfaifddpftczprcome 107 17 , , , work_zbpzx43flfaifddpftczprcome 107 18 in in IN work_zbpzx43flfaifddpftczprcome 107 19 which which WDT work_zbpzx43flfaifddpftczprcome 107 20 authors author NNS work_zbpzx43flfaifddpftczprcome 107 21 have have VBP work_zbpzx43flfaifddpftczprcome 107 22 published publish VBN work_zbpzx43flfaifddpftczprcome 107 23 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 107 24 articles article NNS work_zbpzx43flfaifddpftczprcome 107 25 . . . work_zbpzx43flfaifddpftczprcome 108 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 108 2 manually manually RB work_zbpzx43flfaifddpftczprcome 108 3 inputted inputte VBD work_zbpzx43flfaifddpftczprcome 108 4 the the DT work_zbpzx43flfaifddpftczprcome 108 5 research research NN work_zbpzx43flfaifddpftczprcome 108 6 interest interest NN work_zbpzx43flfaifddpftczprcome 108 7 list list NN work_zbpzx43flfaifddpftczprcome 108 8 according accord VBG work_zbpzx43flfaifddpftczprcome 108 9 to to IN work_zbpzx43flfaifddpftczprcome 108 10 RSCI RSCI NNP work_zbpzx43flfaifddpftczprcome 108 11 categorization categorization NN work_zbpzx43flfaifddpftczprcome 108 12 in in IN work_zbpzx43flfaifddpftczprcome 108 13 order order NN work_zbpzx43flfaifddpftczprcome 108 14 to to TO work_zbpzx43flfaifddpftczprcome 108 15 fill fill VB work_zbpzx43flfaifddpftczprcome 108 16 the the DT work_zbpzx43flfaifddpftczprcome 108 17 lack lack NN work_zbpzx43flfaifddpftczprcome 108 18 of of IN work_zbpzx43flfaifddpftczprcome 108 19 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 108 20 and and CC work_zbpzx43flfaifddpftczprcome 108 21 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 108 22 for for IN work_zbpzx43flfaifddpftczprcome 108 23 the the DT work_zbpzx43flfaifddpftczprcome 108 24 papers paper NNS work_zbpzx43flfaifddpftczprcome 108 25 . . . work_zbpzx43flfaifddpftczprcome 109 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 109 2 then then RB work_zbpzx43flfaifddpftczprcome 109 3 stated state VBD work_zbpzx43flfaifddpftczprcome 109 4 the the DT work_zbpzx43flfaifddpftczprcome 109 5 problem problem NN work_zbpzx43flfaifddpftczprcome 109 6 of of IN work_zbpzx43flfaifddpftczprcome 109 7 indexing indexing NN work_zbpzx43flfaifddpftczprcome 109 8 author author NN work_zbpzx43flfaifddpftczprcome 109 9 research research NN work_zbpzx43flfaifddpftczprcome 109 10 interests interest NNS work_zbpzx43flfaifddpftczprcome 109 11 in in IN work_zbpzx43flfaifddpftczprcome 109 12 terms term NNS work_zbpzx43flfaifddpftczprcome 109 13 of of IN work_zbpzx43flfaifddpftczprcome 109 14 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 109 15 attached attach VBN work_zbpzx43flfaifddpftczprcome 109 16 to to IN work_zbpzx43flfaifddpftczprcome 109 17 paper paper NN work_zbpzx43flfaifddpftczprcome 109 18 description description NN work_zbpzx43flfaifddpftczprcome 109 19 in in IN work_zbpzx43flfaifddpftczprcome 109 20 both both DT work_zbpzx43flfaifddpftczprcome 109 21 databases database NNS work_zbpzx43flfaifddpftczprcome 109 22 , , , work_zbpzx43flfaifddpftczprcome 109 23 and and CC work_zbpzx43flfaifddpftczprcome 109 24 retrieved retrieve VBN work_zbpzx43flfaifddpftczprcome 109 25 from from IN work_zbpzx43flfaifddpftczprcome 109 26 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 109 27 dataset dataset NN work_zbpzx43flfaifddpftczprcome 109 28 using use VBG work_zbpzx43flfaifddpftczprcome 109 29 the the DT work_zbpzx43flfaifddpftczprcome 109 30 BigARTM BigARTM NNP work_zbpzx43flfaifddpftczprcome 109 31 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 109 32 Vorontsov Vorontsov NNP work_zbpzx43flfaifddpftczprcome 109 33 et et NNP work_zbpzx43flfaifddpftczprcome 109 34 al al NNP work_zbpzx43flfaifddpftczprcome 109 35 . . NNP work_zbpzx43flfaifddpftczprcome 109 36 , , , work_zbpzx43flfaifddpftczprcome 109 37 2016 2016 CD work_zbpzx43flfaifddpftczprcome 109 38 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 109 39 topic topic NN work_zbpzx43flfaifddpftczprcome 109 40 modeling modeling NN work_zbpzx43flfaifddpftczprcome 109 41 framework framework NN work_zbpzx43flfaifddpftczprcome 109 42 . . . work_zbpzx43flfaifddpftczprcome 110 1 For for IN work_zbpzx43flfaifddpftczprcome 110 2 the the DT work_zbpzx43flfaifddpftczprcome 110 3 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 110 4 dataset dataset NN work_zbpzx43flfaifddpftczprcome 110 5 , , , work_zbpzx43flfaifddpftczprcome 110 6 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 110 7 use use VBP work_zbpzx43flfaifddpftczprcome 110 8 automatically automatically RB work_zbpzx43flfaifddpftczprcome 110 9 chosen choose VBN work_zbpzx43flfaifddpftczprcome 110 10 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 110 11 previously previously RB work_zbpzx43flfaifddpftczprcome 110 12 prepared prepare VBN work_zbpzx43flfaifddpftczprcome 110 13 by by IN work_zbpzx43flfaifddpftczprcome 110 14 the the DT work_zbpzx43flfaifddpftczprcome 110 15 service service NN work_zbpzx43flfaifddpftczprcome 110 16 together together RB work_zbpzx43flfaifddpftczprcome 110 17 with with IN work_zbpzx43flfaifddpftczprcome 110 18 manually manually RB work_zbpzx43flfaifddpftczprcome 110 19 input input NN work_zbpzx43flfaifddpftczprcome 110 20 by by IN work_zbpzx43flfaifddpftczprcome 110 21 authors author NNS work_zbpzx43flfaifddpftczprcome 110 22 list list NN work_zbpzx43flfaifddpftczprcome 110 23 of of IN work_zbpzx43flfaifddpftczprcome 110 24 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 110 25 . . . work_zbpzx43flfaifddpftczprcome 111 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 111 2 also also RB work_zbpzx43flfaifddpftczprcome 111 3 uses use VBZ work_zbpzx43flfaifddpftczprcome 111 4 additional additional JJ work_zbpzx43flfaifddpftczprcome 111 5 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 111 6 written write VBN work_zbpzx43flfaifddpftczprcome 111 7 in in IN work_zbpzx43flfaifddpftczprcome 111 8 terms term NNS work_zbpzx43flfaifddpftczprcome 111 9 of of IN work_zbpzx43flfaifddpftczprcome 111 10 subject subject JJ work_zbpzx43flfaifddpftczprcome 111 11 categories category NNS work_zbpzx43flfaifddpftczprcome 111 12 of of IN work_zbpzx43flfaifddpftczprcome 111 13 journals journal NNS work_zbpzx43flfaifddpftczprcome 111 14 and and CC work_zbpzx43flfaifddpftczprcome 111 15 proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 111 16 according accord VBG work_zbpzx43flfaifddpftczprcome 111 17 to to IN work_zbpzx43flfaifddpftczprcome 111 18 the the DT work_zbpzx43flfaifddpftczprcome 111 19 indexing indexing NN work_zbpzx43flfaifddpftczprcome 111 20 in in IN work_zbpzx43flfaifddpftczprcome 111 21 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 111 22 and and CC work_zbpzx43flfaifddpftczprcome 111 23 WoS WoS NNP work_zbpzx43flfaifddpftczprcome 111 24 research research NN work_zbpzx43flfaifddpftczprcome 111 25 paper paper NN work_zbpzx43flfaifddpftczprcome 111 26 libraries library NNS work_zbpzx43flfaifddpftczprcome 111 27 . . . work_zbpzx43flfaifddpftczprcome 112 1 These these DT work_zbpzx43flfaifddpftczprcome 112 2 two two CD work_zbpzx43flfaifddpftczprcome 112 3 datasets dataset NNS work_zbpzx43flfaifddpftczprcome 112 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 112 5 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 112 6 , , , work_zbpzx43flfaifddpftczprcome 112 7 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 112 8 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 112 9 have have VBP work_zbpzx43flfaifddpftczprcome 112 10 common common JJ work_zbpzx43flfaifddpftczprcome 112 11 papers paper NNS work_zbpzx43flfaifddpftczprcome 112 12 ; ; : work_zbpzx43flfaifddpftczprcome 112 13 however however RB work_zbpzx43flfaifddpftczprcome 112 14 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 112 15 dataset dataset NN work_zbpzx43flfaifddpftczprcome 112 16 contains contain VBZ work_zbpzx43flfaifddpftczprcome 112 17 many many JJ work_zbpzx43flfaifddpftczprcome 112 18 noisy noisy JJ work_zbpzx43flfaifddpftczprcome 112 19 data datum NNS work_zbpzx43flfaifddpftczprcome 112 20 and and CC work_zbpzx43flfaifddpftczprcome 112 21 , , , work_zbpzx43flfaifddpftczprcome 112 22 unfortunately unfortunately RB work_zbpzx43flfaifddpftczprcome 112 23 , , , work_zbpzx43flfaifddpftczprcome 112 24 low low JJ work_zbpzx43flfaifddpftczprcome 112 25 - - HYPH work_zbpzx43flfaifddpftczprcome 112 26 level level NN work_zbpzx43flfaifddpftczprcome 112 27 publications publication NNS work_zbpzx43flfaifddpftczprcome 112 28 not not RB work_zbpzx43flfaifddpftczprcome 112 29 indexed index VBN work_zbpzx43flfaifddpftczprcome 112 30 outside outside IN work_zbpzx43flfaifddpftczprcome 112 31 RSCI RSCI NNP work_zbpzx43flfaifddpftczprcome 112 32 , , , work_zbpzx43flfaifddpftczprcome 112 33 while while IN work_zbpzx43flfaifddpftczprcome 112 34 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 112 35 contains contain VBZ work_zbpzx43flfaifddpftczprcome 112 36 precise precise JJ work_zbpzx43flfaifddpftczprcome 112 37 information information NN work_zbpzx43flfaifddpftczprcome 112 38 on on IN work_zbpzx43flfaifddpftczprcome 112 39 25 25 CD work_zbpzx43flfaifddpftczprcome 112 40 % % NN work_zbpzx43flfaifddpftczprcome 112 41 number number NN work_zbpzx43flfaifddpftczprcome 112 42 of of IN work_zbpzx43flfaifddpftczprcome 112 43 papers paper NNS work_zbpzx43flfaifddpftczprcome 112 44 and and CC work_zbpzx43flfaifddpftczprcome 112 45 exact exact JJ work_zbpzx43flfaifddpftczprcome 112 46 research research NN work_zbpzx43flfaifddpftczprcome 112 47 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 112 48 et et NNP work_zbpzx43flfaifddpftczprcome 112 49 al al NNP work_zbpzx43flfaifddpftczprcome 112 50 . . . work_zbpzx43flfaifddpftczprcome 113 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 113 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 113 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 113 4 , , , work_zbpzx43flfaifddpftczprcome 113 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 113 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 113 7 . . . work_zbpzx43flfaifddpftczprcome 114 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 114 2 . . NNP work_zbpzx43flfaifddpftczprcome 114 3 , , , work_zbpzx43flfaifddpftczprcome 114 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 114 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 114 6 / / SYM work_zbpzx43flfaifddpftczprcome 114 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 114 8 - - HYPH work_zbpzx43flfaifddpftczprcome 114 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 114 10 5/20 5/20 CD work_zbpzx43flfaifddpftczprcome 114 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 114 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_zbpzx43flfaifddpftczprcome 114 13 interest interest NN work_zbpzx43flfaifddpftczprcome 114 14 representation representation NN work_zbpzx43flfaifddpftczprcome 114 15 while while IN work_zbpzx43flfaifddpftczprcome 114 16 lacking lack VBG work_zbpzx43flfaifddpftczprcome 114 17 weak weak JJ work_zbpzx43flfaifddpftczprcome 114 18 connections connection NNS work_zbpzx43flfaifddpftczprcome 114 19 on on IN work_zbpzx43flfaifddpftczprcome 114 20 authors author NNS work_zbpzx43flfaifddpftczprcome 114 21 written write VBN work_zbpzx43flfaifddpftczprcome 114 22 only only RB work_zbpzx43flfaifddpftczprcome 114 23 poor- poor- VBD work_zbpzx43flfaifddpftczprcome 114 24 quality quality NN work_zbpzx43flfaifddpftczprcome 114 25 papers paper NNS work_zbpzx43flfaifddpftczprcome 114 26 . . . work_zbpzx43flfaifddpftczprcome 115 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 115 2 visualized visualize VBD work_zbpzx43flfaifddpftczprcome 115 3 the the DT work_zbpzx43flfaifddpftczprcome 115 4 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 115 5 network network NN work_zbpzx43flfaifddpftczprcome 115 6 with with IN work_zbpzx43flfaifddpftczprcome 115 7 author author NN work_zbpzx43flfaifddpftczprcome 115 8 names name NNS work_zbpzx43flfaifddpftczprcome 115 9 as as IN work_zbpzx43flfaifddpftczprcome 115 10 node node NN work_zbpzx43flfaifddpftczprcome 115 11 labels label NNS work_zbpzx43flfaifddpftczprcome 115 12 shown show VBN work_zbpzx43flfaifddpftczprcome 115 13 in in IN work_zbpzx43flfaifddpftczprcome 115 14 the the DT work_zbpzx43flfaifddpftczprcome 115 15 Fig Fig NNP work_zbpzx43flfaifddpftczprcome 115 16 . . . work_zbpzx43flfaifddpftczprcome 116 1 1 1 CD work_zbpzx43flfaifddpftczprcome 116 2 while while IN work_zbpzx43flfaifddpftczprcome 116 3 visualizing visualize VBG work_zbpzx43flfaifddpftczprcome 116 4 edge edge NN work_zbpzx43flfaifddpftczprcome 116 5 width width NN work_zbpzx43flfaifddpftczprcome 116 6 as as IN work_zbpzx43flfaifddpftczprcome 116 7 the the DT work_zbpzx43flfaifddpftczprcome 116 8 cumulative cumulative JJ work_zbpzx43flfaifddpftczprcome 116 9 quantity quantity NN work_zbpzx43flfaifddpftczprcome 116 10 of of IN work_zbpzx43flfaifddpftczprcome 116 11 joint joint JJ work_zbpzx43flfaifddpftczprcome 116 12 publications publication NNS work_zbpzx43flfaifddpftczprcome 116 13 based base VBN work_zbpzx43flfaifddpftczprcome 116 14 on on IN work_zbpzx43flfaifddpftczprcome 116 15 the the DT work_zbpzx43flfaifddpftczprcome 116 16 Figure figure NN work_zbpzx43flfaifddpftczprcome 116 17 1 1 CD work_zbpzx43flfaifddpftczprcome 116 18 Visualization visualization NN work_zbpzx43flfaifddpftczprcome 116 19 of of IN work_zbpzx43flfaifddpftczprcome 116 20 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 116 21 co co NN work_zbpzx43flfaifddpftczprcome 116 22 - - JJ work_zbpzx43flfaifddpftczprcome 116 23 authorship authorship NN work_zbpzx43flfaifddpftczprcome 116 24 network network NN work_zbpzx43flfaifddpftczprcome 116 25 . . . work_zbpzx43flfaifddpftczprcome 117 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 117 2 plot plot VBP work_zbpzx43flfaifddpftczprcome 117 3 the the DT work_zbpzx43flfaifddpftczprcome 117 4 whole whole JJ work_zbpzx43flfaifddpftczprcome 117 5 HSE hse NN work_zbpzx43flfaifddpftczprcome 117 6 co co NN work_zbpzx43flfaifddpftczprcome 117 7 - - JJ work_zbpzx43flfaifddpftczprcome 117 8 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 117 9 network network NN work_zbpzx43flfaifddpftczprcome 117 10 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 117 11 A a NN work_zbpzx43flfaifddpftczprcome 117 12 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 117 13 and and CC work_zbpzx43flfaifddpftczprcome 117 14 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 117 15 subgraphs subgraph NNS work_zbpzx43flfaifddpftczprcome 117 16 induced induce VBN work_zbpzx43flfaifddpftczprcome 117 17 by by IN work_zbpzx43flfaifddpftczprcome 117 18 local local JJ work_zbpzx43flfaifddpftczprcome 117 19 proximities proximity NNS work_zbpzx43flfaifddpftczprcome 117 20 around around IN work_zbpzx43flfaifddpftczprcome 117 21 influential influential JJ work_zbpzx43flfaifddpftczprcome 117 22 persons person NNS work_zbpzx43flfaifddpftczprcome 117 23 from from IN work_zbpzx43flfaifddpftczprcome 117 24 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 117 25 university university NN work_zbpzx43flfaifddpftczprcome 117 26 such such JJ work_zbpzx43flfaifddpftczprcome 117 27 as as IN work_zbpzx43flfaifddpftczprcome 117 28 rector rector NN work_zbpzx43flfaifddpftczprcome 117 29 Kuzminov Kuzminov NNP work_zbpzx43flfaifddpftczprcome 117 30 Y.I. Y.I. NNP work_zbpzx43flfaifddpftczprcome 118 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 118 2 B b NN work_zbpzx43flfaifddpftczprcome 118 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 118 4 , , , work_zbpzx43flfaifddpftczprcome 118 5 first first JJ work_zbpzx43flfaifddpftczprcome 118 6 vice vice NN work_zbpzx43flfaifddpftczprcome 118 7 - - HYPH work_zbpzx43flfaifddpftczprcome 118 8 rector rector NN work_zbpzx43flfaifddpftczprcome 118 9 responsible responsible JJ work_zbpzx43flfaifddpftczprcome 118 10 for for IN work_zbpzx43flfaifddpftczprcome 118 11 science science NN work_zbpzx43flfaifddpftczprcome 118 12 Gokhberg Gokhberg NNP work_zbpzx43flfaifddpftczprcome 118 13 L.M. L.M. NNP work_zbpzx43flfaifddpftczprcome 119 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 119 2 C C NNP work_zbpzx43flfaifddpftczprcome 119 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 119 4 , , , work_zbpzx43flfaifddpftczprcome 119 5 and and CC work_zbpzx43flfaifddpftczprcome 119 6 university university NN work_zbpzx43flfaifddpftczprcome 119 7 research research NN work_zbpzx43flfaifddpftczprcome 119 8 supervisor supervisor NN work_zbpzx43flfaifddpftczprcome 119 9 Yasin Yasin NNP work_zbpzx43flfaifddpftczprcome 119 10 E.G. E.G. NNP work_zbpzx43flfaifddpftczprcome 120 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 120 2 D d NN work_zbpzx43flfaifddpftczprcome 120 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 120 4 . . . work_zbpzx43flfaifddpftczprcome 121 1 Full full JJ work_zbpzx43flfaifddpftczprcome 121 2 - - HYPH work_zbpzx43flfaifddpftczprcome 121 3 size size NN work_zbpzx43flfaifddpftczprcome 121 4 DOI doi NN work_zbpzx43flfaifddpftczprcome 121 5 : : : work_zbpzx43flfaifddpftczprcome 121 6 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 121 7 / / SYM work_zbpzx43flfaifddpftczprcome 121 8 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 121 9 - - HYPH work_zbpzx43flfaifddpftczprcome 121 10 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 121 11 / / SYM work_zbpzx43flfaifddpftczprcome 121 12 fig-1 fig-1 NNP work_zbpzx43flfaifddpftczprcome 121 13 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 121 14 et et NNP work_zbpzx43flfaifddpftczprcome 121 15 al al NNP work_zbpzx43flfaifddpftczprcome 121 16 . . . work_zbpzx43flfaifddpftczprcome 122 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 122 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 122 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 122 4 , , , work_zbpzx43flfaifddpftczprcome 122 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 122 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 122 7 . . . work_zbpzx43flfaifddpftczprcome 123 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 123 2 . . NNP work_zbpzx43flfaifddpftczprcome 123 3 , , , work_zbpzx43flfaifddpftczprcome 123 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 123 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 123 6 / / SYM work_zbpzx43flfaifddpftczprcome 123 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 123 8 - - HYPH work_zbpzx43flfaifddpftczprcome 123 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 123 10 6/20 6/20 CD work_zbpzx43flfaifddpftczprcome 123 11 http://dx.doi.org/10.7717/peerj-cs.172/fig-1 http://dx.doi.org/10.7717/peerj-cs.172/fig-1 NN work_zbpzx43flfaifddpftczprcome 123 12 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 NNS work_zbpzx43flfaifddpftczprcome 123 13 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NN work_zbpzx43flfaifddpftczprcome 123 14 papers paper NNS work_zbpzx43flfaifddpftczprcome 123 15 ’ ’ POS work_zbpzx43flfaifddpftczprcome 123 16 quartiles quartile NNS work_zbpzx43flfaifddpftczprcome 123 17 and and CC work_zbpzx43flfaifddpftczprcome 123 18 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 123 19 number number NN work_zbpzx43flfaifddpftczprcome 123 20 . . . work_zbpzx43flfaifddpftczprcome 124 1 In in IN work_zbpzx43flfaifddpftczprcome 124 2 particular particular JJ work_zbpzx43flfaifddpftczprcome 124 3 , , , work_zbpzx43flfaifddpftczprcome 124 4 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 124 5 plotted plot VBD work_zbpzx43flfaifddpftczprcome 124 6 the the DT work_zbpzx43flfaifddpftczprcome 124 7 whole whole JJ work_zbpzx43flfaifddpftczprcome 124 8 network network NN work_zbpzx43flfaifddpftczprcome 124 9 structure structure NN work_zbpzx43flfaifddpftczprcome 124 10 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 124 11 Fig fig NN work_zbpzx43flfaifddpftczprcome 124 12 . . . work_zbpzx43flfaifddpftczprcome 125 1 1A 1a LS work_zbpzx43flfaifddpftczprcome 125 2 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 125 3 and and CC work_zbpzx43flfaifddpftczprcome 125 4 zoomed zoomed JJ work_zbpzx43flfaifddpftczprcome 125 5 parts part NNS work_zbpzx43flfaifddpftczprcome 125 6 corresponding correspond VBG work_zbpzx43flfaifddpftczprcome 125 7 dense dense JJ work_zbpzx43flfaifddpftczprcome 125 8 communities community NNS work_zbpzx43flfaifddpftczprcome 125 9 with with IN work_zbpzx43flfaifddpftczprcome 125 10 the the DT work_zbpzx43flfaifddpftczprcome 125 11 most most RBS work_zbpzx43flfaifddpftczprcome 125 12 influential influential JJ work_zbpzx43flfaifddpftczprcome 125 13 persons person NNS work_zbpzx43flfaifddpftczprcome 125 14 from from IN work_zbpzx43flfaifddpftczprcome 125 15 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 125 16 university university NN work_zbpzx43flfaifddpftczprcome 125 17 such such JJ work_zbpzx43flfaifddpftczprcome 125 18 as as IN work_zbpzx43flfaifddpftczprcome 125 19 rector rector NN work_zbpzx43flfaifddpftczprcome 125 20 Kuzminov Kuzminov NNP work_zbpzx43flfaifddpftczprcome 125 21 Y.I. Y.I. NNP work_zbpzx43flfaifddpftczprcome 126 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 126 2 Fig fig NN work_zbpzx43flfaifddpftczprcome 126 3 . . . work_zbpzx43flfaifddpftczprcome 127 1 1B 1B NNP work_zbpzx43flfaifddpftczprcome 127 2 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 127 3 , , , work_zbpzx43flfaifddpftczprcome 127 4 first first JJ work_zbpzx43flfaifddpftczprcome 127 5 vice vice NN work_zbpzx43flfaifddpftczprcome 127 6 - - HYPH work_zbpzx43flfaifddpftczprcome 127 7 rector rector NN work_zbpzx43flfaifddpftczprcome 127 8 responsible responsible JJ work_zbpzx43flfaifddpftczprcome 127 9 for for IN work_zbpzx43flfaifddpftczprcome 127 10 science science NN work_zbpzx43flfaifddpftczprcome 127 11 Gokhberg Gokhberg NNP work_zbpzx43flfaifddpftczprcome 127 12 L.M. L.M. NNP work_zbpzx43flfaifddpftczprcome 128 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 128 2 Fig fig NN work_zbpzx43flfaifddpftczprcome 128 3 . . . work_zbpzx43flfaifddpftczprcome 129 1 1C 1C NNP work_zbpzx43flfaifddpftczprcome 129 2 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 129 3 , , , work_zbpzx43flfaifddpftczprcome 129 4 and and CC work_zbpzx43flfaifddpftczprcome 129 5 university university NN work_zbpzx43flfaifddpftczprcome 129 6 research research NN work_zbpzx43flfaifddpftczprcome 129 7 supervisor supervisor NN work_zbpzx43flfaifddpftczprcome 129 8 Yasin Yasin NNP work_zbpzx43flfaifddpftczprcome 129 9 E.G. E.G. NNP work_zbpzx43flfaifddpftczprcome 130 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 130 2 Fig fig NN work_zbpzx43flfaifddpftczprcome 130 3 . . . work_zbpzx43flfaifddpftczprcome 131 1 1D 1D NNP work_zbpzx43flfaifddpftczprcome 131 2 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 131 3 . . . work_zbpzx43flfaifddpftczprcome 132 1 It -PRON- PRP work_zbpzx43flfaifddpftczprcome 132 2 is be VBZ work_zbpzx43flfaifddpftczprcome 132 3 easy easy JJ work_zbpzx43flfaifddpftczprcome 132 4 to to TO work_zbpzx43flfaifddpftczprcome 132 5 see see VB work_zbpzx43flfaifddpftczprcome 132 6 that that DT work_zbpzx43flfaifddpftczprcome 132 7 rector rector NN work_zbpzx43flfaifddpftczprcome 132 8 co co NNS work_zbpzx43flfaifddpftczprcome 132 9 - - NNS work_zbpzx43flfaifddpftczprcome 132 10 authors author NNS work_zbpzx43flfaifddpftczprcome 132 11 are be VBP work_zbpzx43flfaifddpftczprcome 132 12 people people NNS work_zbpzx43flfaifddpftczprcome 132 13 responsible responsible JJ work_zbpzx43flfaifddpftczprcome 132 14 for for IN work_zbpzx43flfaifddpftczprcome 132 15 core core JJ work_zbpzx43flfaifddpftczprcome 132 16 direction direction NN work_zbpzx43flfaifddpftczprcome 132 17 of of IN work_zbpzx43flfaifddpftczprcome 132 18 university university NN work_zbpzx43flfaifddpftczprcome 132 19 development development NN work_zbpzx43flfaifddpftczprcome 132 20 and and CC work_zbpzx43flfaifddpftczprcome 132 21 vice vice NN work_zbpzx43flfaifddpftczprcome 132 22 rectors rector NNS work_zbpzx43flfaifddpftczprcome 132 23 realizing realize VBG work_zbpzx43flfaifddpftczprcome 132 24 university university NN work_zbpzx43flfaifddpftczprcome 132 25 strategy strategy NN work_zbpzx43flfaifddpftczprcome 132 26 in in IN work_zbpzx43flfaifddpftczprcome 132 27 research research NN work_zbpzx43flfaifddpftczprcome 132 28 , , , work_zbpzx43flfaifddpftczprcome 132 29 education education NN work_zbpzx43flfaifddpftczprcome 132 30 , , , work_zbpzx43flfaifddpftczprcome 132 31 government government NN work_zbpzx43flfaifddpftczprcome 132 32 , , , work_zbpzx43flfaifddpftczprcome 132 33 expert expert NN work_zbpzx43flfaifddpftczprcome 132 34 , , , work_zbpzx43flfaifddpftczprcome 132 35 and and CC work_zbpzx43flfaifddpftczprcome 132 36 company company NN work_zbpzx43flfaifddpftczprcome 132 37 areas area NNS work_zbpzx43flfaifddpftczprcome 132 38 of of IN work_zbpzx43flfaifddpftczprcome 132 39 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 132 40 . . . work_zbpzx43flfaifddpftczprcome 133 1 On on IN work_zbpzx43flfaifddpftczprcome 133 2 the the DT work_zbpzx43flfaifddpftczprcome 133 3 other other JJ work_zbpzx43flfaifddpftczprcome 133 4 hand hand NN work_zbpzx43flfaifddpftczprcome 133 5 , , , work_zbpzx43flfaifddpftczprcome 133 6 from from IN work_zbpzx43flfaifddpftczprcome 133 7 dense dense JJ work_zbpzx43flfaifddpftczprcome 133 8 subgraphs subgraph NNS work_zbpzx43flfaifddpftczprcome 133 9 one one PRP work_zbpzx43flfaifddpftczprcome 133 10 can can MD work_zbpzx43flfaifddpftczprcome 133 11 find find VB work_zbpzx43flfaifddpftczprcome 133 12 exact exact JJ work_zbpzx43flfaifddpftczprcome 133 13 matches match NNS work_zbpzx43flfaifddpftczprcome 133 14 of of IN work_zbpzx43flfaifddpftczprcome 133 15 university university NN work_zbpzx43flfaifddpftczprcome 133 16 staff staff NN work_zbpzx43flfaifddpftczprcome 133 17 departments department NNS work_zbpzx43flfaifddpftczprcome 133 18 , , , work_zbpzx43flfaifddpftczprcome 133 19 such such JJ work_zbpzx43flfaifddpftczprcome 133 20 as as IN work_zbpzx43flfaifddpftczprcome 133 21 research research NN work_zbpzx43flfaifddpftczprcome 133 22 institutes institutes NN work_zbpzx43flfaifddpftczprcome 133 23 , , , work_zbpzx43flfaifddpftczprcome 133 24 such such JJ work_zbpzx43flfaifddpftczprcome 133 25 as as IN work_zbpzx43flfaifddpftczprcome 133 26 Institute Institute NNP work_zbpzx43flfaifddpftczprcome 133 27 for for IN work_zbpzx43flfaifddpftczprcome 133 28 Industrial Industrial NNP work_zbpzx43flfaifddpftczprcome 133 29 and and CC work_zbpzx43flfaifddpftczprcome 133 30 Market Market NNP work_zbpzx43flfaifddpftczprcome 133 31 Studies Studies NNPS work_zbpzx43flfaifddpftczprcome 133 32 headed head VBN work_zbpzx43flfaifddpftczprcome 133 33 by by IN work_zbpzx43flfaifddpftczprcome 133 34 Yakovlev Yakovlev NNP work_zbpzx43flfaifddpftczprcome 133 35 A.A. A.A. NNP work_zbpzx43flfaifddpftczprcome 133 36 or or CC work_zbpzx43flfaifddpftczprcome 133 37 Institute Institute NNP work_zbpzx43flfaifddpftczprcome 133 38 for for IN work_zbpzx43flfaifddpftczprcome 133 39 Statistical Statistical NNP work_zbpzx43flfaifddpftczprcome 133 40 Studies Studies NNPS work_zbpzx43flfaifddpftczprcome 133 41 and and CC work_zbpzx43flfaifddpftczprcome 133 42 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 133 43 of of IN work_zbpzx43flfaifddpftczprcome 133 44 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 133 45 headed head VBN work_zbpzx43flfaifddpftczprcome 133 46 by by IN work_zbpzx43flfaifddpftczprcome 133 47 L.M. L.M. NNP work_zbpzx43flfaifddpftczprcome 134 1 Gokhberg Gokhberg NNP work_zbpzx43flfaifddpftczprcome 134 2 . . . work_zbpzx43flfaifddpftczprcome 135 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 135 2 show show VBP work_zbpzx43flfaifddpftczprcome 135 3 that that IN work_zbpzx43flfaifddpftczprcome 135 4 network network NN work_zbpzx43flfaifddpftczprcome 135 5 could could MD work_zbpzx43flfaifddpftczprcome 135 6 visualize visualize VB work_zbpzx43flfaifddpftczprcome 135 7 the the DT work_zbpzx43flfaifddpftczprcome 135 8 most most RBS work_zbpzx43flfaifddpftczprcome 135 9 important important JJ work_zbpzx43flfaifddpftczprcome 135 10 administrative administrative JJ work_zbpzx43flfaifddpftczprcome 135 11 staff staff NN work_zbpzx43flfaifddpftczprcome 135 12 units unit NNS work_zbpzx43flfaifddpftczprcome 135 13 and and CC work_zbpzx43flfaifddpftczprcome 135 14 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 135 15 heads head NNS work_zbpzx43flfaifddpftczprcome 135 16 thus thus RB work_zbpzx43flfaifddpftczprcome 135 17 giving give VBG work_zbpzx43flfaifddpftczprcome 135 18 insight insight NN work_zbpzx43flfaifddpftczprcome 135 19 on on IN work_zbpzx43flfaifddpftczprcome 135 20 the the DT work_zbpzx43flfaifddpftczprcome 135 21 connection connection NN work_zbpzx43flfaifddpftczprcome 135 22 of of IN work_zbpzx43flfaifddpftczprcome 135 23 publication publication NN work_zbpzx43flfaifddpftczprcome 135 24 activity activity NN work_zbpzx43flfaifddpftczprcome 135 25 and and CC work_zbpzx43flfaifddpftczprcome 135 26 administrative administrative JJ work_zbpzx43flfaifddpftczprcome 135 27 structure structure NN work_zbpzx43flfaifddpftczprcome 135 28 of of IN work_zbpzx43flfaifddpftczprcome 135 29 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 135 30 university university NN work_zbpzx43flfaifddpftczprcome 135 31 . . . work_zbpzx43flfaifddpftczprcome 136 1 FEATURE feature RB work_zbpzx43flfaifddpftczprcome 136 2 ENGINEERING engineering VB work_zbpzx43flfaifddpftczprcome 136 3 Our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 136 4 new new JJ work_zbpzx43flfaifddpftczprcome 136 5 idea idea NN work_zbpzx43flfaifddpftczprcome 136 6 was be VBD work_zbpzx43flfaifddpftczprcome 136 7 to to TO work_zbpzx43flfaifddpftczprcome 136 8 obtain obtain VB work_zbpzx43flfaifddpftczprcome 136 9 additional additional JJ work_zbpzx43flfaifddpftczprcome 136 10 edge edge NN work_zbpzx43flfaifddpftczprcome 136 11 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 136 12 that that WDT work_zbpzx43flfaifddpftczprcome 136 13 were be VBD work_zbpzx43flfaifddpftczprcome 136 14 embed embe VBN work_zbpzx43flfaifddpftczprcome 136 15 based base VBN work_zbpzx43flfaifddpftczprcome 136 16 on on IN work_zbpzx43flfaifddpftczprcome 136 17 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 136 18 network network NN work_zbpzx43flfaifddpftczprcome 136 19 as as IN work_zbpzx43flfaifddpftczprcome 136 20 a a DT work_zbpzx43flfaifddpftczprcome 136 21 part part NN work_zbpzx43flfaifddpftczprcome 136 22 of of IN work_zbpzx43flfaifddpftczprcome 136 23 model model NN work_zbpzx43flfaifddpftczprcome 136 24 evaluation evaluation NN work_zbpzx43flfaifddpftczprcome 136 25 . . . work_zbpzx43flfaifddpftczprcome 137 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 137 2 constructed construct VBD work_zbpzx43flfaifddpftczprcome 137 3 the the DT work_zbpzx43flfaifddpftczprcome 137 4 network network NN work_zbpzx43flfaifddpftczprcome 137 5 of of IN work_zbpzx43flfaifddpftczprcome 137 6 stemmed stem VBN work_zbpzx43flfaifddpftczprcome 137 7 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 137 8 co co NN work_zbpzx43flfaifddpftczprcome 137 9 - - NN work_zbpzx43flfaifddpftczprcome 137 10 occurrence occurrence NN work_zbpzx43flfaifddpftczprcome 137 11 . . . work_zbpzx43flfaifddpftczprcome 138 1 To to TO work_zbpzx43flfaifddpftczprcome 138 2 construct construct VB work_zbpzx43flfaifddpftczprcome 138 3 this this DT work_zbpzx43flfaifddpftczprcome 138 4 network network NN work_zbpzx43flfaifddpftczprcome 138 5 , , , work_zbpzx43flfaifddpftczprcome 138 6 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 138 7 used use VBD work_zbpzx43flfaifddpftczprcome 138 8 the the DT work_zbpzx43flfaifddpftczprcome 138 9 principle principle NN work_zbpzx43flfaifddpftczprcome 138 10 that that IN work_zbpzx43flfaifddpftczprcome 138 11 two two CD work_zbpzx43flfaifddpftczprcome 138 12 nodes node NNS work_zbpzx43flfaifddpftczprcome 138 13 were be VBD work_zbpzx43flfaifddpftczprcome 138 14 connected connect VBN work_zbpzx43flfaifddpftczprcome 138 15 if if IN work_zbpzx43flfaifddpftczprcome 138 16 corresponding correspond VBG work_zbpzx43flfaifddpftczprcome 138 17 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 138 18 occurred occur VBD work_zbpzx43flfaifddpftczprcome 138 19 in in IN work_zbpzx43flfaifddpftczprcome 138 20 the the DT work_zbpzx43flfaifddpftczprcome 138 21 same same JJ work_zbpzx43flfaifddpftczprcome 138 22 paper paper NN work_zbpzx43flfaifddpftczprcome 138 23 . . . work_zbpzx43flfaifddpftczprcome 139 1 For for IN work_zbpzx43flfaifddpftczprcome 139 2 a a DT work_zbpzx43flfaifddpftczprcome 139 3 given give VBN work_zbpzx43flfaifddpftczprcome 139 4 list list NN work_zbpzx43flfaifddpftczprcome 139 5 of of IN work_zbpzx43flfaifddpftczprcome 139 6 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 139 7 , , , work_zbpzx43flfaifddpftczprcome 139 8 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 139 9 built build VBD work_zbpzx43flfaifddpftczprcome 139 10 standard standard NNP work_zbpzx43flfaifddpftczprcome 139 11 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 139 12 embedding embedding NN work_zbpzx43flfaifddpftczprcome 139 13 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 139 14 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 139 15 & & CC work_zbpzx43flfaifddpftczprcome 139 16 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 139 17 , , , work_zbpzx43flfaifddpftczprcome 139 18 2016 2016 CD work_zbpzx43flfaifddpftczprcome 139 19 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 139 20 . . . work_zbpzx43flfaifddpftczprcome 140 1 Next next RB work_zbpzx43flfaifddpftczprcome 140 2 , , , work_zbpzx43flfaifddpftczprcome 140 3 for for IN work_zbpzx43flfaifddpftczprcome 140 4 each each DT work_zbpzx43flfaifddpftczprcome 140 5 author author NN work_zbpzx43flfaifddpftczprcome 140 6 the the DT work_zbpzx43flfaifddpftczprcome 140 7 most most RBS work_zbpzx43flfaifddpftczprcome 140 8 frequent frequent JJ work_zbpzx43flfaifddpftczprcome 140 9 and and CC work_zbpzx43flfaifddpftczprcome 140 10 relevant relevant JJ work_zbpzx43flfaifddpftczprcome 140 11 keyword keyword NN work_zbpzx43flfaifddpftczprcome 140 12 was be VBD work_zbpzx43flfaifddpftczprcome 140 13 defined define VBN work_zbpzx43flfaifddpftczprcome 140 14 , , , work_zbpzx43flfaifddpftczprcome 140 15 and and CC work_zbpzx43flfaifddpftczprcome 140 16 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 140 17 embedding embedding NN work_zbpzx43flfaifddpftczprcome 140 18 was be VBD work_zbpzx43flfaifddpftczprcome 140 19 used use VBN work_zbpzx43flfaifddpftczprcome 140 20 as as IN work_zbpzx43flfaifddpftczprcome 140 21 node node JJ work_zbpzx43flfaifddpftczprcome 140 22 additional additional JJ work_zbpzx43flfaifddpftczprcome 140 23 feature feature NN work_zbpzx43flfaifddpftczprcome 140 24 vector vector NN work_zbpzx43flfaifddpftczprcome 140 25 for for IN work_zbpzx43flfaifddpftczprcome 140 26 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 140 27 LP LP NNP work_zbpzx43flfaifddpftczprcome 140 28 tasks task NNS work_zbpzx43flfaifddpftczprcome 140 29 . . . work_zbpzx43flfaifddpftczprcome 141 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 141 2 considered consider VBD work_zbpzx43flfaifddpftczprcome 141 3 the the DT work_zbpzx43flfaifddpftczprcome 141 4 problem problem NN work_zbpzx43flfaifddpftczprcome 141 5 of of IN work_zbpzx43flfaifddpftczprcome 141 6 finding find VBG work_zbpzx43flfaifddpftczprcome 141 7 authors author NNS work_zbpzx43flfaifddpftczprcome 141 8 with with IN work_zbpzx43flfaifddpftczprcome 141 9 similar similar JJ work_zbpzx43flfaifddpftczprcome 141 10 interests interest NNS work_zbpzx43flfaifddpftczprcome 141 11 to to IN work_zbpzx43flfaifddpftczprcome 141 12 a a DT work_zbpzx43flfaifddpftczprcome 141 13 selected select VBN work_zbpzx43flfaifddpftczprcome 141 14 one one NN work_zbpzx43flfaifddpftczprcome 141 15 as as IN work_zbpzx43flfaifddpftczprcome 141 16 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 141 17 search search NN work_zbpzx43flfaifddpftczprcome 141 18 problem problem NN work_zbpzx43flfaifddpftczprcome 141 19 . . . work_zbpzx43flfaifddpftczprcome 142 1 In in IN work_zbpzx43flfaifddpftczprcome 142 2 terms term NNS work_zbpzx43flfaifddpftczprcome 142 3 of of IN work_zbpzx43flfaifddpftczprcome 142 4 social social JJ work_zbpzx43flfaifddpftczprcome 142 5 network network NN work_zbpzx43flfaifddpftczprcome 142 6 analysis analysis NN work_zbpzx43flfaifddpftczprcome 142 7 , , , work_zbpzx43flfaifddpftczprcome 142 8 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 142 9 studied study VBD work_zbpzx43flfaifddpftczprcome 142 10 the the DT work_zbpzx43flfaifddpftczprcome 142 11 problem problem NN work_zbpzx43flfaifddpftczprcome 142 12 of of IN work_zbpzx43flfaifddpftczprcome 142 13 recommending recommend VBG work_zbpzx43flfaifddpftczprcome 142 14 similar similar JJ work_zbpzx43flfaifddpftczprcome 142 15 author author NN work_zbpzx43flfaifddpftczprcome 142 16 as as IN work_zbpzx43flfaifddpftczprcome 142 17 LP LP NNP work_zbpzx43flfaifddpftczprcome 142 18 problem problem NN work_zbpzx43flfaifddpftczprcome 142 19 . . . work_zbpzx43flfaifddpftczprcome 143 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 143 2 operate operate VBP work_zbpzx43flfaifddpftczprcome 143 3 with with IN work_zbpzx43flfaifddpftczprcome 143 4 authors author NNS work_zbpzx43flfaifddpftczprcome 143 5 similarity similarity NN work_zbpzx43flfaifddpftczprcome 143 6 and and CC work_zbpzx43flfaifddpftczprcome 143 7 use use VB work_zbpzx43flfaifddpftczprcome 143 8 similarity similarity NN work_zbpzx43flfaifddpftczprcome 143 9 scores score NNS work_zbpzx43flfaifddpftczprcome 143 10 described describe VBN work_zbpzx43flfaifddpftczprcome 143 11 in in IN work_zbpzx43flfaifddpftczprcome 143 12 Liben Liben NNP work_zbpzx43flfaifddpftczprcome 143 13 - - HYPH work_zbpzx43flfaifddpftczprcome 143 14 Nowell Nowell NNP work_zbpzx43flfaifddpftczprcome 143 15 & & CC work_zbpzx43flfaifddpftczprcome 143 16 Kleinberg Kleinberg NNP work_zbpzx43flfaifddpftczprcome 143 17 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 143 18 2007 2007 CD work_zbpzx43flfaifddpftczprcome 143 19 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 143 20 as as IN work_zbpzx43flfaifddpftczprcome 143 21 baseline baseline NN work_zbpzx43flfaifddpftczprcome 143 22 for for IN work_zbpzx43flfaifddpftczprcome 143 23 network network NN work_zbpzx43flfaifddpftczprcome 143 24 descriptors descriptor NNS work_zbpzx43flfaifddpftczprcome 143 25 for for IN work_zbpzx43flfaifddpftczprcome 143 26 pairs pair NNS work_zbpzx43flfaifddpftczprcome 143 27 of of IN work_zbpzx43flfaifddpftczprcome 143 28 nodes node NNS work_zbpzx43flfaifddpftczprcome 143 29 presented present VBN work_zbpzx43flfaifddpftczprcome 143 30 in in IN work_zbpzx43flfaifddpftczprcome 143 31 Table table NN work_zbpzx43flfaifddpftczprcome 143 32 1 1 CD work_zbpzx43flfaifddpftczprcome 143 33 . . . work_zbpzx43flfaifddpftczprcome 144 1 So so CC work_zbpzx43flfaifddpftczprcome 144 2 , , , work_zbpzx43flfaifddpftczprcome 144 3 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 144 4 represented represent VBD work_zbpzx43flfaifddpftczprcome 144 5 each each DT work_zbpzx43flfaifddpftczprcome 144 6 node node NN work_zbpzx43flfaifddpftczprcome 144 7 by by IN work_zbpzx43flfaifddpftczprcome 144 8 vector vector NN work_zbpzx43flfaifddpftczprcome 144 9 model model NN work_zbpzx43flfaifddpftczprcome 144 10 of of IN work_zbpzx43flfaifddpftczprcome 144 11 author author NN work_zbpzx43flfaifddpftczprcome 144 12 attributes attribute NNS work_zbpzx43flfaifddpftczprcome 144 13 using use VBG work_zbpzx43flfaifddpftczprcome 144 14 manually manually RB work_zbpzx43flfaifddpftczprcome 144 15 engineered engineer VBN work_zbpzx43flfaifddpftczprcome 144 16 features feature NNS work_zbpzx43flfaifddpftczprcome 144 17 such such JJ work_zbpzx43flfaifddpftczprcome 144 18 as as IN work_zbpzx43flfaifddpftczprcome 144 19 HSE hse NN work_zbpzx43flfaifddpftczprcome 144 20 staff staff NN work_zbpzx43flfaifddpftczprcome 144 21 information information NN work_zbpzx43flfaifddpftczprcome 144 22 and and CC work_zbpzx43flfaifddpftczprcome 144 23 publication publication NN work_zbpzx43flfaifddpftczprcome 144 24 activity activity NN work_zbpzx43flfaifddpftczprcome 144 25 represented represent VBN work_zbpzx43flfaifddpftczprcome 144 26 by by IN work_zbpzx43flfaifddpftczprcome 144 27 centralities centrality NNS work_zbpzx43flfaifddpftczprcome 144 28 of of IN work_zbpzx43flfaifddpftczprcome 144 29 co co JJ work_zbpzx43flfaifddpftczprcome 144 30 - - JJ work_zbpzx43flfaifddpftczprcome 144 31 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 144 32 network network NN work_zbpzx43flfaifddpftczprcome 144 33 and and CC work_zbpzx43flfaifddpftczprcome 144 34 descriptive descriptive JJ work_zbpzx43flfaifddpftczprcome 144 35 statistics statistic NNS work_zbpzx43flfaifddpftczprcome 144 36 . . . work_zbpzx43flfaifddpftczprcome 145 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 145 2 added add VBD work_zbpzx43flfaifddpftczprcome 145 3 graph graph NN work_zbpzx43flfaifddpftczprcome 145 4 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 145 5 for for IN work_zbpzx43flfaifddpftczprcome 145 6 author author NN work_zbpzx43flfaifddpftczprcome 145 7 research research NN work_zbpzx43flfaifddpftczprcome 145 8 interests interest NNS work_zbpzx43flfaifddpftczprcome 145 9 and and CC work_zbpzx43flfaifddpftczprcome 145 10 node node JJ work_zbpzx43flfaifddpftczprcome 145 11 proximity proximity NN work_zbpzx43flfaifddpftczprcome 145 12 and and CC work_zbpzx43flfaifddpftczprcome 145 13 evaluated evaluate VBD work_zbpzx43flfaifddpftczprcome 145 14 different different JJ work_zbpzx43flfaifddpftczprcome 145 15 combinations combination NNS work_zbpzx43flfaifddpftczprcome 145 16 of of IN work_zbpzx43flfaifddpftczprcome 145 17 models model NNS work_zbpzx43flfaifddpftczprcome 145 18 corresponding correspond VBG work_zbpzx43flfaifddpftczprcome 145 19 to to TO work_zbpzx43flfaifddpftczprcome 145 20 node node RB work_zbpzx43flfaifddpftczprcome 145 21 feature feature VB work_zbpzx43flfaifddpftczprcome 145 22 space space NN work_zbpzx43flfaifddpftczprcome 145 23 representation representation NN work_zbpzx43flfaifddpftczprcome 145 24 . . . work_zbpzx43flfaifddpftczprcome 146 1 LINK link NN work_zbpzx43flfaifddpftczprcome 146 2 EMBEDDINGS embedding NNS work_zbpzx43flfaifddpftczprcome 146 3 To to TO work_zbpzx43flfaifddpftczprcome 146 4 use use VB work_zbpzx43flfaifddpftczprcome 146 5 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 146 6 , , , work_zbpzx43flfaifddpftczprcome 146 7 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 146 8 obtained obtain VBD work_zbpzx43flfaifddpftczprcome 146 9 the the DT work_zbpzx43flfaifddpftczprcome 146 10 vector vector NN work_zbpzx43flfaifddpftczprcome 146 11 node node NN work_zbpzx43flfaifddpftczprcome 146 12 representations representation NNS work_zbpzx43flfaifddpftczprcome 146 13 . . . work_zbpzx43flfaifddpftczprcome 147 1 The the DT work_zbpzx43flfaifddpftczprcome 147 2 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 147 3 embedding embed VBG work_zbpzx43flfaifddpftczprcome 147 4 parameters parameter NNS work_zbpzx43flfaifddpftczprcome 147 5 were be VBD work_zbpzx43flfaifddpftczprcome 147 6 chosen choose VBN work_zbpzx43flfaifddpftczprcome 147 7 via via IN work_zbpzx43flfaifddpftczprcome 147 8 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 147 9 – – : work_zbpzx43flfaifddpftczprcome 147 10 area area NN work_zbpzx43flfaifddpftczprcome 147 11 under under IN work_zbpzx43flfaifddpftczprcome 147 12 the the DT work_zbpzx43flfaifddpftczprcome 147 13 curve curve NN work_zbpzx43flfaifddpftczprcome 147 14 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 147 15 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 147 16 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 147 17 optimization optimization NN work_zbpzx43flfaifddpftczprcome 147 18 over over IN work_zbpzx43flfaifddpftczprcome 147 19 embedding embed VBG work_zbpzx43flfaifddpftczprcome 147 20 size size NN work_zbpzx43flfaifddpftczprcome 147 21 with with IN work_zbpzx43flfaifddpftczprcome 147 22 respect respect NN work_zbpzx43flfaifddpftczprcome 147 23 to to IN work_zbpzx43flfaifddpftczprcome 147 24 different different JJ work_zbpzx43flfaifddpftczprcome 147 25 edge edge NN work_zbpzx43flfaifddpftczprcome 147 26 embedding embed VBG work_zbpzx43flfaifddpftczprcome 147 27 operators operator NNS work_zbpzx43flfaifddpftczprcome 147 28 . . . work_zbpzx43flfaifddpftczprcome 148 1 For for IN work_zbpzx43flfaifddpftczprcome 148 2 edge edge NN work_zbpzx43flfaifddpftczprcome 148 3 embedding embed VBG work_zbpzx43flfaifddpftczprcome 148 4 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 148 5 applied apply VBD work_zbpzx43flfaifddpftczprcome 148 6 specific specific JJ work_zbpzx43flfaifddpftczprcome 148 7 component component NN work_zbpzx43flfaifddpftczprcome 148 8 - - HYPH work_zbpzx43flfaifddpftczprcome 148 9 wise wise JJ work_zbpzx43flfaifddpftczprcome 148 10 functions function NNS work_zbpzx43flfaifddpftczprcome 148 11 representing represent VBG work_zbpzx43flfaifddpftczprcome 148 12 edge edge NN work_zbpzx43flfaifddpftczprcome 148 13 to to IN work_zbpzx43flfaifddpftczprcome 148 14 node node JJ work_zbpzx43flfaifddpftczprcome 148 15 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 148 16 for for IN work_zbpzx43flfaifddpftczprcome 148 17 source source NN work_zbpzx43flfaifddpftczprcome 148 18 and and CC work_zbpzx43flfaifddpftczprcome 148 19 target target VB work_zbpzx43flfaifddpftczprcome 148 20 nodes node NNS work_zbpzx43flfaifddpftczprcome 148 21 of of IN work_zbpzx43flfaifddpftczprcome 148 22 a a DT work_zbpzx43flfaifddpftczprcome 148 23 given give VBN work_zbpzx43flfaifddpftczprcome 148 24 edge edge NN work_zbpzx43flfaifddpftczprcome 148 25 . . . work_zbpzx43flfaifddpftczprcome 149 1 This this DT work_zbpzx43flfaifddpftczprcome 149 2 model model NN work_zbpzx43flfaifddpftczprcome 149 3 was be VBD work_zbpzx43flfaifddpftczprcome 149 4 suggested suggest VBN work_zbpzx43flfaifddpftczprcome 149 5 in in IN work_zbpzx43flfaifddpftczprcome 149 6 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 149 7 & & CC work_zbpzx43flfaifddpftczprcome 149 8 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 149 9 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 149 10 2016 2016 CD work_zbpzx43flfaifddpftczprcome 149 11 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 149 12 , , , work_zbpzx43flfaifddpftczprcome 149 13 in in IN work_zbpzx43flfaifddpftczprcome 149 14 which which WDT work_zbpzx43flfaifddpftczprcome 149 15 four four CD work_zbpzx43flfaifddpftczprcome 149 16 functions function NNS work_zbpzx43flfaifddpftczprcome 149 17 for for IN work_zbpzx43flfaifddpftczprcome 149 18 such such JJ work_zbpzx43flfaifddpftczprcome 149 19 edge edge NN work_zbpzx43flfaifddpftczprcome 149 20 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 149 21 were be VBD work_zbpzx43flfaifddpftczprcome 149 22 presented present VBN work_zbpzx43flfaifddpftczprcome 149 23 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 149 24 see see VB work_zbpzx43flfaifddpftczprcome 149 25 first first JJ work_zbpzx43flfaifddpftczprcome 149 26 four four CD work_zbpzx43flfaifddpftczprcome 149 27 rows row NNS work_zbpzx43flfaifddpftczprcome 149 28 in in IN work_zbpzx43flfaifddpftczprcome 149 29 Table table NN work_zbpzx43flfaifddpftczprcome 149 30 2 2 CD work_zbpzx43flfaifddpftczprcome 149 31 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 149 32 . . . work_zbpzx43flfaifddpftczprcome 150 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 150 2 leave leave VBP work_zbpzx43flfaifddpftczprcome 150 3 an an DT work_zbpzx43flfaifddpftczprcome 150 4 evaluation evaluation NN work_zbpzx43flfaifddpftczprcome 150 5 of of IN work_zbpzx43flfaifddpftczprcome 150 6 the the DT work_zbpzx43flfaifddpftczprcome 150 7 approaches approach NNS work_zbpzx43flfaifddpftczprcome 150 8 from from IN work_zbpzx43flfaifddpftczprcome 150 9 Abu Abu NNP work_zbpzx43flfaifddpftczprcome 150 10 - - HYPH work_zbpzx43flfaifddpftczprcome 150 11 El El NNP work_zbpzx43flfaifddpftczprcome 150 12 - - HYPH work_zbpzx43flfaifddpftczprcome 150 13 Haija Haija NNP work_zbpzx43flfaifddpftczprcome 150 14 , , , work_zbpzx43flfaifddpftczprcome 150 15 Perozzi Perozzi NNP work_zbpzx43flfaifddpftczprcome 150 16 & & CC work_zbpzx43flfaifddpftczprcome 150 17 Al Al NNP work_zbpzx43flfaifddpftczprcome 150 18 - - HYPH work_zbpzx43flfaifddpftczprcome 150 19 Rfou Rfou NNP work_zbpzx43flfaifddpftczprcome 150 20 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 150 21 2017 2017 CD work_zbpzx43flfaifddpftczprcome 150 22 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 150 23 , , , work_zbpzx43flfaifddpftczprcome 150 24 which which WDT work_zbpzx43flfaifddpftczprcome 150 25 use use VBP work_zbpzx43flfaifddpftczprcome 150 26 bi bi JJ work_zbpzx43flfaifddpftczprcome 150 27 - - JJ work_zbpzx43flfaifddpftczprcome 150 28 linear linear JJ work_zbpzx43flfaifddpftczprcome 150 29 form form NN work_zbpzx43flfaifddpftczprcome 150 30 learning learn VBG work_zbpzx43flfaifddpftczprcome 150 31 from from IN work_zbpzx43flfaifddpftczprcome 150 32 reduced reduce VBN work_zbpzx43flfaifddpftczprcome 150 33 by by IN work_zbpzx43flfaifddpftczprcome 150 34 deep deep JJ work_zbpzx43flfaifddpftczprcome 150 35 neural neural JJ work_zbpzx43flfaifddpftczprcome 150 36 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 150 37 et et NNP work_zbpzx43flfaifddpftczprcome 150 38 al al NNP work_zbpzx43flfaifddpftczprcome 150 39 . . . work_zbpzx43flfaifddpftczprcome 151 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 151 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 151 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 151 4 , , , work_zbpzx43flfaifddpftczprcome 151 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 151 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 151 7 . . . work_zbpzx43flfaifddpftczprcome 152 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 152 2 . . NNP work_zbpzx43flfaifddpftczprcome 152 3 , , , work_zbpzx43flfaifddpftczprcome 152 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 152 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 152 6 / / SYM work_zbpzx43flfaifddpftczprcome 152 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 152 8 - - HYPH work_zbpzx43flfaifddpftczprcome 152 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 152 10 7/20 7/20 CD work_zbpzx43flfaifddpftczprcome 152 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 152 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNP work_zbpzx43flfaifddpftczprcome 152 13 network network NNP work_zbpzx43flfaifddpftczprcome 152 14 node node RB work_zbpzx43flfaifddpftczprcome 152 15 embedding embed VBG work_zbpzx43flfaifddpftczprcome 152 16 , , , work_zbpzx43flfaifddpftczprcome 152 17 for for IN work_zbpzx43flfaifddpftczprcome 152 18 the the DT work_zbpzx43flfaifddpftczprcome 152 19 future future JJ work_zbpzx43flfaifddpftczprcome 152 20 work work NN work_zbpzx43flfaifddpftczprcome 152 21 while while IN work_zbpzx43flfaifddpftczprcome 152 22 also also RB work_zbpzx43flfaifddpftczprcome 152 23 working work VBG work_zbpzx43flfaifddpftczprcome 152 24 on on IN work_zbpzx43flfaifddpftczprcome 152 25 a a DT work_zbpzx43flfaifddpftczprcome 152 26 new new JJ work_zbpzx43flfaifddpftczprcome 152 27 model model NN work_zbpzx43flfaifddpftczprcome 152 28 of of IN work_zbpzx43flfaifddpftczprcome 152 29 joint joint JJ work_zbpzx43flfaifddpftczprcome 152 30 node node JJ work_zbpzx43flfaifddpftczprcome 152 31 - - HYPH work_zbpzx43flfaifddpftczprcome 152 32 edge edge NN work_zbpzx43flfaifddpftczprcome 152 33 graph graph NN work_zbpzx43flfaifddpftczprcome 152 34 embedding embedding NN work_zbpzx43flfaifddpftczprcome 152 35 , , , work_zbpzx43flfaifddpftczprcome 152 36 similar similar JJ work_zbpzx43flfaifddpftczprcome 152 37 to to IN work_zbpzx43flfaifddpftczprcome 152 38 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 152 39 Goyal Goyal NNP work_zbpzx43flfaifddpftczprcome 152 40 et et NNP work_zbpzx43flfaifddpftczprcome 152 41 al al NNP work_zbpzx43flfaifddpftczprcome 152 42 . . NNP work_zbpzx43flfaifddpftczprcome 152 43 , , , work_zbpzx43flfaifddpftczprcome 152 44 2018 2018 CD work_zbpzx43flfaifddpftczprcome 152 45 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 152 46 . . . work_zbpzx43flfaifddpftczprcome 153 1 Presented present VBN work_zbpzx43flfaifddpftczprcome 153 2 in in IN work_zbpzx43flfaifddpftczprcome 153 3 the the DT work_zbpzx43flfaifddpftczprcome 153 4 paper paper NN work_zbpzx43flfaifddpftczprcome 153 5 model model NN work_zbpzx43flfaifddpftczprcome 153 6 suggests suggest VBZ work_zbpzx43flfaifddpftczprcome 153 7 simple simple JJ work_zbpzx43flfaifddpftczprcome 153 8 generalization generalization NN work_zbpzx43flfaifddpftczprcome 153 9 of of IN work_zbpzx43flfaifddpftczprcome 153 10 the the DT work_zbpzx43flfaifddpftczprcome 153 11 idea idea NN work_zbpzx43flfaifddpftczprcome 153 12 of of IN work_zbpzx43flfaifddpftczprcome 153 13 pooling pool VBG work_zbpzx43flfaifddpftczprcome 153 14 first first JJ work_zbpzx43flfaifddpftczprcome 153 15 - - HYPH work_zbpzx43flfaifddpftczprcome 153 16 order order NN work_zbpzx43flfaifddpftczprcome 153 17 neighborhood neighborhood NN work_zbpzx43flfaifddpftczprcome 153 18 of of IN work_zbpzx43flfaifddpftczprcome 153 19 nodes node NNS work_zbpzx43flfaifddpftczprcome 153 20 while while IN work_zbpzx43flfaifddpftczprcome 153 21 constructing construct VBG work_zbpzx43flfaifddpftczprcome 153 22 edge edge NN work_zbpzx43flfaifddpftczprcome 153 23 embedding embed VBG work_zbpzx43flfaifddpftczprcome 153 24 operator operator NN work_zbpzx43flfaifddpftczprcome 153 25 , , , work_zbpzx43flfaifddpftczprcome 153 26 which which WDT work_zbpzx43flfaifddpftczprcome 153 27 is be VBZ work_zbpzx43flfaifddpftczprcome 153 28 much much RB work_zbpzx43flfaifddpftczprcome 153 29 faster fast JJR work_zbpzx43flfaifddpftczprcome 153 30 than than IN work_zbpzx43flfaifddpftczprcome 153 31 dimensionality dimensionality NN work_zbpzx43flfaifddpftczprcome 153 32 reduction reduction NN work_zbpzx43flfaifddpftczprcome 153 33 approaches approach NNS work_zbpzx43flfaifddpftczprcome 153 34 . . . work_zbpzx43flfaifddpftczprcome 154 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 154 2 evaluated evaluate VBD work_zbpzx43flfaifddpftczprcome 154 3 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 154 4 model model NN work_zbpzx43flfaifddpftczprcome 154 5 on on IN work_zbpzx43flfaifddpftczprcome 154 6 two two CD work_zbpzx43flfaifddpftczprcome 154 7 additional additional JJ work_zbpzx43flfaifddpftczprcome 154 8 functions function NNS work_zbpzx43flfaifddpftczprcome 154 9 involving involve VBG work_zbpzx43flfaifddpftczprcome 154 10 not not RB work_zbpzx43flfaifddpftczprcome 154 11 only only RB work_zbpzx43flfaifddpftczprcome 154 12 edge edge NN work_zbpzx43flfaifddpftczprcome 154 13 source source NN work_zbpzx43flfaifddpftczprcome 154 14 and and CC work_zbpzx43flfaifddpftczprcome 154 15 target target VB work_zbpzx43flfaifddpftczprcome 154 16 node node NN work_zbpzx43flfaifddpftczprcome 154 17 representations representation NNS work_zbpzx43flfaifddpftczprcome 154 18 , , , work_zbpzx43flfaifddpftczprcome 154 19 but but CC work_zbpzx43flfaifddpftczprcome 154 20 also also RB work_zbpzx43flfaifddpftczprcome 154 21 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 154 22 neighborhood neighborhood NN work_zbpzx43flfaifddpftczprcome 154 23 representations representation NNS work_zbpzx43flfaifddpftczprcome 154 24 as as IN work_zbpzx43flfaifddpftczprcome 154 25 average average JJ work_zbpzx43flfaifddpftczprcome 154 26 over over IN work_zbpzx43flfaifddpftczprcome 154 27 all all PDT work_zbpzx43flfaifddpftczprcome 154 28 the the DT work_zbpzx43flfaifddpftczprcome 154 29 nodes node NNS work_zbpzx43flfaifddpftczprcome 154 30 in in IN work_zbpzx43flfaifddpftczprcome 154 31 first first JJ work_zbpzx43flfaifddpftczprcome 154 32 - - HYPH work_zbpzx43flfaifddpftczprcome 154 33 order order NN work_zbpzx43flfaifddpftczprcome 154 34 proximity proximity NN work_zbpzx43flfaifddpftczprcome 154 35 . . . work_zbpzx43flfaifddpftczprcome 155 1 These these DT work_zbpzx43flfaifddpftczprcome 155 2 measures measure NNS work_zbpzx43flfaifddpftczprcome 155 3 were be VBD work_zbpzx43flfaifddpftczprcome 155 4 first first RB work_zbpzx43flfaifddpftczprcome 155 5 presented present VBN work_zbpzx43flfaifddpftczprcome 155 6 in in IN work_zbpzx43flfaifddpftczprcome 155 7 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 155 8 et et NNP work_zbpzx43flfaifddpftczprcome 155 9 al al NNP work_zbpzx43flfaifddpftczprcome 155 10 . . . work_zbpzx43flfaifddpftczprcome 156 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 156 2 2018b 2018b LS work_zbpzx43flfaifddpftczprcome 156 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 156 4 but but CC work_zbpzx43flfaifddpftczprcome 156 5 were be VBD work_zbpzx43flfaifddpftczprcome 156 6 not not RB work_zbpzx43flfaifddpftczprcome 156 7 properly properly RB work_zbpzx43flfaifddpftczprcome 156 8 evaluated evaluate VBN work_zbpzx43flfaifddpftczprcome 156 9 . . . work_zbpzx43flfaifddpftczprcome 157 1 The the DT work_zbpzx43flfaifddpftczprcome 157 2 resulting result VBG work_zbpzx43flfaifddpftczprcome 157 3 list list NN work_zbpzx43flfaifddpftczprcome 157 4 of of IN work_zbpzx43flfaifddpftczprcome 157 5 link link NN work_zbpzx43flfaifddpftczprcome 157 6 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 157 7 is be VBZ work_zbpzx43flfaifddpftczprcome 157 8 presented present VBN work_zbpzx43flfaifddpftczprcome 157 9 in in IN work_zbpzx43flfaifddpftczprcome 157 10 Table Table NNP work_zbpzx43flfaifddpftczprcome 157 11 2 2 CD work_zbpzx43flfaifddpftczprcome 157 12 . . . work_zbpzx43flfaifddpftczprcome 158 1 For for IN work_zbpzx43flfaifddpftczprcome 158 2 each each DT work_zbpzx43flfaifddpftczprcome 158 3 author author NN work_zbpzx43flfaifddpftczprcome 158 4 , , , work_zbpzx43flfaifddpftczprcome 158 5 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 158 6 also also RB work_zbpzx43flfaifddpftczprcome 158 7 chose choose VBD work_zbpzx43flfaifddpftczprcome 158 8 the the DT work_zbpzx43flfaifddpftczprcome 158 9 most most RBS work_zbpzx43flfaifddpftczprcome 158 10 frequent frequent JJ work_zbpzx43flfaifddpftczprcome 158 11 keyword keyword NN work_zbpzx43flfaifddpftczprcome 158 12 in in IN work_zbpzx43flfaifddpftczprcome 158 13 the the DT work_zbpzx43flfaifddpftczprcome 158 14 co co NN work_zbpzx43flfaifddpftczprcome 158 15 - - NN work_zbpzx43flfaifddpftczprcome 158 16 occurrence occurrence JJ work_zbpzx43flfaifddpftczprcome 158 17 network network NN work_zbpzx43flfaifddpftczprcome 158 18 and and CC work_zbpzx43flfaifddpftczprcome 158 19 then then RB work_zbpzx43flfaifddpftczprcome 158 20 constructed construct VBD work_zbpzx43flfaifddpftczprcome 158 21 general general JJ work_zbpzx43flfaifddpftczprcome 158 22 embedding embedding NN work_zbpzx43flfaifddpftczprcome 158 23 using use VBG work_zbpzx43flfaifddpftczprcome 158 24 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 158 25 with with IN work_zbpzx43flfaifddpftczprcome 158 26 automatically automatically RB work_zbpzx43flfaifddpftczprcome 158 27 chosen choose VBN work_zbpzx43flfaifddpftczprcome 158 28 parameters parameter NNS work_zbpzx43flfaifddpftczprcome 158 29 . . . work_zbpzx43flfaifddpftczprcome 159 1 Table table NN work_zbpzx43flfaifddpftczprcome 159 2 1 1 CD work_zbpzx43flfaifddpftczprcome 159 3 Similarity similarity NN work_zbpzx43flfaifddpftczprcome 159 4 score score NN work_zbpzx43flfaifddpftczprcome 159 5 for for IN work_zbpzx43flfaifddpftczprcome 159 6 a a DT work_zbpzx43flfaifddpftczprcome 159 7 pair pair NN work_zbpzx43flfaifddpftczprcome 159 8 of of IN work_zbpzx43flfaifddpftczprcome 159 9 nodes node NNS work_zbpzx43flfaifddpftczprcome 159 10 u u NNP work_zbpzx43flfaifddpftczprcome 159 11 and and CC work_zbpzx43flfaifddpftczprcome 159 12 v v NN work_zbpzx43flfaifddpftczprcome 159 13 with with IN work_zbpzx43flfaifddpftczprcome 159 14 local local JJ work_zbpzx43flfaifddpftczprcome 159 15 neighborhoods neighborhood NNS work_zbpzx43flfaifddpftczprcome 159 16 N(u N(u NNP work_zbpzx43flfaifddpftczprcome 159 17 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 159 18 and and CC work_zbpzx43flfaifddpftczprcome 159 19 N(v N(v NNP work_zbpzx43flfaifddpftczprcome 159 20 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 159 21 correspondingly correspondingly RB work_zbpzx43flfaifddpftczprcome 159 22 , , , work_zbpzx43flfaifddpftczprcome 159 23 and and CC work_zbpzx43flfaifddpftczprcome 159 24 for for IN work_zbpzx43flfaifddpftczprcome 159 25 vectors vector NNS work_zbpzx43flfaifddpftczprcome 159 26 corresponding correspond VBG work_zbpzx43flfaifddpftczprcome 159 27 to to IN work_zbpzx43flfaifddpftczprcome 159 28 two two CD work_zbpzx43flfaifddpftczprcome 159 29 authors author NNS work_zbpzx43flfaifddpftczprcome 159 30 research research NN work_zbpzx43flfaifddpftczprcome 159 31 interests interest NNS work_zbpzx43flfaifddpftczprcome 159 32 X X NNP work_zbpzx43flfaifddpftczprcome 159 33 and and CC work_zbpzx43flfaifddpftczprcome 159 34 Y. Y. NNP work_zbpzx43flfaifddpftczprcome 159 35 Similarity Similarity NNP work_zbpzx43flfaifddpftczprcome 159 36 metric metric NN work_zbpzx43flfaifddpftczprcome 159 37 Definition Definition NNP work_zbpzx43flfaifddpftczprcome 159 38 Common Common NNP work_zbpzx43flfaifddpftczprcome 159 39 neighbors neighbor NNS work_zbpzx43flfaifddpftczprcome 159 40 jN(u jn(u NN work_zbpzx43flfaifddpftczprcome 159 41 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 159 42 \ \ MD work_zbpzx43flfaifddpftczprcome 159 43 N(v)j N(v)j NNP work_zbpzx43flfaifddpftczprcome 159 44 Jaccard Jaccard NNP work_zbpzx43flfaifddpftczprcome 159 45 coefficient coefficient VBD work_zbpzx43flfaifddpftczprcome 159 46 jNðuÞ jnðuþ NN work_zbpzx43flfaifddpftczprcome 159 47 \ \ NN work_zbpzx43flfaifddpftczprcome 159 48 NðvÞj NðvÞj NNS work_zbpzx43flfaifddpftczprcome 159 49 jNðuÞ jnðuþ NN work_zbpzx43flfaifddpftczprcome 159 50 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 159 51 NðvÞj NðvÞj NNP work_zbpzx43flfaifddpftczprcome 159 52 Adamic Adamic NNP work_zbpzx43flfaifddpftczprcome 159 53 - - HYPH work_zbpzx43flfaifddpftczprcome 159 54 Adar Adar NNP work_zbpzx43flfaifddpftczprcome 159 55 score score NN work_zbpzx43flfaifddpftczprcome 159 56 X x NN work_zbpzx43flfaifddpftczprcome 159 57 w2NðuÞ\NðvÞ w2nðuþ\nðvþ NN work_zbpzx43flfaifddpftczprcome 159 58 1 1 CD work_zbpzx43flfaifddpftczprcome 159 59 ln ln NN work_zbpzx43flfaifddpftczprcome 159 60 jNðwÞj jNðwÞj NNP work_zbpzx43flfaifddpftczprcome 159 61 Preferential preferential JJ work_zbpzx43flfaifddpftczprcome 159 62 attachment attachment NN work_zbpzx43flfaifddpftczprcome 159 63 jN(u)j jn(u)j NN work_zbpzx43flfaifddpftczprcome 159 64 · · NFP work_zbpzx43flfaifddpftczprcome 159 65 jN(v)j jN(v)j NNP work_zbpzx43flfaifddpftczprcome 159 66 Graph Graph NNP work_zbpzx43flfaifddpftczprcome 159 67 distance distance NN work_zbpzx43flfaifddpftczprcome 159 68 Length Length NNP work_zbpzx43flfaifddpftczprcome 159 69 of of IN work_zbpzx43flfaifddpftczprcome 159 70 shortest short JJS work_zbpzx43flfaifddpftczprcome 159 71 path path NN work_zbpzx43flfaifddpftczprcome 159 72 between between IN work_zbpzx43flfaifddpftczprcome 159 73 u u NN work_zbpzx43flfaifddpftczprcome 159 74 and and CC work_zbpzx43flfaifddpftczprcome 159 75 v v LS work_zbpzx43flfaifddpftczprcome 159 76 Metric metric JJ work_zbpzx43flfaifddpftczprcome 159 77 score score NN work_zbpzx43flfaifddpftczprcome 159 78 1 1 CD work_zbpzx43flfaifddpftczprcome 159 79 1 1 CD work_zbpzx43flfaifddpftczprcome 159 80 þ þ NN work_zbpzx43flfaifddpftczprcome 159 81 jjx jjx NNP work_zbpzx43flfaifddpftczprcome 159 82 � � . work_zbpzx43flfaifddpftczprcome 159 83 yjj yjj FW work_zbpzx43flfaifddpftczprcome 159 84 Cosine Cosine NNP work_zbpzx43flfaifddpftczprcome 159 85 score score NN work_zbpzx43flfaifddpftczprcome 159 86 ðx ðx XX work_zbpzx43flfaifddpftczprcome 159 87 ; ; : work_zbpzx43flfaifddpftczprcome 159 88 yÞ yÞ NNP work_zbpzx43flfaifddpftczprcome 159 89 jjxjjjjyjj jjxjjjjyjj NNP work_zbpzx43flfaifddpftczprcome 159 90 Pearson Pearson NNP work_zbpzx43flfaifddpftczprcome 159 91 coefficient coefficient NN work_zbpzx43flfaifddpftczprcome 159 92 covðx covðx NN work_zbpzx43flfaifddpftczprcome 159 93 ; ; : work_zbpzx43flfaifddpftczprcome 159 94 yÞffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi yÞffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi NNP work_zbpzx43flfaifddpftczprcome 159 95 covðx covðx JJ work_zbpzx43flfaifddpftczprcome 159 96 ; ; : work_zbpzx43flfaifddpftczprcome 159 97 xÞ xÞ NNP work_zbpzx43flfaifddpftczprcome 159 98 p p NNP work_zbpzx43flfaifddpftczprcome 159 99 � � NNP work_zbpzx43flfaifddpftczprcome 159 100 ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi NN work_zbpzx43flfaifddpftczprcome 159 101 covðy covðy NN work_zbpzx43flfaifddpftczprcome 159 102 ; ; : work_zbpzx43flfaifddpftczprcome 159 103 yÞ yÞ NNP work_zbpzx43flfaifddpftczprcome 159 104 p p DT work_zbpzx43flfaifddpftczprcome 159 105 Generalized Generalized NNP work_zbpzx43flfaifddpftczprcome 159 106 Jaccard Jaccard NNP work_zbpzx43flfaifddpftczprcome 159 107 P p NN work_zbpzx43flfaifddpftczprcome 159 108 minðxi minðxi NN work_zbpzx43flfaifddpftczprcome 159 109 ; ; : work_zbpzx43flfaifddpftczprcome 159 110 yiÞP yiÞP NNP work_zbpzx43flfaifddpftczprcome 159 111 maxðxi maxðxi NNP work_zbpzx43flfaifddpftczprcome 159 112 ; ; : work_zbpzx43flfaifddpftczprcome 159 113 yiÞ yiÞ NNP work_zbpzx43flfaifddpftczprcome 159 114 Table table NN work_zbpzx43flfaifddpftczprcome 159 115 2 2 CD work_zbpzx43flfaifddpftczprcome 159 116 Binary binary JJ work_zbpzx43flfaifddpftczprcome 159 117 operators operator NNS work_zbpzx43flfaifddpftczprcome 159 118 for for IN work_zbpzx43flfaifddpftczprcome 159 119 computing compute VBG work_zbpzx43flfaifddpftczprcome 159 120 vectorized vectorize VBN work_zbpzx43flfaifddpftczprcome 159 121 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 159 122 u u NNP work_zbpzx43flfaifddpftczprcome 159 123 , , , work_zbpzx43flfaifddpftczprcome 159 124 v)-edge v)-edge NNP work_zbpzx43flfaifddpftczprcome 159 125 representation representation NN work_zbpzx43flfaifddpftczprcome 159 126 based base VBN work_zbpzx43flfaifddpftczprcome 159 127 on on IN work_zbpzx43flfaifddpftczprcome 159 128 node node JJ work_zbpzx43flfaifddpftczprcome 159 129 attribute attribute NN work_zbpzx43flfaifddpftczprcome 159 130 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 159 131 f(x f(x NNP work_zbpzx43flfaifddpftczprcome 159 132 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 159 133 for for IN work_zbpzx43flfaifddpftczprcome 159 134 ith ith NNP work_zbpzx43flfaifddpftczprcome 159 135 component component NN work_zbpzx43flfaifddpftczprcome 159 136 for for IN work_zbpzx43flfaifddpftczprcome 159 137 f(u f(u NNP work_zbpzx43flfaifddpftczprcome 159 138 , , , work_zbpzx43flfaifddpftczprcome 159 139 v v LS work_zbpzx43flfaifddpftczprcome 159 140 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 159 141 . . . work_zbpzx43flfaifddpftczprcome 160 1 Symmetry symmetry VB work_zbpzx43flfaifddpftczprcome 160 2 operator operator NN work_zbpzx43flfaifddpftczprcome 160 3 Definition Definition NNP work_zbpzx43flfaifddpftczprcome 160 4 Average Average NNP work_zbpzx43flfaifddpftczprcome 160 5 fiðuÞ fiðuÞ NNP work_zbpzx43flfaifddpftczprcome 160 6 þ þ NN work_zbpzx43flfaifddpftczprcome 160 7 fiðvÞ fiðvÞ NNP work_zbpzx43flfaifddpftczprcome 160 8 2 2 CD work_zbpzx43flfaifddpftczprcome 160 9 Hadamard Hadamard NNP work_zbpzx43flfaifddpftczprcome 160 10 fi(u fi(u VBN work_zbpzx43flfaifddpftczprcome 160 11 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 160 12 · · NFP work_zbpzx43flfaifddpftczprcome 160 13 fi(v fi(v CD work_zbpzx43flfaifddpftczprcome 160 14 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 160 15 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 160 16 - - HYPH work_zbpzx43flfaifddpftczprcome 160 17 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 160 18 jfi(u jfi(u NN work_zbpzx43flfaifddpftczprcome 160 19 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 160 20 - - : work_zbpzx43flfaifddpftczprcome 160 21 fi(v)j fi(v)j NNP work_zbpzx43flfaifddpftczprcome 160 22 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 160 23 - - HYPH work_zbpzx43flfaifddpftczprcome 160 24 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 160 25 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 160 26 fi(u fi(u NNP work_zbpzx43flfaifddpftczprcome 160 27 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 160 28 - - : work_zbpzx43flfaifddpftczprcome 160 29 fi(v fi(v NN work_zbpzx43flfaifddpftczprcome 160 30 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 160 31 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 160 32 2 2 CD work_zbpzx43flfaifddpftczprcome 160 33 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 160 34 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 160 35 - - HYPH work_zbpzx43flfaifddpftczprcome 160 36 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 160 37 P P NNP work_zbpzx43flfaifddpftczprcome 160 38 w2NðuÞ[fug w2NðuÞ[fug NNP work_zbpzx43flfaifddpftczprcome 160 39 fiðwÞ fiðwÞ NNP work_zbpzx43flfaifddpftczprcome 160 40 jNðuÞj jNðuÞj NNP work_zbpzx43flfaifddpftczprcome 160 41 þ þ DT work_zbpzx43flfaifddpftczprcome 160 42 1 1 CD work_zbpzx43flfaifddpftczprcome 160 43 � � NNP work_zbpzx43flfaifddpftczprcome 160 44 P p NN work_zbpzx43flfaifddpftczprcome 160 45 t2NðvÞ[fvg t2NðvÞ[fvg NNP work_zbpzx43flfaifddpftczprcome 160 46 fiðtÞ fiðtÞ NNP work_zbpzx43flfaifddpftczprcome 160 47 jNðvÞj jNðvÞj NNS work_zbpzx43flfaifddpftczprcome 160 48 þ þ DT work_zbpzx43flfaifddpftczprcome 160 49 1 1 CD work_zbpzx43flfaifddpftczprcome 160 50 � � NNS work_zbpzx43flfaifddpftczprcome 160 51 � � JJ work_zbpzx43flfaifddpftczprcome 160 52 � � JJ work_zbpzx43flfaifddpftczprcome 160 53 � � VBZ work_zbpzx43flfaifddpftczprcome 160 54 � � VBZ work_zbpzx43flfaifddpftczprcome 160 55 � � JJ work_zbpzx43flfaifddpftczprcome 160 56 � � JJ work_zbpzx43flfaifddpftczprcome 160 57 � � NNP work_zbpzx43flfaifddpftczprcome 160 58 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 160 59 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 160 60 - - HYPH work_zbpzx43flfaifddpftczprcome 160 61 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 160 62 P P NNP work_zbpzx43flfaifddpftczprcome 160 63 w2NðuÞ[fug w2NðuÞ[fug NNP work_zbpzx43flfaifddpftczprcome 160 64 fiðwÞ fiðwÞ NNP work_zbpzx43flfaifddpftczprcome 160 65 jNðuÞj jNðuÞj NNP work_zbpzx43flfaifddpftczprcome 160 66 þ þ DT work_zbpzx43flfaifddpftczprcome 160 67 1 1 CD work_zbpzx43flfaifddpftczprcome 160 68 � � NNP work_zbpzx43flfaifddpftczprcome 160 69 P p NN work_zbpzx43flfaifddpftczprcome 160 70 t2NðvÞ[fvg t2NðvÞ[fvg NNP work_zbpzx43flfaifddpftczprcome 160 71 fiðtÞ fiðtÞ NNP work_zbpzx43flfaifddpftczprcome 160 72 jNðvÞj jNðvÞj NNS work_zbpzx43flfaifddpftczprcome 160 73 þ þ DT work_zbpzx43flfaifddpftczprcome 160 74 1 1 CD work_zbpzx43flfaifddpftczprcome 160 75 � � NNP work_zbpzx43flfaifddpftczprcome 160 76 � � NNP work_zbpzx43flfaifddpftczprcome 160 77 2 2 CD work_zbpzx43flfaifddpftczprcome 160 78 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 160 79 et et NNP work_zbpzx43flfaifddpftczprcome 160 80 al al NNP work_zbpzx43flfaifddpftczprcome 160 81 . . . work_zbpzx43flfaifddpftczprcome 161 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 161 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 161 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 161 4 , , , work_zbpzx43flfaifddpftczprcome 161 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 161 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 161 7 . . . work_zbpzx43flfaifddpftczprcome 162 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 162 2 . . NNP work_zbpzx43flfaifddpftczprcome 162 3 , , , work_zbpzx43flfaifddpftczprcome 162 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 162 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 162 6 / / SYM work_zbpzx43flfaifddpftczprcome 162 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 162 8 - - HYPH work_zbpzx43flfaifddpftczprcome 162 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 162 10 8/20 8/20 CD work_zbpzx43flfaifddpftczprcome 162 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 162 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ JJ work_zbpzx43flfaifddpftczprcome 162 13 Overall overall JJ work_zbpzx43flfaifddpftczprcome 162 14 edge edge NN work_zbpzx43flfaifddpftczprcome 162 15 embedding embedding NN work_zbpzx43flfaifddpftczprcome 162 16 contained contain VBD work_zbpzx43flfaifddpftczprcome 162 17 several several JJ work_zbpzx43flfaifddpftczprcome 162 18 feature feature NN work_zbpzx43flfaifddpftczprcome 162 19 spaces space NNS work_zbpzx43flfaifddpftczprcome 162 20 described describe VBN work_zbpzx43flfaifddpftczprcome 162 21 by by IN work_zbpzx43flfaifddpftczprcome 162 22 the the DT work_zbpzx43flfaifddpftczprcome 162 23 following follow VBG work_zbpzx43flfaifddpftczprcome 162 24 List list NN work_zbpzx43flfaifddpftczprcome 162 25 1 1 CD work_zbpzx43flfaifddpftczprcome 162 26 : : : work_zbpzx43flfaifddpftczprcome 162 27 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 162 28 1 1 LS work_zbpzx43flfaifddpftczprcome 162 29 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 162 30 Edge edge NN work_zbpzx43flfaifddpftczprcome 162 31 embedding embedding NN work_zbpzx43flfaifddpftczprcome 162 32 based base VBN work_zbpzx43flfaifddpftczprcome 162 33 on on IN work_zbpzx43flfaifddpftczprcome 162 34 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 162 35 node node NNP work_zbpzx43flfaifddpftczprcome 162 36 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 162 37 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 162 38 2 2 LS work_zbpzx43flfaifddpftczprcome 162 39 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 162 40 Edge edge NN work_zbpzx43flfaifddpftczprcome 162 41 embedding embedding NN work_zbpzx43flfaifddpftczprcome 162 42 based base VBN work_zbpzx43flfaifddpftczprcome 162 43 on on IN work_zbpzx43flfaifddpftczprcome 162 44 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 162 45 embedding embed VBG work_zbpzx43flfaifddpftczprcome 162 46 for for IN work_zbpzx43flfaifddpftczprcome 162 47 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 162 48 co co NN work_zbpzx43flfaifddpftczprcome 162 49 - - JJ work_zbpzx43flfaifddpftczprcome 162 50 occurrence occurrence JJ work_zbpzx43flfaifddpftczprcome 162 51 network network NN work_zbpzx43flfaifddpftczprcome 162 52 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 162 53 3 3 LS work_zbpzx43flfaifddpftczprcome 162 54 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 162 55 Network network NN work_zbpzx43flfaifddpftczprcome 162 56 similarity similarity NN work_zbpzx43flfaifddpftczprcome 162 57 scores score NNS work_zbpzx43flfaifddpftczprcome 162 58 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 162 59 baselines baseline NNS work_zbpzx43flfaifddpftczprcome 162 60 in in IN work_zbpzx43flfaifddpftczprcome 162 61 Liben Liben NNP work_zbpzx43flfaifddpftczprcome 162 62 - - HYPH work_zbpzx43flfaifddpftczprcome 162 63 Nowell Nowell NNP work_zbpzx43flfaifddpftczprcome 162 64 & & CC work_zbpzx43flfaifddpftczprcome 162 65 Kleinberg Kleinberg NNP work_zbpzx43flfaifddpftczprcome 162 66 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 162 67 2007 2007 CD work_zbpzx43flfaifddpftczprcome 162 68 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 162 69 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 162 70 - - : work_zbpzx43flfaifddpftczprcome 162 71 Common common JJ work_zbpzx43flfaifddpftczprcome 162 72 neighbors neighbor NNS work_zbpzx43flfaifddpftczprcome 162 73 - - HYPH work_zbpzx43flfaifddpftczprcome 162 74 Jaccard Jaccard NNP work_zbpzx43flfaifddpftczprcome 162 75 ’s ’s POS work_zbpzx43flfaifddpftczprcome 162 76 coefficient coefficient NN work_zbpzx43flfaifddpftczprcome 162 77 - - : work_zbpzx43flfaifddpftczprcome 162 78 Adamic Adamic NNP work_zbpzx43flfaifddpftczprcome 162 79 - - HYPH work_zbpzx43flfaifddpftczprcome 162 80 Adar Adar NNP work_zbpzx43flfaifddpftczprcome 162 81 score score NN work_zbpzx43flfaifddpftczprcome 162 82 - - HYPH work_zbpzx43flfaifddpftczprcome 162 83 Preferential preferential JJ work_zbpzx43flfaifddpftczprcome 162 84 attachment attachment NN work_zbpzx43flfaifddpftczprcome 162 85 - - HYPH work_zbpzx43flfaifddpftczprcome 162 86 Graph Graph NNP work_zbpzx43flfaifddpftczprcome 162 87 distance distance NN work_zbpzx43flfaifddpftczprcome 162 88 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 162 89 4 4 LS work_zbpzx43flfaifddpftczprcome 162 90 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 162 91 Author author NN work_zbpzx43flfaifddpftczprcome 162 92 similarity similarity NN work_zbpzx43flfaifddpftczprcome 162 93 scores score NNS work_zbpzx43flfaifddpftczprcome 162 94 - - : work_zbpzx43flfaifddpftczprcome 162 95 Cosine Cosine NNP work_zbpzx43flfaifddpftczprcome 162 96 similarity similarity NN work_zbpzx43flfaifddpftczprcome 162 97 - - : work_zbpzx43flfaifddpftczprcome 162 98 Common common JJ work_zbpzx43flfaifddpftczprcome 162 99 neighbors neighbor NNS work_zbpzx43flfaifddpftczprcome 162 100 - - HYPH work_zbpzx43flfaifddpftczprcome 162 101 Jaccard Jaccard NNP work_zbpzx43flfaifddpftczprcome 162 102 ’s ’s POS work_zbpzx43flfaifddpftczprcome 162 103 generalized generalize VBN work_zbpzx43flfaifddpftczprcome 162 104 coefficient coefficient NN work_zbpzx43flfaifddpftczprcome 162 105 - - HYPH work_zbpzx43flfaifddpftczprcome 162 106 Pearson Pearson NNP work_zbpzx43flfaifddpftczprcome 162 107 ’s ’s POS work_zbpzx43flfaifddpftczprcome 162 108 correlation correlation NN work_zbpzx43flfaifddpftczprcome 162 109 coefficient coefficient NN work_zbpzx43flfaifddpftczprcome 162 110 - - HYPH work_zbpzx43flfaifddpftczprcome 162 111 Metric metric JJ work_zbpzx43flfaifddpftczprcome 162 112 score score NN work_zbpzx43flfaifddpftczprcome 162 113 TRAINING training NN work_zbpzx43flfaifddpftczprcome 162 114 MODEL model NN work_zbpzx43flfaifddpftczprcome 162 115 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 162 116 consider consider VBP work_zbpzx43flfaifddpftczprcome 162 117 machine machine NN work_zbpzx43flfaifddpftczprcome 162 118 learning learning NN work_zbpzx43flfaifddpftczprcome 162 119 models model NNS work_zbpzx43flfaifddpftczprcome 162 120 for for IN work_zbpzx43flfaifddpftczprcome 162 121 binary binary JJ work_zbpzx43flfaifddpftczprcome 162 122 classification classification NN work_zbpzx43flfaifddpftczprcome 162 123 task task NN work_zbpzx43flfaifddpftczprcome 162 124 of of IN work_zbpzx43flfaifddpftczprcome 162 125 whether whether IN work_zbpzx43flfaifddpftczprcome 162 126 for for IN work_zbpzx43flfaifddpftczprcome 162 127 a a DT work_zbpzx43flfaifddpftczprcome 162 128 given give VBN work_zbpzx43flfaifddpftczprcome 162 129 pair pair NN work_zbpzx43flfaifddpftczprcome 162 130 of of IN work_zbpzx43flfaifddpftczprcome 162 131 nodes node NNS work_zbpzx43flfaifddpftczprcome 162 132 there there EX work_zbpzx43flfaifddpftczprcome 162 133 will will MD work_zbpzx43flfaifddpftczprcome 162 134 be be VB work_zbpzx43flfaifddpftczprcome 162 135 a a DT work_zbpzx43flfaifddpftczprcome 162 136 link link NN work_zbpzx43flfaifddpftczprcome 162 137 connecting connect VBG work_zbpzx43flfaifddpftczprcome 162 138 them -PRON- PRP work_zbpzx43flfaifddpftczprcome 162 139 based base VBN work_zbpzx43flfaifddpftczprcome 162 140 on on IN work_zbpzx43flfaifddpftczprcome 162 141 previous previous JJ work_zbpzx43flfaifddpftczprcome 162 142 or or CC work_zbpzx43flfaifddpftczprcome 162 143 current current JJ work_zbpzx43flfaifddpftczprcome 162 144 co co JJ work_zbpzx43flfaifddpftczprcome 162 145 - - JJ work_zbpzx43flfaifddpftczprcome 162 146 authorship authorship NN work_zbpzx43flfaifddpftczprcome 162 147 network network NN work_zbpzx43flfaifddpftczprcome 162 148 . . . work_zbpzx43flfaifddpftczprcome 163 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 163 2 compare compare VBP work_zbpzx43flfaifddpftczprcome 163 3 Logistic Logistic NNP work_zbpzx43flfaifddpftczprcome 163 4 Regression Regression NNP work_zbpzx43flfaifddpftczprcome 163 5 with with IN work_zbpzx43flfaifddpftczprcome 163 6 Lasso Lasso NNP work_zbpzx43flfaifddpftczprcome 163 7 regularization regularization NN work_zbpzx43flfaifddpftczprcome 163 8 , , , work_zbpzx43flfaifddpftczprcome 163 9 Random Random NNP work_zbpzx43flfaifddpftczprcome 163 10 Forest Forest NNP work_zbpzx43flfaifddpftczprcome 163 11 , , , work_zbpzx43flfaifddpftczprcome 163 12 Extreme Extreme NNP work_zbpzx43flfaifddpftczprcome 163 13 Gradient Gradient NNP work_zbpzx43flfaifddpftczprcome 163 14 Boosting Boosting NNP work_zbpzx43flfaifddpftczprcome 163 15 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 163 16 XGBoost XGBoost NNP work_zbpzx43flfaifddpftczprcome 163 17 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 163 18 , , , work_zbpzx43flfaifddpftczprcome 163 19 and and CC work_zbpzx43flfaifddpftczprcome 163 20 Support Support NNP work_zbpzx43flfaifddpftczprcome 163 21 Vector Vector NNP work_zbpzx43flfaifddpftczprcome 163 22 Machine Machine NNP work_zbpzx43flfaifddpftczprcome 163 23 , , , work_zbpzx43flfaifddpftczprcome 163 24 in in IN work_zbpzx43flfaifddpftczprcome 163 25 short short JJ work_zbpzx43flfaifddpftczprcome 163 26 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 163 27 , , , work_zbpzx43flfaifddpftczprcome 163 28 models model NNS work_zbpzx43flfaifddpftczprcome 163 29 . . . work_zbpzx43flfaifddpftczprcome 164 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 164 2 use use VBP work_zbpzx43flfaifddpftczprcome 164 3 most most RBS work_zbpzx43flfaifddpftczprcome 164 4 common common JJ work_zbpzx43flfaifddpftczprcome 164 5 machine machine NN work_zbpzx43flfaifddpftczprcome 164 6 learning learning NN work_zbpzx43flfaifddpftczprcome 164 7 frameworks framework NNS work_zbpzx43flfaifddpftczprcome 164 8 which which WDT work_zbpzx43flfaifddpftczprcome 164 9 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 164 10 shortly shortly RB work_zbpzx43flfaifddpftczprcome 164 11 describe describe VBP work_zbpzx43flfaifddpftczprcome 164 12 below below RB work_zbpzx43flfaifddpftczprcome 164 13 . . . work_zbpzx43flfaifddpftczprcome 165 1 Logistic Logistic NNP work_zbpzx43flfaifddpftczprcome 165 2 Lasso Lasso NNP work_zbpzx43flfaifddpftczprcome 165 3 Regression Regression NNP work_zbpzx43flfaifddpftczprcome 165 4 is be VBZ work_zbpzx43flfaifddpftczprcome 165 5 a a DT work_zbpzx43flfaifddpftczprcome 165 6 kind kind NN work_zbpzx43flfaifddpftczprcome 165 7 of of IN work_zbpzx43flfaifddpftczprcome 165 8 linear linear JJ work_zbpzx43flfaifddpftczprcome 165 9 model model NN work_zbpzx43flfaifddpftczprcome 165 10 with with IN work_zbpzx43flfaifddpftczprcome 165 11 a a DT work_zbpzx43flfaifddpftczprcome 165 12 logit logit JJ work_zbpzx43flfaifddpftczprcome 165 13 target target NN work_zbpzx43flfaifddpftczprcome 165 14 function function NN work_zbpzx43flfaifddpftczprcome 165 15 , , , work_zbpzx43flfaifddpftczprcome 165 16 in in IN work_zbpzx43flfaifddpftczprcome 165 17 addition addition NN work_zbpzx43flfaifddpftczprcome 165 18 , , , work_zbpzx43flfaifddpftczprcome 165 19 Lasso Lasso NNP work_zbpzx43flfaifddpftczprcome 165 20 regularization regularization NN work_zbpzx43flfaifddpftczprcome 165 21 sets set VBZ work_zbpzx43flfaifddpftczprcome 165 22 some some DT work_zbpzx43flfaifddpftczprcome 165 23 coefficients coefficient NNS work_zbpzx43flfaifddpftczprcome 165 24 to to IN work_zbpzx43flfaifddpftczprcome 165 25 zero zero CD work_zbpzx43flfaifddpftczprcome 165 26 , , , work_zbpzx43flfaifddpftczprcome 165 27 effectively effectively RB work_zbpzx43flfaifddpftczprcome 165 28 choosing choose VBG work_zbpzx43flfaifddpftczprcome 165 29 a a DT work_zbpzx43flfaifddpftczprcome 165 30 simpler simple JJR work_zbpzx43flfaifddpftczprcome 165 31 model model NN work_zbpzx43flfaifddpftczprcome 165 32 that that WDT work_zbpzx43flfaifddpftczprcome 165 33 reduces reduce VBZ work_zbpzx43flfaifddpftczprcome 165 34 number number NN work_zbpzx43flfaifddpftczprcome 165 35 of of IN work_zbpzx43flfaifddpftczprcome 165 36 coefficients coefficient NNS work_zbpzx43flfaifddpftczprcome 165 37 . . . work_zbpzx43flfaifddpftczprcome 166 1 Random Random NNP work_zbpzx43flfaifddpftczprcome 166 2 Forest Forest NNP work_zbpzx43flfaifddpftczprcome 166 3 and and CC work_zbpzx43flfaifddpftczprcome 166 4 Gradient Gradient NNP work_zbpzx43flfaifddpftczprcome 166 5 Boosting Boosting NNP work_zbpzx43flfaifddpftczprcome 166 6 are be VBP work_zbpzx43flfaifddpftczprcome 166 7 an an DT work_zbpzx43flfaifddpftczprcome 166 8 ensemble ensemble JJ work_zbpzx43flfaifddpftczprcome 166 9 learning learn VBG work_zbpzx43flfaifddpftczprcome 166 10 methods method NNS work_zbpzx43flfaifddpftczprcome 166 11 . . . work_zbpzx43flfaifddpftczprcome 167 1 The the DT work_zbpzx43flfaifddpftczprcome 167 2 former former JJ work_zbpzx43flfaifddpftczprcome 167 3 operates operate VBZ work_zbpzx43flfaifddpftczprcome 167 4 by by IN work_zbpzx43flfaifddpftczprcome 167 5 constructing construct VBG work_zbpzx43flfaifddpftczprcome 167 6 a a DT work_zbpzx43flfaifddpftczprcome 167 7 multitude multitude NN work_zbpzx43flfaifddpftczprcome 167 8 of of IN work_zbpzx43flfaifddpftczprcome 167 9 decision decision NN work_zbpzx43flfaifddpftczprcome 167 10 trees tree NNS work_zbpzx43flfaifddpftczprcome 167 11 , , , work_zbpzx43flfaifddpftczprcome 167 12 the the DT work_zbpzx43flfaifddpftczprcome 167 13 latter latter JJ work_zbpzx43flfaifddpftczprcome 167 14 combines combine VBZ work_zbpzx43flfaifddpftczprcome 167 15 several several JJ work_zbpzx43flfaifddpftczprcome 167 16 weak weak JJ work_zbpzx43flfaifddpftczprcome 167 17 models model NNS work_zbpzx43flfaifddpftczprcome 167 18 building build VBG work_zbpzx43flfaifddpftczprcome 167 19 the the DT work_zbpzx43flfaifddpftczprcome 167 20 model model NN work_zbpzx43flfaifddpftczprcome 167 21 in in IN work_zbpzx43flfaifddpftczprcome 167 22 a a DT work_zbpzx43flfaifddpftczprcome 167 23 stage stage NN work_zbpzx43flfaifddpftczprcome 167 24 - - HYPH work_zbpzx43flfaifddpftczprcome 167 25 wise wise JJ work_zbpzx43flfaifddpftczprcome 167 26 fashion fashion NN work_zbpzx43flfaifddpftczprcome 167 27 and and CC work_zbpzx43flfaifddpftczprcome 167 28 generalizes generalize VBZ work_zbpzx43flfaifddpftczprcome 167 29 them -PRON- PRP work_zbpzx43flfaifddpftczprcome 167 30 by by IN work_zbpzx43flfaifddpftczprcome 167 31 allowing allow VBG work_zbpzx43flfaifddpftczprcome 167 32 optimization optimization NN work_zbpzx43flfaifddpftczprcome 167 33 of of IN work_zbpzx43flfaifddpftczprcome 167 34 an an DT work_zbpzx43flfaifddpftczprcome 167 35 arbitrary arbitrary JJ work_zbpzx43flfaifddpftczprcome 167 36 differentiable differentiable JJ work_zbpzx43flfaifddpftczprcome 167 37 loss loss NN work_zbpzx43flfaifddpftczprcome 167 38 function function NN work_zbpzx43flfaifddpftczprcome 167 39 . . . work_zbpzx43flfaifddpftczprcome 168 1 Random Random NNP work_zbpzx43flfaifddpftczprcome 168 2 Forest Forest NNP work_zbpzx43flfaifddpftczprcome 168 3 adds add VBZ work_zbpzx43flfaifddpftczprcome 168 4 additional additional JJ work_zbpzx43flfaifddpftczprcome 168 5 randomness randomness NN work_zbpzx43flfaifddpftczprcome 168 6 to to IN work_zbpzx43flfaifddpftczprcome 168 7 the the DT work_zbpzx43flfaifddpftczprcome 168 8 model model NN work_zbpzx43flfaifddpftczprcome 168 9 , , , work_zbpzx43flfaifddpftczprcome 168 10 while while IN work_zbpzx43flfaifddpftczprcome 168 11 growing grow VBG work_zbpzx43flfaifddpftczprcome 168 12 the the DT work_zbpzx43flfaifddpftczprcome 168 13 trees tree NNS work_zbpzx43flfaifddpftczprcome 168 14 . . . work_zbpzx43flfaifddpftczprcome 169 1 Instead instead RB work_zbpzx43flfaifddpftczprcome 169 2 of of IN work_zbpzx43flfaifddpftczprcome 169 3 searching search VBG work_zbpzx43flfaifddpftczprcome 169 4 for for IN work_zbpzx43flfaifddpftczprcome 169 5 the the DT work_zbpzx43flfaifddpftczprcome 169 6 most most RBS work_zbpzx43flfaifddpftczprcome 169 7 important important JJ work_zbpzx43flfaifddpftczprcome 169 8 feature feature NN work_zbpzx43flfaifddpftczprcome 169 9 while while IN work_zbpzx43flfaifddpftczprcome 169 10 splitting split VBG work_zbpzx43flfaifddpftczprcome 169 11 a a DT work_zbpzx43flfaifddpftczprcome 169 12 node node NN work_zbpzx43flfaifddpftczprcome 169 13 , , , work_zbpzx43flfaifddpftczprcome 169 14 it -PRON- PRP work_zbpzx43flfaifddpftczprcome 169 15 searches search VBZ work_zbpzx43flfaifddpftczprcome 169 16 for for IN work_zbpzx43flfaifddpftczprcome 169 17 the the DT work_zbpzx43flfaifddpftczprcome 169 18 best good JJS work_zbpzx43flfaifddpftczprcome 169 19 feature feature NN work_zbpzx43flfaifddpftczprcome 169 20 among among IN work_zbpzx43flfaifddpftczprcome 169 21 a a DT work_zbpzx43flfaifddpftczprcome 169 22 random random JJ work_zbpzx43flfaifddpftczprcome 169 23 subset subset NN work_zbpzx43flfaifddpftczprcome 169 24 of of IN work_zbpzx43flfaifddpftczprcome 169 25 features feature NNS work_zbpzx43flfaifddpftczprcome 169 26 . . . work_zbpzx43flfaifddpftczprcome 170 1 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 170 2 constructs construct VBZ work_zbpzx43flfaifddpftczprcome 170 3 a a DT work_zbpzx43flfaifddpftczprcome 170 4 hyperplane hyperplane NN work_zbpzx43flfaifddpftczprcome 170 5 that that WDT work_zbpzx43flfaifddpftczprcome 170 6 has have VBZ work_zbpzx43flfaifddpftczprcome 170 7 the the DT work_zbpzx43flfaifddpftczprcome 170 8 largest large JJS work_zbpzx43flfaifddpftczprcome 170 9 distance distance NN work_zbpzx43flfaifddpftczprcome 170 10 to to IN work_zbpzx43flfaifddpftczprcome 170 11 the the DT work_zbpzx43flfaifddpftczprcome 170 12 nearest near JJS work_zbpzx43flfaifddpftczprcome 170 13 training training NN work_zbpzx43flfaifddpftczprcome 170 14 - - HYPH work_zbpzx43flfaifddpftczprcome 170 15 data data NN work_zbpzx43flfaifddpftczprcome 170 16 point point NN work_zbpzx43flfaifddpftczprcome 170 17 of of IN work_zbpzx43flfaifddpftczprcome 170 18 any any DT work_zbpzx43flfaifddpftczprcome 170 19 class class NN work_zbpzx43flfaifddpftczprcome 170 20 when when WRB work_zbpzx43flfaifddpftczprcome 170 21 it -PRON- PRP work_zbpzx43flfaifddpftczprcome 170 22 achieves achieve VBZ work_zbpzx43flfaifddpftczprcome 170 23 a a DT work_zbpzx43flfaifddpftczprcome 170 24 good good JJ work_zbpzx43flfaifddpftczprcome 170 25 classification classification NN work_zbpzx43flfaifddpftczprcome 170 26 . . . work_zbpzx43flfaifddpftczprcome 171 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 171 2 use use VBP work_zbpzx43flfaifddpftczprcome 171 3 standard standard JJ work_zbpzx43flfaifddpftczprcome 171 4 classification classification NN work_zbpzx43flfaifddpftczprcome 171 5 performance performance NN work_zbpzx43flfaifddpftczprcome 171 6 metrics metric NNS work_zbpzx43flfaifddpftczprcome 171 7 for for IN work_zbpzx43flfaifddpftczprcome 171 8 evaluating evaluate VBG work_zbpzx43flfaifddpftczprcome 171 9 quality quality NN work_zbpzx43flfaifddpftczprcome 171 10 such such JJ work_zbpzx43flfaifddpftczprcome 171 11 as as IN work_zbpzx43flfaifddpftczprcome 171 12 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 171 13 , , , work_zbpzx43flfaifddpftczprcome 171 14 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 171 15 , , , work_zbpzx43flfaifddpftczprcome 171 16 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 171 17 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 171 18 micro micro NN work_zbpzx43flfaifddpftczprcome 171 19 , , , work_zbpzx43flfaifddpftczprcome 171 20 macro macro JJ work_zbpzx43flfaifddpftczprcome 171 21 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 171 22 , , , work_zbpzx43flfaifddpftczprcome 171 23 Log log NN work_zbpzx43flfaifddpftczprcome 171 24 - - HYPH work_zbpzx43flfaifddpftczprcome 171 25 loss loss NN work_zbpzx43flfaifddpftczprcome 171 26 , , , work_zbpzx43flfaifddpftczprcome 171 27 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 171 28 – – : work_zbpzx43flfaifddpftczprcome 171 29 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 171 30 . . . work_zbpzx43flfaifddpftczprcome 172 1 Next next RB work_zbpzx43flfaifddpftczprcome 172 2 , , , work_zbpzx43flfaifddpftczprcome 172 3 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 172 4 shortly shortly RB work_zbpzx43flfaifddpftczprcome 172 5 define define VBP work_zbpzx43flfaifddpftczprcome 172 6 them -PRON- PRP work_zbpzx43flfaifddpftczprcome 172 7 . . . work_zbpzx43flfaifddpftczprcome 173 1 Precision precision NN work_zbpzx43flfaifddpftczprcome 173 2 is be VBZ work_zbpzx43flfaifddpftczprcome 173 3 a a DT work_zbpzx43flfaifddpftczprcome 173 4 measure measure NN work_zbpzx43flfaifddpftczprcome 173 5 that that WDT work_zbpzx43flfaifddpftczprcome 173 6 tells tell VBZ work_zbpzx43flfaifddpftczprcome 173 7 us -PRON- PRP work_zbpzx43flfaifddpftczprcome 173 8 what what WDT work_zbpzx43flfaifddpftczprcome 173 9 proportion proportion NN work_zbpzx43flfaifddpftczprcome 173 10 of of IN work_zbpzx43flfaifddpftczprcome 173 11 publications publication NNS work_zbpzx43flfaifddpftczprcome 173 12 that that WDT work_zbpzx43flfaifddpftczprcome 173 13 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 173 14 diagnosed diagnose VBD work_zbpzx43flfaifddpftczprcome 173 15 as as IN work_zbpzx43flfaifddpftczprcome 173 16 existing exist VBG work_zbpzx43flfaifddpftczprcome 173 17 , , , work_zbpzx43flfaifddpftczprcome 173 18 actually actually RB work_zbpzx43flfaifddpftczprcome 173 19 had have VBD work_zbpzx43flfaifddpftczprcome 173 20 existed exist VBN work_zbpzx43flfaifddpftczprcome 173 21 . . . work_zbpzx43flfaifddpftczprcome 174 1 Accuracy accuracy NN work_zbpzx43flfaifddpftczprcome 174 2 in in IN work_zbpzx43flfaifddpftczprcome 174 3 classification classification NN work_zbpzx43flfaifddpftczprcome 174 4 problems problem NNS work_zbpzx43flfaifddpftczprcome 174 5 is be VBZ work_zbpzx43flfaifddpftczprcome 174 6 the the DT work_zbpzx43flfaifddpftczprcome 174 7 number number NN work_zbpzx43flfaifddpftczprcome 174 8 of of IN work_zbpzx43flfaifddpftczprcome 174 9 correct correct JJ work_zbpzx43flfaifddpftczprcome 174 10 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 174 11 et et NNP work_zbpzx43flfaifddpftczprcome 174 12 al al NNP work_zbpzx43flfaifddpftczprcome 174 13 . . . work_zbpzx43flfaifddpftczprcome 175 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 175 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 175 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 175 4 , , , work_zbpzx43flfaifddpftczprcome 175 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 175 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 175 7 . . . work_zbpzx43flfaifddpftczprcome 176 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 176 2 . . NNP work_zbpzx43flfaifddpftczprcome 176 3 , , , work_zbpzx43flfaifddpftczprcome 176 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 176 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 176 6 / / SYM work_zbpzx43flfaifddpftczprcome 176 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 176 8 - - HYPH work_zbpzx43flfaifddpftczprcome 176 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 176 10 9/20 9/20 CD work_zbpzx43flfaifddpftczprcome 176 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 176 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_zbpzx43flfaifddpftczprcome 176 13 predictions prediction NNS work_zbpzx43flfaifddpftczprcome 176 14 made make VBN work_zbpzx43flfaifddpftczprcome 176 15 by by IN work_zbpzx43flfaifddpftczprcome 176 16 the the DT work_zbpzx43flfaifddpftczprcome 176 17 model model NN work_zbpzx43flfaifddpftczprcome 176 18 over over IN work_zbpzx43flfaifddpftczprcome 176 19 all all DT work_zbpzx43flfaifddpftczprcome 176 20 kinds kind NNS work_zbpzx43flfaifddpftczprcome 176 21 predictions prediction NNS work_zbpzx43flfaifddpftczprcome 176 22 made make VBN work_zbpzx43flfaifddpftczprcome 176 23 . . . work_zbpzx43flfaifddpftczprcome 177 1 Recall recall NN work_zbpzx43flfaifddpftczprcome 177 2 is be VBZ work_zbpzx43flfaifddpftczprcome 177 3 a a DT work_zbpzx43flfaifddpftczprcome 177 4 measure measure NN work_zbpzx43flfaifddpftczprcome 177 5 that that WDT work_zbpzx43flfaifddpftczprcome 177 6 tells tell VBZ work_zbpzx43flfaifddpftczprcome 177 7 us -PRON- PRP work_zbpzx43flfaifddpftczprcome 177 8 what what WDT work_zbpzx43flfaifddpftczprcome 177 9 proportion proportion NN work_zbpzx43flfaifddpftczprcome 177 10 of of IN work_zbpzx43flfaifddpftczprcome 177 11 publications publication NNS work_zbpzx43flfaifddpftczprcome 177 12 that that WDT work_zbpzx43flfaifddpftczprcome 177 13 actually actually RB work_zbpzx43flfaifddpftczprcome 177 14 had have VBD work_zbpzx43flfaifddpftczprcome 177 15 existed exist VBN work_zbpzx43flfaifddpftczprcome 177 16 was be VBD work_zbpzx43flfaifddpftczprcome 177 17 diagnosed diagnose VBN work_zbpzx43flfaifddpftczprcome 177 18 by by IN work_zbpzx43flfaifddpftczprcome 177 19 the the DT work_zbpzx43flfaifddpftczprcome 177 20 algorithm algorithm NN work_zbpzx43flfaifddpftczprcome 177 21 as as IN work_zbpzx43flfaifddpftczprcome 177 22 existing exist VBG work_zbpzx43flfaifddpftczprcome 177 23 . . . work_zbpzx43flfaifddpftczprcome 178 1 To to TO work_zbpzx43flfaifddpftczprcome 178 2 balance balance VB work_zbpzx43flfaifddpftczprcome 178 3 these these DT work_zbpzx43flfaifddpftczprcome 178 4 metrics metric NNS work_zbpzx43flfaifddpftczprcome 178 5 , , , work_zbpzx43flfaifddpftczprcome 178 6 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 178 7 is be VBZ work_zbpzx43flfaifddpftczprcome 178 8 calculated calculate VBN work_zbpzx43flfaifddpftczprcome 178 9 as as IN work_zbpzx43flfaifddpftczprcome 178 10 a a DT work_zbpzx43flfaifddpftczprcome 178 11 weighted weighted JJ work_zbpzx43flfaifddpftczprcome 178 12 mean mean NN work_zbpzx43flfaifddpftczprcome 178 13 of of IN work_zbpzx43flfaifddpftczprcome 178 14 the the DT work_zbpzx43flfaifddpftczprcome 178 15 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 178 16 and and CC work_zbpzx43flfaifddpftczprcome 178 17 Recall Recall NNP work_zbpzx43flfaifddpftczprcome 178 18 . . . work_zbpzx43flfaifddpftczprcome 179 1 Micro micro JJ work_zbpzx43flfaifddpftczprcome 179 2 - - HYPH work_zbpzx43flfaifddpftczprcome 179 3 averaged average VBN work_zbpzx43flfaifddpftczprcome 179 4 metrics metric NNS work_zbpzx43flfaifddpftczprcome 179 5 are be VBP work_zbpzx43flfaifddpftczprcome 179 6 usually usually RB work_zbpzx43flfaifddpftczprcome 179 7 more more RBR work_zbpzx43flfaifddpftczprcome 179 8 useful useful JJ work_zbpzx43flfaifddpftczprcome 179 9 if if IN work_zbpzx43flfaifddpftczprcome 179 10 the the DT work_zbpzx43flfaifddpftczprcome 179 11 classes class NNS work_zbpzx43flfaifddpftczprcome 179 12 distribution distribution NN work_zbpzx43flfaifddpftczprcome 179 13 is be VBZ work_zbpzx43flfaifddpftczprcome 179 14 uneven uneven JJ work_zbpzx43flfaifddpftczprcome 179 15 by by IN work_zbpzx43flfaifddpftczprcome 179 16 calculating calculate VBG work_zbpzx43flfaifddpftczprcome 179 17 metrics metric NNS work_zbpzx43flfaifddpftczprcome 179 18 globally globally RB work_zbpzx43flfaifddpftczprcome 179 19 to to TO work_zbpzx43flfaifddpftczprcome 179 20 count count VB work_zbpzx43flfaifddpftczprcome 179 21 true true JJ work_zbpzx43flfaifddpftczprcome 179 22 and and CC work_zbpzx43flfaifddpftczprcome 179 23 false false JJ work_zbpzx43flfaifddpftczprcome 179 24 predictions prediction NNS work_zbpzx43flfaifddpftczprcome 179 25 , , , work_zbpzx43flfaifddpftczprcome 179 26 macro macro NN work_zbpzx43flfaifddpftczprcome 179 27 - - HYPH work_zbpzx43flfaifddpftczprcome 179 28 averaged averaged JJ work_zbpzx43flfaifddpftczprcome 179 29 are be VBP work_zbpzx43flfaifddpftczprcome 179 30 used use VBN work_zbpzx43flfaifddpftczprcome 179 31 when when WRB work_zbpzx43flfaifddpftczprcome 179 32 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 179 33 want want VBP work_zbpzx43flfaifddpftczprcome 179 34 to to TO work_zbpzx43flfaifddpftczprcome 179 35 evaluate evaluate VB work_zbpzx43flfaifddpftczprcome 179 36 systems system NNS work_zbpzx43flfaifddpftczprcome 179 37 performance performance NN work_zbpzx43flfaifddpftczprcome 179 38 across across IN work_zbpzx43flfaifddpftczprcome 179 39 on on IN work_zbpzx43flfaifddpftczprcome 179 40 different different JJ work_zbpzx43flfaifddpftczprcome 179 41 classes class NNS work_zbpzx43flfaifddpftczprcome 179 42 by by IN work_zbpzx43flfaifddpftczprcome 179 43 calculating calculate VBG work_zbpzx43flfaifddpftczprcome 179 44 metrics metric NNS work_zbpzx43flfaifddpftczprcome 179 45 for for IN work_zbpzx43flfaifddpftczprcome 179 46 each each DT work_zbpzx43flfaifddpftczprcome 179 47 label label NN work_zbpzx43flfaifddpftczprcome 179 48 . . . work_zbpzx43flfaifddpftczprcome 180 1 Log log NN work_zbpzx43flfaifddpftczprcome 180 2 - - HYPH work_zbpzx43flfaifddpftczprcome 180 3 loss loss NN work_zbpzx43flfaifddpftczprcome 180 4 , , , work_zbpzx43flfaifddpftczprcome 180 5 or or CC work_zbpzx43flfaifddpftczprcome 180 6 logarithmic logarithmic JJ work_zbpzx43flfaifddpftczprcome 180 7 loss loss NN work_zbpzx43flfaifddpftczprcome 180 8 , , , work_zbpzx43flfaifddpftczprcome 180 9 is be VBZ work_zbpzx43flfaifddpftczprcome 180 10 a a DT work_zbpzx43flfaifddpftczprcome 180 11 “ " `` work_zbpzx43flfaifddpftczprcome 180 12 soft soft JJ work_zbpzx43flfaifddpftczprcome 180 13 ” " '' work_zbpzx43flfaifddpftczprcome 180 14 measurement measurement NN work_zbpzx43flfaifddpftczprcome 180 15 of of IN work_zbpzx43flfaifddpftczprcome 180 16 accuracy accuracy NN work_zbpzx43flfaifddpftczprcome 180 17 that that WDT work_zbpzx43flfaifddpftczprcome 180 18 integrates integrate VBZ work_zbpzx43flfaifddpftczprcome 180 19 the the DT work_zbpzx43flfaifddpftczprcome 180 20 idea idea NN work_zbpzx43flfaifddpftczprcome 180 21 of of IN work_zbpzx43flfaifddpftczprcome 180 22 probabilistic probabilistic JJ work_zbpzx43flfaifddpftczprcome 180 23 confidence confidence NN work_zbpzx43flfaifddpftczprcome 180 24 . . . work_zbpzx43flfaifddpftczprcome 181 1 In in IN work_zbpzx43flfaifddpftczprcome 181 2 binary binary JJ work_zbpzx43flfaifddpftczprcome 181 3 classification classification NN work_zbpzx43flfaifddpftczprcome 181 4 Log log NN work_zbpzx43flfaifddpftczprcome 181 5 - - HYPH work_zbpzx43flfaifddpftczprcome 181 6 loss loss NN work_zbpzx43flfaifddpftczprcome 181 7 can can MD work_zbpzx43flfaifddpftczprcome 181 8 be be VB work_zbpzx43flfaifddpftczprcome 181 9 calculated calculate VBN work_zbpzx43flfaifddpftczprcome 181 10 as as IN work_zbpzx43flfaifddpftczprcome 181 11 � � NNP work_zbpzx43flfaifddpftczprcome 181 12 1N 1n NN work_zbpzx43flfaifddpftczprcome 181 13 � � JJ work_zbpzx43flfaifddpftczprcome 181 14 PN PN NNP work_zbpzx43flfaifddpftczprcome 181 15 i¼1ðyi i¼1ðyi NNS work_zbpzx43flfaifddpftczprcome 181 16 � � NNP work_zbpzx43flfaifddpftczprcome 181 17 logðpiÞ logðpiÞ NNP work_zbpzx43flfaifddpftczprcome 181 18 þ þ DT work_zbpzx43flfaifddpftczprcome 181 19 ð1 ð1 NN work_zbpzx43flfaifddpftczprcome 181 20 � � . work_zbpzx43flfaifddpftczprcome 181 21 yiÞ yiþ JJ work_zbpzx43flfaifddpftczprcome 181 22 � � NN work_zbpzx43flfaifddpftczprcome 181 23 logð1 logð1 IN work_zbpzx43flfaifddpftczprcome 181 24 � � NNP work_zbpzx43flfaifddpftczprcome 181 25 piÞÞ piþþ NN work_zbpzx43flfaifddpftczprcome 181 26 , , , work_zbpzx43flfaifddpftczprcome 181 27 where where WRB work_zbpzx43flfaifddpftczprcome 181 28 yi yi NNP work_zbpzx43flfaifddpftczprcome 181 29 is be VBZ work_zbpzx43flfaifddpftczprcome 181 30 a a DT work_zbpzx43flfaifddpftczprcome 181 31 binary binary JJ work_zbpzx43flfaifddpftczprcome 181 32 indicator indicator NN work_zbpzx43flfaifddpftczprcome 181 33 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 181 34 0 0 CD work_zbpzx43flfaifddpftczprcome 181 35 or or CC work_zbpzx43flfaifddpftczprcome 181 36 1 1 CD work_zbpzx43flfaifddpftczprcome 181 37 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 181 38 checking check VBG work_zbpzx43flfaifddpftczprcome 181 39 the the DT work_zbpzx43flfaifddpftczprcome 181 40 correctness correctness NN work_zbpzx43flfaifddpftczprcome 181 41 of of IN work_zbpzx43flfaifddpftczprcome 181 42 classification classification NN work_zbpzx43flfaifddpftczprcome 181 43 for for IN work_zbpzx43flfaifddpftczprcome 181 44 observation observation NN work_zbpzx43flfaifddpftczprcome 181 45 i i NNP work_zbpzx43flfaifddpftczprcome 181 46 , , , work_zbpzx43flfaifddpftczprcome 181 47 pi pi NNP work_zbpzx43flfaifddpftczprcome 181 48 is be VBZ work_zbpzx43flfaifddpftczprcome 181 49 a a DT work_zbpzx43flfaifddpftczprcome 181 50 predicted predict VBN work_zbpzx43flfaifddpftczprcome 181 51 probability probability NN work_zbpzx43flfaifddpftczprcome 181 52 observation observation NN work_zbpzx43flfaifddpftczprcome 181 53 i i PRP work_zbpzx43flfaifddpftczprcome 181 54 for for IN work_zbpzx43flfaifddpftczprcome 181 55 a a DT work_zbpzx43flfaifddpftczprcome 181 56 given give VBN work_zbpzx43flfaifddpftczprcome 181 57 class class NN work_zbpzx43flfaifddpftczprcome 181 58 . . . work_zbpzx43flfaifddpftczprcome 182 1 Log log NN work_zbpzx43flfaifddpftczprcome 182 2 - - HYPH work_zbpzx43flfaifddpftczprcome 182 3 loss loss NN work_zbpzx43flfaifddpftczprcome 182 4 measures measure NNS work_zbpzx43flfaifddpftczprcome 182 5 the the DT work_zbpzx43flfaifddpftczprcome 182 6 unpredictability unpredictability NN work_zbpzx43flfaifddpftczprcome 182 7 of of IN work_zbpzx43flfaifddpftczprcome 182 8 the the DT work_zbpzx43flfaifddpftczprcome 182 9 “ " `` work_zbpzx43flfaifddpftczprcome 182 10 extra extra JJ work_zbpzx43flfaifddpftczprcome 182 11 noise noise NN work_zbpzx43flfaifddpftczprcome 182 12 ” " '' work_zbpzx43flfaifddpftczprcome 182 13 that that WDT work_zbpzx43flfaifddpftczprcome 182 14 comes come VBZ work_zbpzx43flfaifddpftczprcome 182 15 from from IN work_zbpzx43flfaifddpftczprcome 182 16 using use VBG work_zbpzx43flfaifddpftczprcome 182 17 a a DT work_zbpzx43flfaifddpftczprcome 182 18 predictor predictor NN work_zbpzx43flfaifddpftczprcome 182 19 as as IN work_zbpzx43flfaifddpftczprcome 182 20 opposed oppose VBN work_zbpzx43flfaifddpftczprcome 182 21 to to IN work_zbpzx43flfaifddpftczprcome 182 22 the the DT work_zbpzx43flfaifddpftczprcome 182 23 true true JJ work_zbpzx43flfaifddpftczprcome 182 24 labels label NNS work_zbpzx43flfaifddpftczprcome 182 25 . . . work_zbpzx43flfaifddpftczprcome 183 1 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 183 2 – – : work_zbpzx43flfaifddpftczprcome 183 3 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 183 4 , , , work_zbpzx43flfaifddpftczprcome 183 5 aka aka DT work_zbpzx43flfaifddpftczprcome 183 6 area area NN work_zbpzx43flfaifddpftczprcome 183 7 under under IN work_zbpzx43flfaifddpftczprcome 183 8 the the DT work_zbpzx43flfaifddpftczprcome 183 9 receiver receiver NN work_zbpzx43flfaifddpftczprcome 183 10 operating operate VBG work_zbpzx43flfaifddpftczprcome 183 11 characteristic characteristic JJ work_zbpzx43flfaifddpftczprcome 183 12 curve curve NN work_zbpzx43flfaifddpftczprcome 183 13 , , , work_zbpzx43flfaifddpftczprcome 183 14 is be VBZ work_zbpzx43flfaifddpftczprcome 183 15 equal equal JJ work_zbpzx43flfaifddpftczprcome 183 16 to to IN work_zbpzx43flfaifddpftczprcome 183 17 the the DT work_zbpzx43flfaifddpftczprcome 183 18 probability probability NN work_zbpzx43flfaifddpftczprcome 183 19 that that IN work_zbpzx43flfaifddpftczprcome 183 20 a a DT work_zbpzx43flfaifddpftczprcome 183 21 classifier classifier NN work_zbpzx43flfaifddpftczprcome 183 22 will will MD work_zbpzx43flfaifddpftczprcome 183 23 rank rank VB work_zbpzx43flfaifddpftczprcome 183 24 a a DT work_zbpzx43flfaifddpftczprcome 183 25 randomly randomly RB work_zbpzx43flfaifddpftczprcome 183 26 chosen choose VBN work_zbpzx43flfaifddpftczprcome 183 27 existing exist VBG work_zbpzx43flfaifddpftczprcome 183 28 edge edge NN work_zbpzx43flfaifddpftczprcome 183 29 higher higher RBR work_zbpzx43flfaifddpftczprcome 183 30 than than IN work_zbpzx43flfaifddpftczprcome 183 31 a a DT work_zbpzx43flfaifddpftczprcome 183 32 randomly randomly RB work_zbpzx43flfaifddpftczprcome 183 33 chosen choose VBN work_zbpzx43flfaifddpftczprcome 183 34 non non JJ work_zbpzx43flfaifddpftczprcome 183 35 - - JJ work_zbpzx43flfaifddpftczprcome 183 36 existing existing JJ work_zbpzx43flfaifddpftczprcome 183 37 one one CD work_zbpzx43flfaifddpftczprcome 183 38 . . . work_zbpzx43flfaifddpftczprcome 184 1 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 184 2 curves curve NNS work_zbpzx43flfaifddpftczprcome 184 3 typically typically RB work_zbpzx43flfaifddpftczprcome 184 4 feature feature VBP work_zbpzx43flfaifddpftczprcome 184 5 rate rate NN work_zbpzx43flfaifddpftczprcome 184 6 of of IN work_zbpzx43flfaifddpftczprcome 184 7 true true JJ work_zbpzx43flfaifddpftczprcome 184 8 predicted predict VBN work_zbpzx43flfaifddpftczprcome 184 9 existing exist VBG work_zbpzx43flfaifddpftczprcome 184 10 publications publication NNS work_zbpzx43flfaifddpftczprcome 184 11 on on IN work_zbpzx43flfaifddpftczprcome 184 12 the the DT work_zbpzx43flfaifddpftczprcome 184 13 Y Y NNP work_zbpzx43flfaifddpftczprcome 184 14 axis axis NN work_zbpzx43flfaifddpftczprcome 184 15 , , , work_zbpzx43flfaifddpftczprcome 184 16 and and CC work_zbpzx43flfaifddpftczprcome 184 17 rate rate NN work_zbpzx43flfaifddpftczprcome 184 18 of of IN work_zbpzx43flfaifddpftczprcome 184 19 false false JJ work_zbpzx43flfaifddpftczprcome 184 20 predicted predict VBN work_zbpzx43flfaifddpftczprcome 184 21 existing exist VBG work_zbpzx43flfaifddpftczprcome 184 22 publications publication NNS work_zbpzx43flfaifddpftczprcome 184 23 on on IN work_zbpzx43flfaifddpftczprcome 184 24 the the DT work_zbpzx43flfaifddpftczprcome 184 25 X x NN work_zbpzx43flfaifddpftczprcome 184 26 axis axis NN work_zbpzx43flfaifddpftczprcome 184 27 . . . work_zbpzx43flfaifddpftczprcome 185 1 The the DT work_zbpzx43flfaifddpftczprcome 185 2 larger large JJR work_zbpzx43flfaifddpftczprcome 185 3 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 185 4 is be VBZ work_zbpzx43flfaifddpftczprcome 185 5 usually usually RB work_zbpzx43flfaifddpftczprcome 185 6 better well JJR work_zbpzx43flfaifddpftczprcome 185 7 . . . work_zbpzx43flfaifddpftczprcome 186 1 All all DT work_zbpzx43flfaifddpftczprcome 186 2 metrics metric NNS work_zbpzx43flfaifddpftczprcome 186 3 were be VBD work_zbpzx43flfaifddpftczprcome 186 4 averaged average VBN work_zbpzx43flfaifddpftczprcome 186 5 using use VBG work_zbpzx43flfaifddpftczprcome 186 6 fivefold fivefold JJ work_zbpzx43flfaifddpftczprcome 186 7 cross cross NN work_zbpzx43flfaifddpftczprcome 186 8 validation validation NN work_zbpzx43flfaifddpftczprcome 186 9 with with IN work_zbpzx43flfaifddpftczprcome 186 10 five five CD work_zbpzx43flfaifddpftczprcome 186 11 negative negative JJ work_zbpzx43flfaifddpftczprcome 186 12 sampling sampling NN work_zbpzx43flfaifddpftczprcome 186 13 trials trial NNS work_zbpzx43flfaifddpftczprcome 186 14 for for IN work_zbpzx43flfaifddpftczprcome 186 15 a a DT work_zbpzx43flfaifddpftczprcome 186 16 fixed fix VBN work_zbpzx43flfaifddpftczprcome 186 17 train train NN work_zbpzx43flfaifddpftczprcome 186 18 set set NN work_zbpzx43flfaifddpftczprcome 186 19 , , , work_zbpzx43flfaifddpftczprcome 186 20 which which WDT work_zbpzx43flfaifddpftczprcome 186 21 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 186 22 describe describe VBP work_zbpzx43flfaifddpftczprcome 186 23 below below RB work_zbpzx43flfaifddpftczprcome 186 24 . . . work_zbpzx43flfaifddpftczprcome 187 1 In in IN work_zbpzx43flfaifddpftczprcome 187 2 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 187 3 LP LP NNP work_zbpzx43flfaifddpftczprcome 187 4 problem problem NN work_zbpzx43flfaifddpftczprcome 187 5 for for IN work_zbpzx43flfaifddpftczprcome 187 6 the the DT work_zbpzx43flfaifddpftczprcome 187 7 co co JJ work_zbpzx43flfaifddpftczprcome 187 8 - - JJ work_zbpzx43flfaifddpftczprcome 187 9 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 187 10 network network NN work_zbpzx43flfaifddpftczprcome 187 11 , , , work_zbpzx43flfaifddpftczprcome 187 12 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 187 13 have have VBP work_zbpzx43flfaifddpftczprcome 187 14 two two CD work_zbpzx43flfaifddpftczprcome 187 15 possible possible JJ work_zbpzx43flfaifddpftczprcome 187 16 formalizations formalization NNS work_zbpzx43flfaifddpftczprcome 187 17 of of IN work_zbpzx43flfaifddpftczprcome 187 18 predicting predict VBG work_zbpzx43flfaifddpftczprcome 187 19 links link NNS work_zbpzx43flfaifddpftczprcome 187 20 . . . work_zbpzx43flfaifddpftczprcome 188 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 188 2 consider consider VBP work_zbpzx43flfaifddpftczprcome 188 3 either either CC work_zbpzx43flfaifddpftczprcome 188 4 temporal temporal JJ work_zbpzx43flfaifddpftczprcome 188 5 network network NN work_zbpzx43flfaifddpftczprcome 188 6 structure structure NN work_zbpzx43flfaifddpftczprcome 188 7 using use VBG work_zbpzx43flfaifddpftczprcome 188 8 information information NN work_zbpzx43flfaifddpftczprcome 188 9 from from IN work_zbpzx43flfaifddpftczprcome 188 10 the the DT work_zbpzx43flfaifddpftczprcome 188 11 previous previous JJ work_zbpzx43flfaifddpftczprcome 188 12 years year NNS work_zbpzx43flfaifddpftczprcome 188 13 to to TO work_zbpzx43flfaifddpftczprcome 188 14 predict predict VB work_zbpzx43flfaifddpftczprcome 188 15 links link NNS work_zbpzx43flfaifddpftczprcome 188 16 corresponding correspond VBG work_zbpzx43flfaifddpftczprcome 188 17 the the DT work_zbpzx43flfaifddpftczprcome 188 18 current current JJ work_zbpzx43flfaifddpftczprcome 188 19 year year NN work_zbpzx43flfaifddpftczprcome 188 20 or or CC work_zbpzx43flfaifddpftczprcome 188 21 the the DT work_zbpzx43flfaifddpftczprcome 188 22 whole whole JJ work_zbpzx43flfaifddpftczprcome 188 23 network network NN work_zbpzx43flfaifddpftczprcome 188 24 to to TO work_zbpzx43flfaifddpftczprcome 188 25 predict predict VB work_zbpzx43flfaifddpftczprcome 188 26 missing miss VBG work_zbpzx43flfaifddpftczprcome 188 27 links link NNS work_zbpzx43flfaifddpftczprcome 188 28 . . . work_zbpzx43flfaifddpftczprcome 189 1 For for IN work_zbpzx43flfaifddpftczprcome 189 2 the the DT work_zbpzx43flfaifddpftczprcome 189 3 first first JJ work_zbpzx43flfaifddpftczprcome 189 4 task task NN work_zbpzx43flfaifddpftczprcome 189 5 , , , work_zbpzx43flfaifddpftczprcome 189 6 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 189 7 use use VBP work_zbpzx43flfaifddpftczprcome 189 8 combined combine VBN work_zbpzx43flfaifddpftczprcome 189 9 HSE+Scopus HSE+Scopus NNP work_zbpzx43flfaifddpftczprcome 189 10 dataset dataset NN work_zbpzx43flfaifddpftczprcome 189 11 of of IN work_zbpzx43flfaifddpftczprcome 189 12 2015 2015 CD work_zbpzx43flfaifddpftczprcome 189 13 publications publication NNS work_zbpzx43flfaifddpftczprcome 189 14 and and CC work_zbpzx43flfaifddpftczprcome 189 15 learn learn VB work_zbpzx43flfaifddpftczprcome 189 16 to to TO work_zbpzx43flfaifddpftczprcome 189 17 predict predict VB work_zbpzx43flfaifddpftczprcome 189 18 papers paper NNS work_zbpzx43flfaifddpftczprcome 189 19 appearing appear VBG work_zbpzx43flfaifddpftczprcome 189 20 at at IN work_zbpzx43flfaifddpftczprcome 189 21 2016 2016 CD work_zbpzx43flfaifddpftczprcome 189 22 year year NN work_zbpzx43flfaifddpftczprcome 189 23 . . . work_zbpzx43flfaifddpftczprcome 190 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 190 2 test test VBP work_zbpzx43flfaifddpftczprcome 190 3 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 190 4 model model NN work_zbpzx43flfaifddpftczprcome 190 5 shifting shift VBG work_zbpzx43flfaifddpftczprcome 190 6 years year NNS work_zbpzx43flfaifddpftczprcome 190 7 on on IN work_zbpzx43flfaifddpftczprcome 190 8 1 1 CD work_zbpzx43flfaifddpftczprcome 190 9 year year NN work_zbpzx43flfaifddpftczprcome 190 10 ahead ahead RB work_zbpzx43flfaifddpftczprcome 190 11 and and CC work_zbpzx43flfaifddpftczprcome 190 12 evaluate evaluate VB work_zbpzx43flfaifddpftczprcome 190 13 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 190 14 predictions prediction NNS work_zbpzx43flfaifddpftczprcome 190 15 for for IN work_zbpzx43flfaifddpftczprcome 190 16 2017 2017 CD work_zbpzx43flfaifddpftczprcome 190 17 year year NN work_zbpzx43flfaifddpftczprcome 190 18 based base VBN work_zbpzx43flfaifddpftczprcome 190 19 on on IN work_zbpzx43flfaifddpftczprcome 190 20 publications publication NNS work_zbpzx43flfaifddpftczprcome 190 21 until until IN work_zbpzx43flfaifddpftczprcome 190 22 2016 2016 CD work_zbpzx43flfaifddpftczprcome 190 23 year year NN work_zbpzx43flfaifddpftczprcome 190 24 . . . work_zbpzx43flfaifddpftczprcome 191 1 For for IN work_zbpzx43flfaifddpftczprcome 191 2 the the DT work_zbpzx43flfaifddpftczprcome 191 3 second second JJ work_zbpzx43flfaifddpftczprcome 191 4 task task NN work_zbpzx43flfaifddpftczprcome 191 5 , , , work_zbpzx43flfaifddpftczprcome 191 6 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 191 7 remove remove VBP work_zbpzx43flfaifddpftczprcome 191 8 50 50 CD work_zbpzx43flfaifddpftczprcome 191 9 % % NN work_zbpzx43flfaifddpftczprcome 191 10 of of IN work_zbpzx43flfaifddpftczprcome 191 11 existing exist VBG work_zbpzx43flfaifddpftczprcome 191 12 edges edge NNS work_zbpzx43flfaifddpftczprcome 191 13 preserving preserve VBG work_zbpzx43flfaifddpftczprcome 191 14 connectivity connectivity NN work_zbpzx43flfaifddpftczprcome 191 15 property property NN work_zbpzx43flfaifddpftczprcome 191 16 from from IN work_zbpzx43flfaifddpftczprcome 191 17 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 191 18 dataset dataset NN work_zbpzx43flfaifddpftczprcome 191 19 and and CC work_zbpzx43flfaifddpftczprcome 191 20 add add VB work_zbpzx43flfaifddpftczprcome 191 21 negative negative JJ work_zbpzx43flfaifddpftczprcome 191 22 sampling sampling NN work_zbpzx43flfaifddpftczprcome 191 23 of of IN work_zbpzx43flfaifddpftczprcome 191 24 the the DT work_zbpzx43flfaifddpftczprcome 191 25 same same JJ work_zbpzx43flfaifddpftczprcome 191 26 size size NN work_zbpzx43flfaifddpftczprcome 191 27 as as IN work_zbpzx43flfaifddpftczprcome 191 28 a a DT work_zbpzx43flfaifddpftczprcome 191 29 number number NN work_zbpzx43flfaifddpftczprcome 191 30 of of IN work_zbpzx43flfaifddpftczprcome 191 31 edges edge NNS work_zbpzx43flfaifddpftczprcome 191 32 left leave VBN work_zbpzx43flfaifddpftczprcome 191 33 in in IN work_zbpzx43flfaifddpftczprcome 191 34 order order NN work_zbpzx43flfaifddpftczprcome 191 35 to to TO work_zbpzx43flfaifddpftczprcome 191 36 balance balance VB work_zbpzx43flfaifddpftczprcome 191 37 classes class NNS work_zbpzx43flfaifddpftczprcome 191 38 for for IN work_zbpzx43flfaifddpftczprcome 191 39 classification classification NN work_zbpzx43flfaifddpftczprcome 191 40 problem problem NN work_zbpzx43flfaifddpftczprcome 191 41 . . . work_zbpzx43flfaifddpftczprcome 192 1 In in IN work_zbpzx43flfaifddpftczprcome 192 2 Table table NN work_zbpzx43flfaifddpftczprcome 192 3 3 3 CD work_zbpzx43flfaifddpftczprcome 192 4 for for IN work_zbpzx43flfaifddpftczprcome 192 5 the the DT work_zbpzx43flfaifddpftczprcome 192 6 future future JJ work_zbpzx43flfaifddpftczprcome 192 7 links link NNS work_zbpzx43flfaifddpftczprcome 192 8 prediction prediction NN work_zbpzx43flfaifddpftczprcome 192 9 task task NN work_zbpzx43flfaifddpftczprcome 192 10 , , , work_zbpzx43flfaifddpftczprcome 192 11 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 192 12 compare compare VBP work_zbpzx43flfaifddpftczprcome 192 13 chosen choose VBN work_zbpzx43flfaifddpftczprcome 192 14 predictive predictive JJ work_zbpzx43flfaifddpftczprcome 192 15 models model NNS work_zbpzx43flfaifddpftczprcome 192 16 fixing fix VBG work_zbpzx43flfaifddpftczprcome 192 17 one one CD work_zbpzx43flfaifddpftczprcome 192 18 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 192 19 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 192 20 - - HYPH work_zbpzx43flfaifddpftczprcome 192 21 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 192 22 link link NN work_zbpzx43flfaifddpftczprcome 192 23 operator operator NN work_zbpzx43flfaifddpftczprcome 192 24 to to TO work_zbpzx43flfaifddpftczprcome 192 25 construct construct VB work_zbpzx43flfaifddpftczprcome 192 26 edge edge NN work_zbpzx43flfaifddpftczprcome 192 27 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 192 28 considered consider VBN work_zbpzx43flfaifddpftczprcome 192 29 as as IN work_zbpzx43flfaifddpftczprcome 192 30 model model NN work_zbpzx43flfaifddpftczprcome 192 31 features feature NNS work_zbpzx43flfaifddpftczprcome 192 32 . . . work_zbpzx43flfaifddpftczprcome 193 1 It -PRON- PRP work_zbpzx43flfaifddpftczprcome 193 2 is be VBZ work_zbpzx43flfaifddpftczprcome 193 3 interesting interesting JJ work_zbpzx43flfaifddpftczprcome 193 4 to to TO work_zbpzx43flfaifddpftczprcome 193 5 see see VB work_zbpzx43flfaifddpftczprcome 193 6 that that IN work_zbpzx43flfaifddpftczprcome 193 7 XGBoost XGBoost NNP work_zbpzx43flfaifddpftczprcome 193 8 model model NN work_zbpzx43flfaifddpftczprcome 193 9 get get VBP work_zbpzx43flfaifddpftczprcome 193 10 significantly significantly RB work_zbpzx43flfaifddpftczprcome 193 11 overfitted overfitte VBN work_zbpzx43flfaifddpftczprcome 193 12 while while IN work_zbpzx43flfaifddpftczprcome 193 13 the the DT work_zbpzx43flfaifddpftczprcome 193 14 best good JJS work_zbpzx43flfaifddpftczprcome 193 15 model model NN work_zbpzx43flfaifddpftczprcome 193 16 appear appear VB work_zbpzx43flfaifddpftczprcome 193 17 to to TO work_zbpzx43flfaifddpftczprcome 193 18 be be VB work_zbpzx43flfaifddpftczprcome 193 19 Support Support NNP work_zbpzx43flfaifddpftczprcome 193 20 Vector Vector NNP work_zbpzx43flfaifddpftczprcome 193 21 Machine Machine NNP work_zbpzx43flfaifddpftczprcome 193 22 . . . work_zbpzx43flfaifddpftczprcome 194 1 In in IN work_zbpzx43flfaifddpftczprcome 194 2 Table table NN work_zbpzx43flfaifddpftczprcome 194 3 3 3 CD work_zbpzx43flfaifddpftczprcome 194 4 and and CC work_zbpzx43flfaifddpftczprcome 194 5 in in IN work_zbpzx43flfaifddpftczprcome 194 6 further further JJ work_zbpzx43flfaifddpftczprcome 194 7 tables table NNS work_zbpzx43flfaifddpftczprcome 194 8 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 194 9 highlight highlight VBP work_zbpzx43flfaifddpftczprcome 194 10 the the DT work_zbpzx43flfaifddpftczprcome 194 11 best good JJS work_zbpzx43flfaifddpftczprcome 194 12 values value NNS work_zbpzx43flfaifddpftczprcome 194 13 of of IN work_zbpzx43flfaifddpftczprcome 194 14 quality quality NN work_zbpzx43flfaifddpftczprcome 194 15 metrics metric NNS work_zbpzx43flfaifddpftczprcome 194 16 in in IN work_zbpzx43flfaifddpftczprcome 194 17 bold bold JJ work_zbpzx43flfaifddpftczprcome 194 18 . . . work_zbpzx43flfaifddpftczprcome 195 1 Table table NN work_zbpzx43flfaifddpftczprcome 195 2 3 3 CD work_zbpzx43flfaifddpftczprcome 195 3 Comparing compare VBG work_zbpzx43flfaifddpftczprcome 195 4 machine machine NN work_zbpzx43flfaifddpftczprcome 195 5 learning learning NN work_zbpzx43flfaifddpftczprcome 195 6 models model NNS work_zbpzx43flfaifddpftczprcome 195 7 based base VBN work_zbpzx43flfaifddpftczprcome 195 8 on on IN work_zbpzx43flfaifddpftczprcome 195 9 the the DT work_zbpzx43flfaifddpftczprcome 195 10 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 195 11 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 195 12 - - HYPH work_zbpzx43flfaifddpftczprcome 195 13 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 195 14 link link NN work_zbpzx43flfaifddpftczprcome 195 15 embedding embed VBG work_zbpzx43flfaifddpftczprcome 195 16 applied apply VBN work_zbpzx43flfaifddpftczprcome 195 17 to to IN work_zbpzx43flfaifddpftczprcome 195 18 future future JJ work_zbpzx43flfaifddpftczprcome 195 19 links link NNS work_zbpzx43flfaifddpftczprcome 195 20 prediction prediction NN work_zbpzx43flfaifddpftczprcome 195 21 on on IN work_zbpzx43flfaifddpftczprcome 195 22 the the DT work_zbpzx43flfaifddpftczprcome 195 23 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 195 24 dataset dataset NN work_zbpzx43flfaifddpftczprcome 195 25 . . . work_zbpzx43flfaifddpftczprcome 196 1 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 196 2 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 196 3 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 196 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 196 5 macro macro NN work_zbpzx43flfaifddpftczprcome 196 6 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 196 7 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 196 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 196 9 micro micro NN work_zbpzx43flfaifddpftczprcome 196 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 196 11 Log log NN work_zbpzx43flfaifddpftczprcome 196 12 - - HYPH work_zbpzx43flfaifddpftczprcome 196 13 loss loss NN work_zbpzx43flfaifddpftczprcome 196 14 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 196 15 – – : work_zbpzx43flfaifddpftczprcome 196 16 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 196 17 Logistic Logistic NNP work_zbpzx43flfaifddpftczprcome 196 18 regression regression NN work_zbpzx43flfaifddpftczprcome 196 19 0.382 0.382 CD work_zbpzx43flfaifddpftczprcome 196 20 0.372 0.372 CD work_zbpzx43flfaifddpftczprcome 196 21 0.483 0.483 CD work_zbpzx43flfaifddpftczprcome 196 22 0.471 0.471 CD work_zbpzx43flfaifddpftczprcome 196 23 2.089 2.089 CD work_zbpzx43flfaifddpftczprcome 196 24 0.534 0.534 CD work_zbpzx43flfaifddpftczprcome 196 25 Random random JJ work_zbpzx43flfaifddpftczprcome 196 26 forest forest NN work_zbpzx43flfaifddpftczprcome 196 27 0.622 0.622 CD work_zbpzx43flfaifddpftczprcome 196 28 0.671 0.671 CD work_zbpzx43flfaifddpftczprcome 196 29 0.652 0.652 CD work_zbpzx43flfaifddpftczprcome 196 30 0.641 0.641 CD work_zbpzx43flfaifddpftczprcome 196 31 0.893 0.893 CD work_zbpzx43flfaifddpftczprcome 196 32 0.725 0.725 CD work_zbpzx43flfaifddpftczprcome 196 33 Gradient Gradient NNP work_zbpzx43flfaifddpftczprcome 196 34 boosting boost VBG work_zbpzx43flfaifddpftczprcome 196 35 0.487 0.487 CD work_zbpzx43flfaifddpftczprcome 196 36 0.521 0.521 CD work_zbpzx43flfaifddpftczprcome 196 37 0.527 0.527 CD work_zbpzx43flfaifddpftczprcome 196 38 0.582 0.582 CD work_zbpzx43flfaifddpftczprcome 196 39 1.275 1.275 CD work_zbpzx43flfaifddpftczprcome 196 40 0.631 0.631 CD work_zbpzx43flfaifddpftczprcome 196 41 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 196 42 0.712 0.712 CD work_zbpzx43flfaifddpftczprcome 196 43 0.784 0.784 CD work_zbpzx43flfaifddpftczprcome 196 44 0.761 0.761 CD work_zbpzx43flfaifddpftczprcome 196 45 0.754 0.754 CD work_zbpzx43flfaifddpftczprcome 196 46 0.634 0.634 CD work_zbpzx43flfaifddpftczprcome 196 47 0.816 0.816 CD work_zbpzx43flfaifddpftczprcome 196 48 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 196 49 et et NNP work_zbpzx43flfaifddpftczprcome 196 50 al al NNP work_zbpzx43flfaifddpftczprcome 196 51 . . . work_zbpzx43flfaifddpftczprcome 197 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 197 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 197 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 197 4 , , , work_zbpzx43flfaifddpftczprcome 197 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 197 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 197 7 . . . work_zbpzx43flfaifddpftczprcome 198 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 198 2 . . NNP work_zbpzx43flfaifddpftczprcome 198 3 , , , work_zbpzx43flfaifddpftczprcome 198 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 198 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 198 6 / / SYM work_zbpzx43flfaifddpftczprcome 198 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 198 8 - - HYPH work_zbpzx43flfaifddpftczprcome 198 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 198 10 10/20 10/20 CD work_zbpzx43flfaifddpftczprcome 198 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 NNS work_zbpzx43flfaifddpftczprcome 198 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ ADD work_zbpzx43flfaifddpftczprcome 198 13 In in IN work_zbpzx43flfaifddpftczprcome 198 14 what what WP work_zbpzx43flfaifddpftczprcome 198 15 follows follow VBZ work_zbpzx43flfaifddpftczprcome 198 16 , , , work_zbpzx43flfaifddpftczprcome 198 17 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 198 18 aim aim VBP work_zbpzx43flfaifddpftczprcome 198 19 to to TO work_zbpzx43flfaifddpftczprcome 198 20 compare compare VB work_zbpzx43flfaifddpftczprcome 198 21 several several JJ work_zbpzx43flfaifddpftczprcome 198 22 link link NN work_zbpzx43flfaifddpftczprcome 198 23 embedding embed VBG work_zbpzx43flfaifddpftczprcome 198 24 metrics metric NNS work_zbpzx43flfaifddpftczprcome 198 25 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 198 26 see see VB work_zbpzx43flfaifddpftczprcome 198 27 Table table NN work_zbpzx43flfaifddpftczprcome 198 28 2 2 CD work_zbpzx43flfaifddpftczprcome 198 29 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 198 30 for for IN work_zbpzx43flfaifddpftczprcome 198 31 the the DT work_zbpzx43flfaifddpftczprcome 198 32 best good JJS work_zbpzx43flfaifddpftczprcome 198 33 machine machine NN work_zbpzx43flfaifddpftczprcome 198 34 learning learning NN work_zbpzx43flfaifddpftczprcome 198 35 model model NN work_zbpzx43flfaifddpftczprcome 198 36 . . . work_zbpzx43flfaifddpftczprcome 199 1 To to TO work_zbpzx43flfaifddpftczprcome 199 2 evaluate evaluate VB work_zbpzx43flfaifddpftczprcome 199 3 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 199 4 approach approach NN work_zbpzx43flfaifddpftczprcome 199 5 for for IN work_zbpzx43flfaifddpftczprcome 199 6 the the DT work_zbpzx43flfaifddpftczprcome 199 7 first first JJ work_zbpzx43flfaifddpftczprcome 199 8 task task NN work_zbpzx43flfaifddpftczprcome 199 9 on on IN work_zbpzx43flfaifddpftczprcome 199 10 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 199 11 dataset dataset NN work_zbpzx43flfaifddpftczprcome 199 12 , , , work_zbpzx43flfaifddpftczprcome 199 13 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 199 14 can can MD work_zbpzx43flfaifddpftczprcome 199 15 see see VB work_zbpzx43flfaifddpftczprcome 199 16 in in IN work_zbpzx43flfaifddpftczprcome 199 17 Table table NN work_zbpzx43flfaifddpftczprcome 199 18 4 4 CD work_zbpzx43flfaifddpftczprcome 199 19 that that WDT work_zbpzx43flfaifddpftczprcome 199 20 suggested suggest VBN work_zbpzx43flfaifddpftczprcome 199 21 by by IN work_zbpzx43flfaifddpftczprcome 199 22 authors author NNS work_zbpzx43flfaifddpftczprcome 199 23 new new JJ work_zbpzx43flfaifddpftczprcome 199 24 link link NN work_zbpzx43flfaifddpftczprcome 199 25 embedding embed VBG work_zbpzx43flfaifddpftczprcome 199 26 outperforms outperform NNS work_zbpzx43flfaifddpftczprcome 199 27 existing exist VBG work_zbpzx43flfaifddpftczprcome 199 28 approaches approach NNS work_zbpzx43flfaifddpftczprcome 199 29 by by IN work_zbpzx43flfaifddpftczprcome 199 30 all all PDT work_zbpzx43flfaifddpftczprcome 199 31 the the DT work_zbpzx43flfaifddpftczprcome 199 32 binary binary JJ work_zbpzx43flfaifddpftczprcome 199 33 classification classification NN work_zbpzx43flfaifddpftczprcome 199 34 quality quality NN work_zbpzx43flfaifddpftczprcome 199 35 metrics metric NNS work_zbpzx43flfaifddpftczprcome 199 36 . . . work_zbpzx43flfaifddpftczprcome 200 1 As as IN work_zbpzx43flfaifddpftczprcome 200 2 for for IN work_zbpzx43flfaifddpftczprcome 200 3 the the DT work_zbpzx43flfaifddpftczprcome 200 4 second second JJ work_zbpzx43flfaifddpftczprcome 200 5 task task NN work_zbpzx43flfaifddpftczprcome 200 6 , , , work_zbpzx43flfaifddpftczprcome 200 7 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 200 8 evaluate evaluate VBP work_zbpzx43flfaifddpftczprcome 200 9 LP LP NNP work_zbpzx43flfaifddpftczprcome 200 10 task task NN work_zbpzx43flfaifddpftczprcome 200 11 over over IN work_zbpzx43flfaifddpftczprcome 200 12 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 200 13 and and CC work_zbpzx43flfaifddpftczprcome 200 14 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 200 15 datasets dataset VBZ work_zbpzx43flfaifddpftczprcome 200 16 in in IN work_zbpzx43flfaifddpftczprcome 200 17 terms term NNS work_zbpzx43flfaifddpftczprcome 200 18 of of IN work_zbpzx43flfaifddpftczprcome 200 19 predictive predictive JJ work_zbpzx43flfaifddpftczprcome 200 20 models model NNS work_zbpzx43flfaifddpftczprcome 200 21 and and CC work_zbpzx43flfaifddpftczprcome 200 22 link link VB work_zbpzx43flfaifddpftczprcome 200 23 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 200 24 . . . work_zbpzx43flfaifddpftczprcome 201 1 In in IN work_zbpzx43flfaifddpftczprcome 201 2 Tables Tables NNP work_zbpzx43flfaifddpftczprcome 201 3 5 5 CD work_zbpzx43flfaifddpftczprcome 201 4 and and CC work_zbpzx43flfaifddpftczprcome 201 5 6 6 CD work_zbpzx43flfaifddpftczprcome 201 6 , , , work_zbpzx43flfaifddpftczprcome 201 7 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 201 8 could could MD work_zbpzx43flfaifddpftczprcome 201 9 see see VB work_zbpzx43flfaifddpftczprcome 201 10 that that IN work_zbpzx43flfaifddpftczprcome 201 11 the the DT work_zbpzx43flfaifddpftczprcome 201 12 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 201 13 model model NN work_zbpzx43flfaifddpftczprcome 201 14 outperforms outperform VBZ work_zbpzx43flfaifddpftczprcome 201 15 the the DT work_zbpzx43flfaifddpftczprcome 201 16 other other JJ work_zbpzx43flfaifddpftczprcome 201 17 model model NN work_zbpzx43flfaifddpftczprcome 201 18 on on IN work_zbpzx43flfaifddpftczprcome 201 19 the the DT work_zbpzx43flfaifddpftczprcome 201 20 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 201 21 dataset dataset NN work_zbpzx43flfaifddpftczprcome 201 22 but but CC work_zbpzx43flfaifddpftczprcome 201 23 Random Random NNP work_zbpzx43flfaifddpftczprcome 201 24 Forest Forest NNP work_zbpzx43flfaifddpftczprcome 201 25 gets get VBZ work_zbpzx43flfaifddpftczprcome 201 26 the the DT work_zbpzx43flfaifddpftczprcome 201 27 best good JJS work_zbpzx43flfaifddpftczprcome 201 28 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 201 29 for for IN work_zbpzx43flfaifddpftczprcome 201 30 the the DT work_zbpzx43flfaifddpftczprcome 201 31 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 201 32 dataset dataset NN work_zbpzx43flfaifddpftczprcome 201 33 , , , work_zbpzx43flfaifddpftczprcome 201 34 being be VBG work_zbpzx43flfaifddpftczprcome 201 35 competitive competitive JJ work_zbpzx43flfaifddpftczprcome 201 36 with with IN work_zbpzx43flfaifddpftczprcome 201 37 the the DT work_zbpzx43flfaifddpftczprcome 201 38 XGBoost XGBoost NNP work_zbpzx43flfaifddpftczprcome 201 39 and and CC work_zbpzx43flfaifddpftczprcome 201 40 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 201 41 models model NNS work_zbpzx43flfaifddpftczprcome 201 42 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 201 43 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 201 44 performs perform VBZ work_zbpzx43flfaifddpftczprcome 201 45 slightly slightly RB work_zbpzx43flfaifddpftczprcome 201 46 better well JJR work_zbpzx43flfaifddpftczprcome 201 47 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 201 48 . . . work_zbpzx43flfaifddpftczprcome 202 1 This this DT work_zbpzx43flfaifddpftczprcome 202 2 could could MD work_zbpzx43flfaifddpftczprcome 202 3 happen happen VB work_zbpzx43flfaifddpftczprcome 202 4 due due IN work_zbpzx43flfaifddpftczprcome 202 5 to to IN work_zbpzx43flfaifddpftczprcome 202 6 sparse sparse JJ work_zbpzx43flfaifddpftczprcome 202 7 data datum NNS work_zbpzx43flfaifddpftczprcome 202 8 in in IN work_zbpzx43flfaifddpftczprcome 202 9 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 202 10 publications publication NNS work_zbpzx43flfaifddpftczprcome 202 11 after after IN work_zbpzx43flfaifddpftczprcome 202 12 removing remove VBG work_zbpzx43flfaifddpftczprcome 202 13 50 50 CD work_zbpzx43flfaifddpftczprcome 202 14 % % NN work_zbpzx43flfaifddpftczprcome 202 15 link link NN work_zbpzx43flfaifddpftczprcome 202 16 information information NN work_zbpzx43flfaifddpftczprcome 202 17 and and CC work_zbpzx43flfaifddpftczprcome 202 18 lack lack NN work_zbpzx43flfaifddpftczprcome 202 19 of of IN work_zbpzx43flfaifddpftczprcome 202 20 ensemble ensemble JJ work_zbpzx43flfaifddpftczprcome 202 21 methods method NNS work_zbpzx43flfaifddpftczprcome 202 22 for for IN work_zbpzx43flfaifddpftczprcome 202 23 choosing choose VBG work_zbpzx43flfaifddpftczprcome 202 24 proper proper JJ work_zbpzx43flfaifddpftczprcome 202 25 negative negative JJ work_zbpzx43flfaifddpftczprcome 202 26 sampling sampling NN work_zbpzx43flfaifddpftczprcome 202 27 for for IN work_zbpzx43flfaifddpftczprcome 202 28 such such PDT work_zbpzx43flfaifddpftczprcome 202 29 a a DT work_zbpzx43flfaifddpftczprcome 202 30 sparse sparse JJ work_zbpzx43flfaifddpftczprcome 202 31 dataset dataset NN work_zbpzx43flfaifddpftczprcome 202 32 . . . work_zbpzx43flfaifddpftczprcome 203 1 In in IN work_zbpzx43flfaifddpftczprcome 203 2 Tables Tables NNP work_zbpzx43flfaifddpftczprcome 203 3 7 7 CD work_zbpzx43flfaifddpftczprcome 203 4 and and CC work_zbpzx43flfaifddpftczprcome 203 5 8 8 CD work_zbpzx43flfaifddpftczprcome 203 6 , , , work_zbpzx43flfaifddpftczprcome 203 7 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 203 8 could could MD work_zbpzx43flfaifddpftczprcome 203 9 see see VB work_zbpzx43flfaifddpftczprcome 203 10 that that IN work_zbpzx43flfaifddpftczprcome 203 11 the the DT work_zbpzx43flfaifddpftczprcome 203 12 suggested suggest VBN work_zbpzx43flfaifddpftczprcome 203 13 local local JJ work_zbpzx43flfaifddpftczprcome 203 14 proximity proximity NN work_zbpzx43flfaifddpftczprcome 203 15 operator operator NN work_zbpzx43flfaifddpftczprcome 203 16 for for IN work_zbpzx43flfaifddpftczprcome 203 17 link link NN work_zbpzx43flfaifddpftczprcome 203 18 embedding embed VBG work_zbpzx43flfaifddpftczprcome 203 19 that that IN work_zbpzx43flfaifddpftczprcome 203 20 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 203 21 call call VBP work_zbpzx43flfaifddpftczprcome 203 22 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 203 23 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 203 24 - - HYPH work_zbpzx43flfaifddpftczprcome 203 25 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 203 26 link link NN work_zbpzx43flfaifddpftczprcome 203 27 embedding embed VBG work_zbpzx43flfaifddpftczprcome 203 28 outperforms outperform NNS work_zbpzx43flfaifddpftczprcome 203 29 all all PDT work_zbpzx43flfaifddpftczprcome 203 30 the the DT work_zbpzx43flfaifddpftczprcome 203 31 other other JJ work_zbpzx43flfaifddpftczprcome 203 32 approaches approach NNS work_zbpzx43flfaifddpftczprcome 203 33 for for IN work_zbpzx43flfaifddpftczprcome 203 34 embedding embed VBG work_zbpzx43flfaifddpftczprcome 203 35 edges edge NNS work_zbpzx43flfaifddpftczprcome 203 36 based base VBN work_zbpzx43flfaifddpftczprcome 203 37 on on IN work_zbpzx43flfaifddpftczprcome 203 38 node node JJ work_zbpzx43flfaifddpftczprcome 203 39 vector vector NN work_zbpzx43flfaifddpftczprcome 203 40 representations representation NNS work_zbpzx43flfaifddpftczprcome 203 41 . . . work_zbpzx43flfaifddpftczprcome 204 1 To to TO work_zbpzx43flfaifddpftczprcome 204 2 choose choose VB work_zbpzx43flfaifddpftczprcome 204 3 the the DT work_zbpzx43flfaifddpftczprcome 204 4 best good JJS work_zbpzx43flfaifddpftczprcome 204 5 predictive predictive JJ work_zbpzx43flfaifddpftczprcome 204 6 model model NN work_zbpzx43flfaifddpftczprcome 204 7 and and CC work_zbpzx43flfaifddpftczprcome 204 8 edge edge NN work_zbpzx43flfaifddpftczprcome 204 9 embedding embed VBG work_zbpzx43flfaifddpftczprcome 204 10 operator operator NN work_zbpzx43flfaifddpftczprcome 204 11 , , , work_zbpzx43flfaifddpftczprcome 204 12 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 204 13 consider consider VBP work_zbpzx43flfaifddpftczprcome 204 14 several several JJ work_zbpzx43flfaifddpftczprcome 204 15 feature feature NN work_zbpzx43flfaifddpftczprcome 204 16 space space NN work_zbpzx43flfaifddpftczprcome 204 17 combination combination NN work_zbpzx43flfaifddpftczprcome 204 18 based base VBN work_zbpzx43flfaifddpftczprcome 204 19 on on IN work_zbpzx43flfaifddpftczprcome 204 20 List List NNP work_zbpzx43flfaifddpftczprcome 204 21 1 1 CD work_zbpzx43flfaifddpftczprcome 204 22 . . . work_zbpzx43flfaifddpftczprcome 205 1 The the DT work_zbpzx43flfaifddpftczprcome 205 2 results result NNS work_zbpzx43flfaifddpftczprcome 205 3 of of IN work_zbpzx43flfaifddpftczprcome 205 4 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 205 5 comparison comparison NN work_zbpzx43flfaifddpftczprcome 205 6 are be VBP work_zbpzx43flfaifddpftczprcome 205 7 shown show VBN work_zbpzx43flfaifddpftczprcome 205 8 in in IN work_zbpzx43flfaifddpftczprcome 205 9 Table table NN work_zbpzx43flfaifddpftczprcome 205 10 9 9 CD work_zbpzx43flfaifddpftczprcome 205 11 for for IN work_zbpzx43flfaifddpftczprcome 205 12 the the DT work_zbpzx43flfaifddpftczprcome 205 13 first first JJ work_zbpzx43flfaifddpftczprcome 205 14 task task NN work_zbpzx43flfaifddpftczprcome 205 15 and and CC work_zbpzx43flfaifddpftczprcome 205 16 in in IN work_zbpzx43flfaifddpftczprcome 205 17 Table table NN work_zbpzx43flfaifddpftczprcome 205 18 10 10 CD work_zbpzx43flfaifddpftczprcome 205 19 for for IN work_zbpzx43flfaifddpftczprcome 205 20 the the DT work_zbpzx43flfaifddpftczprcome 205 21 second second JJ work_zbpzx43flfaifddpftczprcome 205 22 task task NN work_zbpzx43flfaifddpftczprcome 205 23 of of IN work_zbpzx43flfaifddpftczprcome 205 24 LP LP NNP work_zbpzx43flfaifddpftczprcome 205 25 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 205 26 the the DT work_zbpzx43flfaifddpftczprcome 205 27 original original JJ work_zbpzx43flfaifddpftczprcome 205 28 results result NNS work_zbpzx43flfaifddpftczprcome 205 29 appear appear VBP work_zbpzx43flfaifddpftczprcome 205 30 in in IN work_zbpzx43flfaifddpftczprcome 205 31 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 205 32 et et NNP work_zbpzx43flfaifddpftczprcome 205 33 al al NNP work_zbpzx43flfaifddpftczprcome 205 34 . . . work_zbpzx43flfaifddpftczprcome 206 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 206 2 2018b 2018b LS work_zbpzx43flfaifddpftczprcome 206 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 206 4 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 206 5 . . . work_zbpzx43flfaifddpftczprcome 207 1 Table table NN work_zbpzx43flfaifddpftczprcome 207 2 4 4 CD work_zbpzx43flfaifddpftczprcome 207 3 Comparing compare VBG work_zbpzx43flfaifddpftczprcome 207 4 link link NN work_zbpzx43flfaifddpftczprcome 207 5 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 207 6 for for IN work_zbpzx43flfaifddpftczprcome 207 7 future future JJ work_zbpzx43flfaifddpftczprcome 207 8 links link NNS work_zbpzx43flfaifddpftczprcome 207 9 prediction prediction NN work_zbpzx43flfaifddpftczprcome 207 10 on on IN work_zbpzx43flfaifddpftczprcome 207 11 the the DT work_zbpzx43flfaifddpftczprcome 207 12 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 207 13 dataset dataset NN work_zbpzx43flfaifddpftczprcome 207 14 . . . work_zbpzx43flfaifddpftczprcome 208 1 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 208 2 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 208 3 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 208 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 208 5 macro macro NN work_zbpzx43flfaifddpftczprcome 208 6 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 208 7 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 208 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 208 9 micro micro NN work_zbpzx43flfaifddpftczprcome 208 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 208 11 Log log NN work_zbpzx43flfaifddpftczprcome 208 12 - - HYPH work_zbpzx43flfaifddpftczprcome 208 13 loss loss NN work_zbpzx43flfaifddpftczprcome 208 14 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 208 15 – – : work_zbpzx43flfaifddpftczprcome 208 16 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 208 17 Average average NN work_zbpzx43flfaifddpftczprcome 208 18 0.436 0.436 CD work_zbpzx43flfaifddpftczprcome 208 19 0.578 0.578 CD work_zbpzx43flfaifddpftczprcome 208 20 0.661 0.661 CD work_zbpzx43flfaifddpftczprcome 208 21 0.589 0.589 CD work_zbpzx43flfaifddpftczprcome 208 22 1.341 1.341 CD work_zbpzx43flfaifddpftczprcome 208 23 0.599 0.599 CD work_zbpzx43flfaifddpftczprcome 208 24 Hadamard Hadamard NNP work_zbpzx43flfaifddpftczprcome 208 25 0.613 0.613 CD work_zbpzx43flfaifddpftczprcome 208 26 0.654 0.654 CD work_zbpzx43flfaifddpftczprcome 208 27 0.657 0.657 CD work_zbpzx43flfaifddpftczprcome 208 28 0.628 0.628 CD work_zbpzx43flfaifddpftczprcome 208 29 1.125 1.125 CD work_zbpzx43flfaifddpftczprcome 208 30 0.634 0.634 CD work_zbpzx43flfaifddpftczprcome 208 31 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 208 32 - - HYPH work_zbpzx43flfaifddpftczprcome 208 33 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 208 34 0.645 0.645 CD work_zbpzx43flfaifddpftczprcome 208 35 0.678 0.678 CD work_zbpzx43flfaifddpftczprcome 208 36 0.674 0.674 CD work_zbpzx43flfaifddpftczprcome 208 37 0.632 0.632 CD work_zbpzx43flfaifddpftczprcome 208 38 0.979 0.979 CD work_zbpzx43flfaifddpftczprcome 208 39 0.723 0.723 CD work_zbpzx43flfaifddpftczprcome 208 40 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 208 41 - - HYPH work_zbpzx43flfaifddpftczprcome 208 42 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 208 43 0.672 0.672 CD work_zbpzx43flfaifddpftczprcome 208 44 0.682 0.682 CD work_zbpzx43flfaifddpftczprcome 208 45 0.688 0.688 CD work_zbpzx43flfaifddpftczprcome 208 46 0.637 0.637 CD work_zbpzx43flfaifddpftczprcome 208 47 0.915 0.915 CD work_zbpzx43flfaifddpftczprcome 208 48 0.742 0.742 CD work_zbpzx43flfaifddpftczprcome 208 49 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 208 50 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 208 51 - - HYPH work_zbpzx43flfaifddpftczprcome 208 52 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 208 53 0.644 0.644 CD work_zbpzx43flfaifddpftczprcome 208 54 0.692 0.692 CD work_zbpzx43flfaifddpftczprcome 208 55 0.701 0.701 CD work_zbpzx43flfaifddpftczprcome 208 56 0.696 0.696 CD work_zbpzx43flfaifddpftczprcome 208 57 0.832 0.832 CD work_zbpzx43flfaifddpftczprcome 208 58 0.783 0.783 CD work_zbpzx43flfaifddpftczprcome 208 59 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 208 60 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 208 61 - - HYPH work_zbpzx43flfaifddpftczprcome 208 62 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 208 63 0.712 0.712 CD work_zbpzx43flfaifddpftczprcome 208 64 0.784 0.784 CD work_zbpzx43flfaifddpftczprcome 208 65 0.761 0.761 CD work_zbpzx43flfaifddpftczprcome 208 66 0.754 0.754 CD work_zbpzx43flfaifddpftczprcome 208 67 0.634 0.634 CD work_zbpzx43flfaifddpftczprcome 208 68 0.816 0.816 CD work_zbpzx43flfaifddpftczprcome 208 69 Table table NN work_zbpzx43flfaifddpftczprcome 208 70 5 5 CD work_zbpzx43flfaifddpftczprcome 208 71 Comparing compare VBG work_zbpzx43flfaifddpftczprcome 208 72 machine machine NN work_zbpzx43flfaifddpftczprcome 208 73 learning learning NN work_zbpzx43flfaifddpftczprcome 208 74 models model NNS work_zbpzx43flfaifddpftczprcome 208 75 based base VBN work_zbpzx43flfaifddpftczprcome 208 76 on on IN work_zbpzx43flfaifddpftczprcome 208 77 the the DT work_zbpzx43flfaifddpftczprcome 208 78 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 208 79 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 208 80 - - HYPH work_zbpzx43flfaifddpftczprcome 208 81 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 208 82 link link NN work_zbpzx43flfaifddpftczprcome 208 83 embedding embed VBG work_zbpzx43flfaifddpftczprcome 208 84 for for IN work_zbpzx43flfaifddpftczprcome 208 85 link link JJ work_zbpzx43flfaifddpftczprcome 208 86 prediction prediction NN work_zbpzx43flfaifddpftczprcome 208 87 problem problem NN work_zbpzx43flfaifddpftczprcome 208 88 on on IN work_zbpzx43flfaifddpftczprcome 208 89 the the DT work_zbpzx43flfaifddpftczprcome 208 90 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 208 91 dataset dataset NN work_zbpzx43flfaifddpftczprcome 208 92 . . . work_zbpzx43flfaifddpftczprcome 209 1 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 209 2 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 209 3 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 209 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 209 5 macro macro NN work_zbpzx43flfaifddpftczprcome 209 6 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 209 7 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 209 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 209 9 micro micro NN work_zbpzx43flfaifddpftczprcome 209 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 209 11 Log log NN work_zbpzx43flfaifddpftczprcome 209 12 - - HYPH work_zbpzx43flfaifddpftczprcome 209 13 loss loss NN work_zbpzx43flfaifddpftczprcome 209 14 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 209 15 – – : work_zbpzx43flfaifddpftczprcome 209 16 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 209 17 Logistic Logistic NNP work_zbpzx43flfaifddpftczprcome 209 18 regression regression NN work_zbpzx43flfaifddpftczprcome 209 19 0.421 0.421 CD work_zbpzx43flfaifddpftczprcome 209 20 0.462 0.462 CD work_zbpzx43flfaifddpftczprcome 209 21 0.502 0.502 CD work_zbpzx43flfaifddpftczprcome 209 22 0.472 0.472 CD work_zbpzx43flfaifddpftczprcome 209 23 1.873 1.873 CD work_zbpzx43flfaifddpftczprcome 209 24 0.583 0.583 CD work_zbpzx43flfaifddpftczprcome 209 25 Random random JJ work_zbpzx43flfaifddpftczprcome 209 26 forest forest NN work_zbpzx43flfaifddpftczprcome 209 27 0.836 0.836 CD work_zbpzx43flfaifddpftczprcome 209 28 0.871 0.871 CD work_zbpzx43flfaifddpftczprcome 209 29 0.774 0.774 CD work_zbpzx43flfaifddpftczprcome 209 30 0.831 0.831 CD work_zbpzx43flfaifddpftczprcome 209 31 0.193 0.193 CD work_zbpzx43flfaifddpftczprcome 209 32 0.888 0.888 CD work_zbpzx43flfaifddpftczprcome 209 33 Gradient Gradient NNP work_zbpzx43flfaifddpftczprcome 209 34 boosting boost VBG work_zbpzx43flfaifddpftczprcome 209 35 0.771 0.771 CD work_zbpzx43flfaifddpftczprcome 209 36 0.732 0.732 CD work_zbpzx43flfaifddpftczprcome 209 37 0.703 0.703 CD work_zbpzx43flfaifddpftczprcome 209 38 0.734 0.734 CD work_zbpzx43flfaifddpftczprcome 209 39 0.742 0.742 CD work_zbpzx43flfaifddpftczprcome 209 40 0.663 0.663 CD work_zbpzx43flfaifddpftczprcome 209 41 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 209 42 0.823 0.823 CD work_zbpzx43flfaifddpftczprcome 209 43 0.845 0.845 CD work_zbpzx43flfaifddpftczprcome 209 44 0.782 0.782 CD work_zbpzx43flfaifddpftczprcome 209 45 0.812 0.812 CD work_zbpzx43flfaifddpftczprcome 209 46 0.273 0.273 CD work_zbpzx43flfaifddpftczprcome 209 47 0.828 0.828 CD work_zbpzx43flfaifddpftczprcome 209 48 Table table NN work_zbpzx43flfaifddpftczprcome 209 49 6 6 CD work_zbpzx43flfaifddpftczprcome 209 50 Comparing compare VBG work_zbpzx43flfaifddpftczprcome 209 51 machine machine NN work_zbpzx43flfaifddpftczprcome 209 52 learning learning NN work_zbpzx43flfaifddpftczprcome 209 53 models model NNS work_zbpzx43flfaifddpftczprcome 209 54 based base VBN work_zbpzx43flfaifddpftczprcome 209 55 on on IN work_zbpzx43flfaifddpftczprcome 209 56 the the DT work_zbpzx43flfaifddpftczprcome 209 57 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 209 58 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 209 59 - - HYPH work_zbpzx43flfaifddpftczprcome 209 60 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 209 61 link link NN work_zbpzx43flfaifddpftczprcome 209 62 embedding embed VBG work_zbpzx43flfaifddpftczprcome 209 63 for for IN work_zbpzx43flfaifddpftczprcome 209 64 link link JJ work_zbpzx43flfaifddpftczprcome 209 65 prediction prediction NN work_zbpzx43flfaifddpftczprcome 209 66 problem problem NN work_zbpzx43flfaifddpftczprcome 209 67 on on IN work_zbpzx43flfaifddpftczprcome 209 68 the the DT work_zbpzx43flfaifddpftczprcome 209 69 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 209 70 dataset dataset NN work_zbpzx43flfaifddpftczprcome 209 71 . . . work_zbpzx43flfaifddpftczprcome 210 1 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 210 2 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 210 3 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 210 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 210 5 macro macro NN work_zbpzx43flfaifddpftczprcome 210 6 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 210 7 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 210 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 210 9 micro micro NN work_zbpzx43flfaifddpftczprcome 210 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 210 11 Log log NN work_zbpzx43flfaifddpftczprcome 210 12 - - HYPH work_zbpzx43flfaifddpftczprcome 210 13 loss loss NN work_zbpzx43flfaifddpftczprcome 210 14 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 210 15 – – : work_zbpzx43flfaifddpftczprcome 210 16 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 210 17 Logistic Logistic NNP work_zbpzx43flfaifddpftczprcome 210 18 regression regression NN work_zbpzx43flfaifddpftczprcome 210 19 0.482 0.482 CD work_zbpzx43flfaifddpftczprcome 210 20 0.491 0.491 CD work_zbpzx43flfaifddpftczprcome 210 21 0.522 0.522 CD work_zbpzx43flfaifddpftczprcome 210 22 0.563 0.563 CD work_zbpzx43flfaifddpftczprcome 210 23 1.452 1.452 CD work_zbpzx43flfaifddpftczprcome 210 24 0.613 0.613 CD work_zbpzx43flfaifddpftczprcome 210 25 Random random JJ work_zbpzx43flfaifddpftczprcome 210 26 forest forest NN work_zbpzx43flfaifddpftczprcome 210 27 0.812 0.812 CD work_zbpzx43flfaifddpftczprcome 210 28 0.844 0.844 CD work_zbpzx43flfaifddpftczprcome 210 29 0.745 0.745 CD work_zbpzx43flfaifddpftczprcome 210 30 0.811 0.811 CD work_zbpzx43flfaifddpftczprcome 210 31 0.176 0.176 CD work_zbpzx43flfaifddpftczprcome 210 32 0.876 0.876 CD work_zbpzx43flfaifddpftczprcome 210 33 Gradient Gradient NNP work_zbpzx43flfaifddpftczprcome 210 34 boosting boost VBG work_zbpzx43flfaifddpftczprcome 210 35 0.852 0.852 CD work_zbpzx43flfaifddpftczprcome 210 36 0.821 0.821 CD work_zbpzx43flfaifddpftczprcome 210 37 0.733 0.733 CD work_zbpzx43flfaifddpftczprcome 210 38 0.806 0.806 CD work_zbpzx43flfaifddpftczprcome 210 39 0.337 0.337 CD work_zbpzx43flfaifddpftczprcome 210 40 0.815 0.815 CD work_zbpzx43flfaifddpftczprcome 210 41 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 210 42 0.834 0.834 CD work_zbpzx43flfaifddpftczprcome 210 43 0.837 0.837 CD work_zbpzx43flfaifddpftczprcome 210 44 0.701 0.701 CD work_zbpzx43flfaifddpftczprcome 210 45 0.725 0.725 CD work_zbpzx43flfaifddpftczprcome 210 46 0.302 0.302 CD work_zbpzx43flfaifddpftczprcome 210 47 0.818 0.818 CD work_zbpzx43flfaifddpftczprcome 210 48 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 210 49 et et NNP work_zbpzx43flfaifddpftczprcome 210 50 al al NNP work_zbpzx43flfaifddpftczprcome 210 51 . . . work_zbpzx43flfaifddpftczprcome 211 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 211 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 211 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 211 4 , , , work_zbpzx43flfaifddpftczprcome 211 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 211 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 211 7 . . . work_zbpzx43flfaifddpftczprcome 212 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 212 2 . . NNP work_zbpzx43flfaifddpftczprcome 212 3 , , , work_zbpzx43flfaifddpftczprcome 212 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 212 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 212 6 / / SYM work_zbpzx43flfaifddpftczprcome 212 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 212 8 - - HYPH work_zbpzx43flfaifddpftczprcome 212 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 212 10 11/20 11/20 CD work_zbpzx43flfaifddpftczprcome 212 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 NNS work_zbpzx43flfaifddpftczprcome 212 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ . work_zbpzx43flfaifddpftczprcome 212 13 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 212 14 could could MD work_zbpzx43flfaifddpftczprcome 212 15 see see VB work_zbpzx43flfaifddpftczprcome 212 16 that that IN work_zbpzx43flfaifddpftczprcome 212 17 adding add VBG work_zbpzx43flfaifddpftczprcome 212 18 embedding embedding NN work_zbpzx43flfaifddpftczprcome 212 19 of of IN work_zbpzx43flfaifddpftczprcome 212 20 author author NN work_zbpzx43flfaifddpftczprcome 212 21 research research NN work_zbpzx43flfaifddpftczprcome 212 22 interests interest NNS work_zbpzx43flfaifddpftczprcome 212 23 as as RB work_zbpzx43flfaifddpftczprcome 212 24 well well RB work_zbpzx43flfaifddpftczprcome 212 25 as as IN work_zbpzx43flfaifddpftczprcome 212 26 the the DT work_zbpzx43flfaifddpftczprcome 212 27 author author NN work_zbpzx43flfaifddpftczprcome 212 28 embedding embed VBG work_zbpzx43flfaifddpftczprcome 212 29 itself -PRON- PRP work_zbpzx43flfaifddpftczprcome 212 30 play play VBP work_zbpzx43flfaifddpftczprcome 212 31 significant significant JJ work_zbpzx43flfaifddpftczprcome 212 32 role role NN work_zbpzx43flfaifddpftczprcome 212 33 in in IN work_zbpzx43flfaifddpftczprcome 212 34 improving improve VBG work_zbpzx43flfaifddpftczprcome 212 35 prediction prediction NN work_zbpzx43flfaifddpftczprcome 212 36 quality quality NN work_zbpzx43flfaifddpftczprcome 212 37 for for IN work_zbpzx43flfaifddpftczprcome 212 38 both both DT work_zbpzx43flfaifddpftczprcome 212 39 tasks task NNS work_zbpzx43flfaifddpftczprcome 212 40 . . . work_zbpzx43flfaifddpftczprcome 213 1 When when WRB work_zbpzx43flfaifddpftczprcome 213 2 considering consider VBG work_zbpzx43flfaifddpftczprcome 213 3 only only JJ work_zbpzx43flfaifddpftczprcome 213 4 structural structural JJ work_zbpzx43flfaifddpftczprcome 213 5 embedding embedding NN work_zbpzx43flfaifddpftczprcome 213 6 or or CC work_zbpzx43flfaifddpftczprcome 213 7 node node NN work_zbpzx43flfaifddpftczprcome 213 8 similarity similarity NN work_zbpzx43flfaifddpftczprcome 213 9 features feature NNS work_zbpzx43flfaifddpftczprcome 213 10 , , , work_zbpzx43flfaifddpftczprcome 213 11 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 213 12 obtained obtain VBD work_zbpzx43flfaifddpftczprcome 213 13 worse bad JJR work_zbpzx43flfaifddpftczprcome 213 14 results result NNS work_zbpzx43flfaifddpftczprcome 213 15 in in IN work_zbpzx43flfaifddpftczprcome 213 16 terms term NNS work_zbpzx43flfaifddpftczprcome 213 17 of of IN work_zbpzx43flfaifddpftczprcome 213 18 all all DT work_zbpzx43flfaifddpftczprcome 213 19 binary binary JJ work_zbpzx43flfaifddpftczprcome 213 20 classification classification NN work_zbpzx43flfaifddpftczprcome 213 21 quality quality NN work_zbpzx43flfaifddpftczprcome 213 22 metrics metric NNS work_zbpzx43flfaifddpftczprcome 213 23 . . . work_zbpzx43flfaifddpftczprcome 214 1 In in IN work_zbpzx43flfaifddpftczprcome 214 2 both both DT work_zbpzx43flfaifddpftczprcome 214 3 tasks task NNS work_zbpzx43flfaifddpftczprcome 214 4 , , , work_zbpzx43flfaifddpftczprcome 214 5 the the DT work_zbpzx43flfaifddpftczprcome 214 6 combined combined JJ work_zbpzx43flfaifddpftczprcome 214 7 approach approach NN work_zbpzx43flfaifddpftczprcome 214 8 with with IN work_zbpzx43flfaifddpftczprcome 214 9 direct direct JJ work_zbpzx43flfaifddpftczprcome 214 10 node node JJ work_zbpzx43flfaifddpftczprcome 214 11 similarity similarity NN work_zbpzx43flfaifddpftczprcome 214 12 scores score NNS work_zbpzx43flfaifddpftczprcome 214 13 does do VBZ work_zbpzx43flfaifddpftczprcome 214 14 not not RB work_zbpzx43flfaifddpftczprcome 214 15 improve improve VB work_zbpzx43flfaifddpftczprcome 214 16 the the DT work_zbpzx43flfaifddpftczprcome 214 17 quality quality NN work_zbpzx43flfaifddpftczprcome 214 18 of of IN work_zbpzx43flfaifddpftczprcome 214 19 prediction prediction NN work_zbpzx43flfaifddpftczprcome 214 20 overfitting overfitte VBG work_zbpzx43flfaifddpftczprcome 214 21 the the DT work_zbpzx43flfaifddpftczprcome 214 22 model model NN work_zbpzx43flfaifddpftczprcome 214 23 on on IN work_zbpzx43flfaifddpftczprcome 214 24 particular particular JJ work_zbpzx43flfaifddpftczprcome 214 25 properties property NNS work_zbpzx43flfaifddpftczprcome 214 26 thus thus RB work_zbpzx43flfaifddpftczprcome 214 27 influencing influence VBG work_zbpzx43flfaifddpftczprcome 214 28 the the DT work_zbpzx43flfaifddpftczprcome 214 29 predictions prediction NNS work_zbpzx43flfaifddpftczprcome 214 30 for for IN work_zbpzx43flfaifddpftczprcome 214 31 network network NN work_zbpzx43flfaifddpftczprcome 214 32 with with IN work_zbpzx43flfaifddpftczprcome 214 33 missing miss VBG work_zbpzx43flfaifddpftczprcome 214 34 links link NNS work_zbpzx43flfaifddpftczprcome 214 35 . . . work_zbpzx43flfaifddpftczprcome 215 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 215 2 et et NNP work_zbpzx43flfaifddpftczprcome 215 3 al al NNP work_zbpzx43flfaifddpftczprcome 215 4 . . . work_zbpzx43flfaifddpftczprcome 216 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 216 2 2018a 2018a LS work_zbpzx43flfaifddpftczprcome 216 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 216 4 evaluate evaluate VBP work_zbpzx43flfaifddpftczprcome 216 5 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 216 6 recommender recommender NN work_zbpzx43flfaifddpftczprcome 216 7 system system NN work_zbpzx43flfaifddpftczprcome 216 8 on on IN work_zbpzx43flfaifddpftczprcome 216 9 including include VBG work_zbpzx43flfaifddpftczprcome 216 10 research research NN work_zbpzx43flfaifddpftczprcome 216 11 interests interest NNS work_zbpzx43flfaifddpftczprcome 216 12 based base VBN work_zbpzx43flfaifddpftczprcome 216 13 only only RB work_zbpzx43flfaifddpftczprcome 216 14 on on IN work_zbpzx43flfaifddpftczprcome 216 15 subject subject JJ work_zbpzx43flfaifddpftczprcome 216 16 categories category NNS work_zbpzx43flfaifddpftczprcome 216 17 from from IN work_zbpzx43flfaifddpftczprcome 216 18 the the DT work_zbpzx43flfaifddpftczprcome 216 19 respective respective JJ work_zbpzx43flfaifddpftczprcome 216 20 journals journal NNS work_zbpzx43flfaifddpftczprcome 216 21 index index NN work_zbpzx43flfaifddpftczprcome 216 22 in in IN work_zbpzx43flfaifddpftczprcome 216 23 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 216 24 . . . work_zbpzx43flfaifddpftczprcome 217 1 It -PRON- PRP work_zbpzx43flfaifddpftczprcome 217 2 leads lead VBZ work_zbpzx43flfaifddpftczprcome 217 3 to to IN work_zbpzx43flfaifddpftczprcome 217 4 worse bad JJR work_zbpzx43flfaifddpftczprcome 217 5 results result NNS work_zbpzx43flfaifddpftczprcome 217 6 for for IN work_zbpzx43flfaifddpftczprcome 217 7 LP LP NNP work_zbpzx43flfaifddpftczprcome 217 8 for for IN work_zbpzx43flfaifddpftczprcome 217 9 the the DT work_zbpzx43flfaifddpftczprcome 217 10 authors author NNS work_zbpzx43flfaifddpftczprcome 217 11 with with IN work_zbpzx43flfaifddpftczprcome 217 12 small small JJ work_zbpzx43flfaifddpftczprcome 217 13 number number NN work_zbpzx43flfaifddpftczprcome 217 14 of of IN work_zbpzx43flfaifddpftczprcome 217 15 research research NN work_zbpzx43flfaifddpftczprcome 217 16 publication publication NN work_zbpzx43flfaifddpftczprcome 217 17 , , , work_zbpzx43flfaifddpftczprcome 217 18 so so CC work_zbpzx43flfaifddpftczprcome 217 19 they -PRON- PRP work_zbpzx43flfaifddpftczprcome 217 20 succeeded succeed VBD work_zbpzx43flfaifddpftczprcome 217 21 only only RB work_zbpzx43flfaifddpftczprcome 217 22 predicting predict VBG work_zbpzx43flfaifddpftczprcome 217 23 so so RB work_zbpzx43flfaifddpftczprcome 217 24 - - HYPH work_zbpzx43flfaifddpftczprcome 217 25 called call VBN work_zbpzx43flfaifddpftczprcome 217 26 strong strong JJ work_zbpzx43flfaifddpftczprcome 217 27 connections connection NNS work_zbpzx43flfaifddpftczprcome 217 28 for for IN work_zbpzx43flfaifddpftczprcome 217 29 authors author NNS work_zbpzx43flfaifddpftczprcome 217 30 writing write VBG work_zbpzx43flfaifddpftczprcome 217 31 at at RB work_zbpzx43flfaifddpftczprcome 217 32 least least RBS work_zbpzx43flfaifddpftczprcome 217 33 three three CD work_zbpzx43flfaifddpftczprcome 217 34 to to TO work_zbpzx43flfaifddpftczprcome 217 35 five five CD work_zbpzx43flfaifddpftczprcome 217 36 papers paper NNS work_zbpzx43flfaifddpftczprcome 217 37 in in IN work_zbpzx43flfaifddpftczprcome 217 38 co co NN work_zbpzx43flfaifddpftczprcome 217 39 - - NN work_zbpzx43flfaifddpftczprcome 217 40 authorship authorship NN work_zbpzx43flfaifddpftczprcome 217 41 . . . work_zbpzx43flfaifddpftczprcome 218 1 Our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 218 2 approach approach NN work_zbpzx43flfaifddpftczprcome 218 3 Table table NN work_zbpzx43flfaifddpftczprcome 218 4 8 8 CD work_zbpzx43flfaifddpftczprcome 218 5 Comparing compare VBG work_zbpzx43flfaifddpftczprcome 218 6 link link NN work_zbpzx43flfaifddpftczprcome 218 7 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 218 8 for for IN work_zbpzx43flfaifddpftczprcome 218 9 the the DT work_zbpzx43flfaifddpftczprcome 218 10 link link NN work_zbpzx43flfaifddpftczprcome 218 11 prediction prediction NN work_zbpzx43flfaifddpftczprcome 218 12 problem problem NN work_zbpzx43flfaifddpftczprcome 218 13 on on IN work_zbpzx43flfaifddpftczprcome 218 14 the the DT work_zbpzx43flfaifddpftczprcome 218 15 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 218 16 dataset dataset NN work_zbpzx43flfaifddpftczprcome 218 17 . . . work_zbpzx43flfaifddpftczprcome 219 1 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 219 2 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 219 3 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 219 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 219 5 macro macro NN work_zbpzx43flfaifddpftczprcome 219 6 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 219 7 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 219 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 219 9 micro micro NN work_zbpzx43flfaifddpftczprcome 219 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 219 11 Log log NN work_zbpzx43flfaifddpftczprcome 219 12 - - HYPH work_zbpzx43flfaifddpftczprcome 219 13 loss loss NN work_zbpzx43flfaifddpftczprcome 219 14 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 219 15 – – : work_zbpzx43flfaifddpftczprcome 219 16 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 219 17 Average average JJ work_zbpzx43flfaifddpftczprcome 219 18 0.588 0.588 CD work_zbpzx43flfaifddpftczprcome 219 19 0.531 0.531 CD work_zbpzx43flfaifddpftczprcome 219 20 0.563 0.563 CD work_zbpzx43flfaifddpftczprcome 219 21 0.569 0.569 CD work_zbpzx43flfaifddpftczprcome 219 22 1.321 1.321 CD work_zbpzx43flfaifddpftczprcome 219 23 0.553 0.553 CD work_zbpzx43flfaifddpftczprcome 219 24 Hadamard Hadamard NNP work_zbpzx43flfaifddpftczprcome 219 25 0.672 0.672 CD work_zbpzx43flfaifddpftczprcome 219 26 0.637 0.637 CD work_zbpzx43flfaifddpftczprcome 219 27 0.611 0.611 CD work_zbpzx43flfaifddpftczprcome 219 28 0.632 0.632 CD work_zbpzx43flfaifddpftczprcome 219 29 0.784 0.784 CD work_zbpzx43flfaifddpftczprcome 219 30 0.626 0.626 CD work_zbpzx43flfaifddpftczprcome 219 31 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 219 32 - - HYPH work_zbpzx43flfaifddpftczprcome 219 33 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 219 34 0.746 0.746 CD work_zbpzx43flfaifddpftczprcome 219 35 0.653 0.653 CD work_zbpzx43flfaifddpftczprcome 219 36 0.675 0.675 CD work_zbpzx43flfaifddpftczprcome 219 37 0.694 0.694 CD work_zbpzx43flfaifddpftczprcome 219 38 0.693 0.693 CD work_zbpzx43flfaifddpftczprcome 219 39 0.668 0.668 CD work_zbpzx43flfaifddpftczprcome 219 40 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 219 41 - - HYPH work_zbpzx43flfaifddpftczprcome 219 42 L2 l2 NN work_zbpzx43flfaifddpftczprcome 219 43 0.786 0.786 CD work_zbpzx43flfaifddpftczprcome 219 44 0.771 0.771 CD work_zbpzx43flfaifddpftczprcome 219 45 0.705 0.705 CD work_zbpzx43flfaifddpftczprcome 219 46 0.707 0.707 CD work_zbpzx43flfaifddpftczprcome 219 47 0.597 0.597 CD work_zbpzx43flfaifddpftczprcome 219 48 0.774 0.774 CD work_zbpzx43flfaifddpftczprcome 219 49 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 219 50 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 219 51 - - HYPH work_zbpzx43flfaifddpftczprcome 219 52 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 219 53 0.794 0.794 CD work_zbpzx43flfaifddpftczprcome 219 54 0.821 0.821 CD work_zbpzx43flfaifddpftczprcome 219 55 0.732 0.732 CD work_zbpzx43flfaifddpftczprcome 219 56 0.781 0.781 CD work_zbpzx43flfaifddpftczprcome 219 57 0.337 0.337 CD work_zbpzx43flfaifddpftczprcome 219 58 0.832 0.832 CD work_zbpzx43flfaifddpftczprcome 219 59 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 219 60 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 219 61 - - HYPH work_zbpzx43flfaifddpftczprcome 219 62 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 219 63 0.812 0.812 CD work_zbpzx43flfaifddpftczprcome 219 64 0.844 0.844 CD work_zbpzx43flfaifddpftczprcome 219 65 0.745 0.745 CD work_zbpzx43flfaifddpftczprcome 219 66 0.811 0.811 CD work_zbpzx43flfaifddpftczprcome 219 67 0.176 0.176 CD work_zbpzx43flfaifddpftczprcome 219 68 0.876 0.876 CD work_zbpzx43flfaifddpftczprcome 219 69 Table table NN work_zbpzx43flfaifddpftczprcome 219 70 9 9 CD work_zbpzx43flfaifddpftczprcome 219 71 Prediction Prediction NNP work_zbpzx43flfaifddpftczprcome 219 72 of of IN work_zbpzx43flfaifddpftczprcome 219 73 publications publication NNS work_zbpzx43flfaifddpftczprcome 219 74 for for IN work_zbpzx43flfaifddpftczprcome 219 75 2017 2017 CD work_zbpzx43flfaifddpftczprcome 219 76 year year NN work_zbpzx43flfaifddpftczprcome 219 77 based base VBN work_zbpzx43flfaifddpftczprcome 219 78 on on IN work_zbpzx43flfaifddpftczprcome 219 79 ≤2016 ≤2016 RB work_zbpzx43flfaifddpftczprcome 219 80 years year NNS work_zbpzx43flfaifddpftczprcome 219 81 information information NN work_zbpzx43flfaifddpftczprcome 219 82 . . . work_zbpzx43flfaifddpftczprcome 220 1 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 220 2 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 220 3 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 220 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 5 macro macro NN work_zbpzx43flfaifddpftczprcome 220 6 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 7 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 220 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 9 micro micro NN work_zbpzx43flfaifddpftczprcome 220 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 11 Log log NN work_zbpzx43flfaifddpftczprcome 220 12 - - HYPH work_zbpzx43flfaifddpftczprcome 220 13 loss loss NN work_zbpzx43flfaifddpftczprcome 220 14 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 220 15 – – : work_zbpzx43flfaifddpftczprcome 220 16 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 220 17 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 18 1 1 CD work_zbpzx43flfaifddpftczprcome 220 19 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 20 0.712 0.712 CD work_zbpzx43flfaifddpftczprcome 220 21 0.784 0.784 CD work_zbpzx43flfaifddpftczprcome 220 22 0.761 0.761 CD work_zbpzx43flfaifddpftczprcome 220 23 0.754 0.754 CD work_zbpzx43flfaifddpftczprcome 220 24 0.634 0.634 CD work_zbpzx43flfaifddpftczprcome 220 25 0.816 0.816 CD work_zbpzx43flfaifddpftczprcome 220 26 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 27 3 3 CD work_zbpzx43flfaifddpftczprcome 220 28 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 29 0.652 0.652 CD work_zbpzx43flfaifddpftczprcome 220 30 0.745 0.745 CD work_zbpzx43flfaifddpftczprcome 220 31 0.731 0.731 CD work_zbpzx43flfaifddpftczprcome 220 32 0.719 0.719 CD work_zbpzx43flfaifddpftczprcome 220 33 0.682 0.682 CD work_zbpzx43flfaifddpftczprcome 220 34 0.767 0.767 CD work_zbpzx43flfaifddpftczprcome 220 35 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 36 1)+(2 1)+(2 CD work_zbpzx43flfaifddpftczprcome 220 37 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 38 0.735 0.735 CD work_zbpzx43flfaifddpftczprcome 220 39 0.822 0.822 CD work_zbpzx43flfaifddpftczprcome 220 40 0.775 0.775 CD work_zbpzx43flfaifddpftczprcome 220 41 0.759 0.759 CD work_zbpzx43flfaifddpftczprcome 220 42 0.593 0.593 CD work_zbpzx43flfaifddpftczprcome 220 43 0.836 0.836 CD work_zbpzx43flfaifddpftczprcome 220 44 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 45 1)+(3 1)+(3 CD work_zbpzx43flfaifddpftczprcome 220 46 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 47 0.728 0.728 CD work_zbpzx43flfaifddpftczprcome 220 48 0.796 0.796 CD work_zbpzx43flfaifddpftczprcome 220 49 0.781 0.781 CD work_zbpzx43flfaifddpftczprcome 220 50 0.789 0.789 CD work_zbpzx43flfaifddpftczprcome 220 51 0.618 0.618 CD work_zbpzx43flfaifddpftczprcome 220 52 0.827 0.827 CD work_zbpzx43flfaifddpftczprcome 220 53 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 54 1)+(4 1)+(4 CD work_zbpzx43flfaifddpftczprcome 220 55 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 56 0.722 0.722 CD work_zbpzx43flfaifddpftczprcome 220 57 0.791 0.791 CD work_zbpzx43flfaifddpftczprcome 220 58 0.772 0.772 CD work_zbpzx43flfaifddpftczprcome 220 59 0.751 0.751 CD work_zbpzx43flfaifddpftczprcome 220 60 0.611 0.611 CD work_zbpzx43flfaifddpftczprcome 220 61 0.819 0.819 CD work_zbpzx43flfaifddpftczprcome 220 62 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 63 3)+(4 3)+(4 NN work_zbpzx43flfaifddpftczprcome 220 64 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 65 0.683 0.683 CD work_zbpzx43flfaifddpftczprcome 220 66 0.762 0.762 CD work_zbpzx43flfaifddpftczprcome 220 67 0.782 0.782 CD work_zbpzx43flfaifddpftczprcome 220 68 0.781 0.781 CD work_zbpzx43flfaifddpftczprcome 220 69 0.671 0.671 CD work_zbpzx43flfaifddpftczprcome 220 70 0.762 0.762 CD work_zbpzx43flfaifddpftczprcome 220 71 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 72 1)+(2)+(3 1)+(2)+(3 CD work_zbpzx43flfaifddpftczprcome 220 73 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 74 0.742 0.742 CD work_zbpzx43flfaifddpftczprcome 220 75 0.863 0.863 CD work_zbpzx43flfaifddpftczprcome 220 76 0.787 0.787 CD work_zbpzx43flfaifddpftczprcome 220 77 0.751 0.751 CD work_zbpzx43flfaifddpftczprcome 220 78 0.582 0.582 CD work_zbpzx43flfaifddpftczprcome 220 79 0.855 0.855 CD work_zbpzx43flfaifddpftczprcome 220 80 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 81 1)+(2)+(4 1)+(2)+(4 CD work_zbpzx43flfaifddpftczprcome 220 82 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 83 0.738 0.738 CD work_zbpzx43flfaifddpftczprcome 220 84 0.852 0.852 CD work_zbpzx43flfaifddpftczprcome 220 85 0.791 0.791 CD work_zbpzx43flfaifddpftczprcome 220 86 0.731 0.731 CD work_zbpzx43flfaifddpftczprcome 220 87 0.604 0.604 CD work_zbpzx43flfaifddpftczprcome 220 88 0.842 0.842 CD work_zbpzx43flfaifddpftczprcome 220 89 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 220 90 1)+(2)+(3)+(4 1)+(2)+(3)+(4 CD work_zbpzx43flfaifddpftczprcome 220 91 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 220 92 0.798 0.798 CD work_zbpzx43flfaifddpftczprcome 220 93 0.866 0.866 CD work_zbpzx43flfaifddpftczprcome 220 94 0.793 0.793 CD work_zbpzx43flfaifddpftczprcome 220 95 0.786 0.786 CD work_zbpzx43flfaifddpftczprcome 220 96 0.573 0.573 CD work_zbpzx43flfaifddpftczprcome 220 97 0.878 0.878 CD work_zbpzx43flfaifddpftczprcome 220 98 Table table NN work_zbpzx43flfaifddpftczprcome 220 99 7 7 CD work_zbpzx43flfaifddpftczprcome 220 100 Comparing compare VBG work_zbpzx43flfaifddpftczprcome 220 101 link link NN work_zbpzx43flfaifddpftczprcome 220 102 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 220 103 for for IN work_zbpzx43flfaifddpftczprcome 220 104 the the DT work_zbpzx43flfaifddpftczprcome 220 105 link link NN work_zbpzx43flfaifddpftczprcome 220 106 prediction prediction NN work_zbpzx43flfaifddpftczprcome 220 107 problem problem NN work_zbpzx43flfaifddpftczprcome 220 108 on on IN work_zbpzx43flfaifddpftczprcome 220 109 the the DT work_zbpzx43flfaifddpftczprcome 220 110 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 220 111 dataset dataset NN work_zbpzx43flfaifddpftczprcome 220 112 . . . work_zbpzx43flfaifddpftczprcome 221 1 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 221 2 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 221 3 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 221 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 221 5 macro macro NN work_zbpzx43flfaifddpftczprcome 221 6 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 221 7 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 221 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 221 9 micro micro NN work_zbpzx43flfaifddpftczprcome 221 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 221 11 Log log NN work_zbpzx43flfaifddpftczprcome 221 12 - - HYPH work_zbpzx43flfaifddpftczprcome 221 13 loss loss NN work_zbpzx43flfaifddpftczprcome 221 14 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 221 15 – – : work_zbpzx43flfaifddpftczprcome 221 16 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 221 17 Average average JJ work_zbpzx43flfaifddpftczprcome 221 18 0.628 0.628 CD work_zbpzx43flfaifddpftczprcome 221 19 0.611 0.611 CD work_zbpzx43flfaifddpftczprcome 221 20 0.693 0.693 CD work_zbpzx43flfaifddpftczprcome 221 21 0.738 0.738 CD work_zbpzx43flfaifddpftczprcome 221 22 1.092 1.092 CD work_zbpzx43flfaifddpftczprcome 221 23 0.641 0.641 CD work_zbpzx43flfaifddpftczprcome 221 24 Hadamard Hadamard NNP work_zbpzx43flfaifddpftczprcome 221 25 0.721 0.721 CD work_zbpzx43flfaifddpftczprcome 221 26 0.728 0.728 CD work_zbpzx43flfaifddpftczprcome 221 27 0.673 0.673 CD work_zbpzx43flfaifddpftczprcome 221 28 0.687 0.687 CD work_zbpzx43flfaifddpftczprcome 221 29 0.703 0.703 CD work_zbpzx43flfaifddpftczprcome 221 30 0.771 0.771 CD work_zbpzx43flfaifddpftczprcome 221 31 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 221 32 - - HYPH work_zbpzx43flfaifddpftczprcome 221 33 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 221 34 0.776 0.776 CD work_zbpzx43flfaifddpftczprcome 221 35 0.765 0.765 CD work_zbpzx43flfaifddpftczprcome 221 36 0.727 0.727 CD work_zbpzx43flfaifddpftczprcome 221 37 0.759 0.759 CD work_zbpzx43flfaifddpftczprcome 221 38 0.376 0.376 CD work_zbpzx43flfaifddpftczprcome 221 39 0.817 0.817 CD work_zbpzx43flfaifddpftczprcome 221 40 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 221 41 - - HYPH work_zbpzx43flfaifddpftczprcome 221 42 L2 l2 NN work_zbpzx43flfaifddpftczprcome 221 43 0.786 0.786 CD work_zbpzx43flfaifddpftczprcome 221 44 0.782 0.782 CD work_zbpzx43flfaifddpftczprcome 221 45 0.751 0.751 CD work_zbpzx43flfaifddpftczprcome 221 46 0.782 0.782 CD work_zbpzx43flfaifddpftczprcome 221 47 0.355 0.355 CD work_zbpzx43flfaifddpftczprcome 221 48 0.827 0.827 CD work_zbpzx43flfaifddpftczprcome 221 49 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 221 50 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 221 51 - - HYPH work_zbpzx43flfaifddpftczprcome 221 52 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 221 53 0.816 0.816 CD work_zbpzx43flfaifddpftczprcome 221 54 0.834 0.834 CD work_zbpzx43flfaifddpftczprcome 221 55 0.762 0.762 CD work_zbpzx43flfaifddpftczprcome 221 56 0.801 0.801 CD work_zbpzx43flfaifddpftczprcome 221 57 0.214 0.214 CD work_zbpzx43flfaifddpftczprcome 221 58 0.839 0.839 CD work_zbpzx43flfaifddpftczprcome 221 59 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 221 60 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 221 61 - - HYPH work_zbpzx43flfaifddpftczprcome 221 62 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 221 63 0.836 0.836 CD work_zbpzx43flfaifddpftczprcome 221 64 0.871 0.871 CD work_zbpzx43flfaifddpftczprcome 221 65 0.774 0.774 CD work_zbpzx43flfaifddpftczprcome 221 66 0.831 0.831 CD work_zbpzx43flfaifddpftczprcome 221 67 0.193 0.193 CD work_zbpzx43flfaifddpftczprcome 221 68 0.888 0.888 CD work_zbpzx43flfaifddpftczprcome 221 69 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 221 70 et et NNP work_zbpzx43flfaifddpftczprcome 221 71 al al NNP work_zbpzx43flfaifddpftczprcome 221 72 . . . work_zbpzx43flfaifddpftczprcome 222 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 222 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 222 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 222 4 , , , work_zbpzx43flfaifddpftczprcome 222 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 222 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 222 7 . . . work_zbpzx43flfaifddpftczprcome 223 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 223 2 . . NNP work_zbpzx43flfaifddpftczprcome 223 3 , , , work_zbpzx43flfaifddpftczprcome 223 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 223 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 223 6 / / SYM work_zbpzx43flfaifddpftczprcome 223 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 223 8 - - HYPH work_zbpzx43flfaifddpftczprcome 223 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 223 10 12/20 12/20 CD work_zbpzx43flfaifddpftczprcome 223 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 223 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_zbpzx43flfaifddpftczprcome 223 13 allows allow VBZ work_zbpzx43flfaifddpftczprcome 223 14 to to TO work_zbpzx43flfaifddpftczprcome 223 15 work work VB work_zbpzx43flfaifddpftczprcome 223 16 with with IN work_zbpzx43flfaifddpftczprcome 223 17 arbitrary arbitrary JJ work_zbpzx43flfaifddpftczprcome 223 18 research research NN work_zbpzx43flfaifddpftczprcome 223 19 interest interest NN work_zbpzx43flfaifddpftczprcome 223 20 representation representation NN work_zbpzx43flfaifddpftczprcome 223 21 thus thus RB work_zbpzx43flfaifddpftczprcome 223 22 making make VBG work_zbpzx43flfaifddpftczprcome 223 23 it -PRON- PRP work_zbpzx43flfaifddpftczprcome 223 24 possible possible JJ work_zbpzx43flfaifddpftczprcome 223 25 to to TO work_zbpzx43flfaifddpftczprcome 223 26 use use VB work_zbpzx43flfaifddpftczprcome 223 27 recommender recommender NN work_zbpzx43flfaifddpftczprcome 223 28 system system NN work_zbpzx43flfaifddpftczprcome 223 29 for for IN work_zbpzx43flfaifddpftczprcome 223 30 novice novice NN work_zbpzx43flfaifddpftczprcome 223 31 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 223 32 with with IN work_zbpzx43flfaifddpftczprcome 223 33 small small JJ work_zbpzx43flfaifddpftczprcome 223 34 or or CC work_zbpzx43flfaifddpftczprcome 223 35 zero zero CD work_zbpzx43flfaifddpftczprcome 223 36 connections connection NNS work_zbpzx43flfaifddpftczprcome 223 37 in in IN work_zbpzx43flfaifddpftczprcome 223 38 the the DT work_zbpzx43flfaifddpftczprcome 223 39 network network NN work_zbpzx43flfaifddpftczprcome 223 40 . . . work_zbpzx43flfaifddpftczprcome 224 1 EXPERIMENTS experiment NNS work_zbpzx43flfaifddpftczprcome 224 2 FOR for IN work_zbpzx43flfaifddpftczprcome 224 3 A a DT work_zbpzx43flfaifddpftczprcome 224 4 LARGE large JJ work_zbpzx43flfaifddpftczprcome 224 5 NETWORK NETWORK NNP work_zbpzx43flfaifddpftczprcome 224 6 To to TO work_zbpzx43flfaifddpftczprcome 224 7 evaluate evaluate VB work_zbpzx43flfaifddpftczprcome 224 8 scalability scalability NN work_zbpzx43flfaifddpftczprcome 224 9 of of IN work_zbpzx43flfaifddpftczprcome 224 10 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 224 11 results result NNS work_zbpzx43flfaifddpftczprcome 224 12 , , , work_zbpzx43flfaifddpftczprcome 224 13 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 224 14 considered consider VBD work_zbpzx43flfaifddpftczprcome 224 15 the the DT work_zbpzx43flfaifddpftczprcome 224 16 LP LP NNP work_zbpzx43flfaifddpftczprcome 224 17 task task NN work_zbpzx43flfaifddpftczprcome 224 18 for for IN work_zbpzx43flfaifddpftczprcome 224 19 the the DT work_zbpzx43flfaifddpftczprcome 224 20 large large JJ work_zbpzx43flfaifddpftczprcome 224 21 network network NN work_zbpzx43flfaifddpftczprcome 224 22 called call VBN work_zbpzx43flfaifddpftczprcome 224 23 AMiner AMiner NNP work_zbpzx43flfaifddpftczprcome 224 24 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 224 25 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 224 26 et et FW work_zbpzx43flfaifddpftczprcome 224 27 al al NNP work_zbpzx43flfaifddpftczprcome 224 28 . . NNP work_zbpzx43flfaifddpftczprcome 224 29 , , , work_zbpzx43flfaifddpftczprcome 224 30 2008 2008 CD work_zbpzx43flfaifddpftczprcome 224 31 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 224 32 . . . work_zbpzx43flfaifddpftczprcome 225 1 This this DT work_zbpzx43flfaifddpftczprcome 225 2 network network NN work_zbpzx43flfaifddpftczprcome 225 3 describes describe VBZ work_zbpzx43flfaifddpftczprcome 225 4 collaborations collaboration NNS work_zbpzx43flfaifddpftczprcome 225 5 among among IN work_zbpzx43flfaifddpftczprcome 225 6 the the DT work_zbpzx43flfaifddpftczprcome 225 7 authors author NNS work_zbpzx43flfaifddpftczprcome 225 8 and and CC work_zbpzx43flfaifddpftczprcome 225 9 contains contain VBZ work_zbpzx43flfaifddpftczprcome 225 10 1,560,640 1,560,640 CD work_zbpzx43flfaifddpftczprcome 225 11 nodes node NNS work_zbpzx43flfaifddpftczprcome 225 12 and and CC work_zbpzx43flfaifddpftczprcome 225 13 4,258,615 4,258,615 CD work_zbpzx43flfaifddpftczprcome 225 14 edges edge NNS work_zbpzx43flfaifddpftczprcome 225 15 . . . work_zbpzx43flfaifddpftczprcome 226 1 For for IN work_zbpzx43flfaifddpftczprcome 226 2 constructing construct VBG work_zbpzx43flfaifddpftczprcome 226 3 node node JJ work_zbpzx43flfaifddpftczprcome 226 4 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 226 5 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 226 6 used use VBD work_zbpzx43flfaifddpftczprcome 226 7 node2vec node2vec NN work_zbpzx43flfaifddpftczprcome 226 8 with with IN work_zbpzx43flfaifddpftczprcome 226 9 model model NN work_zbpzx43flfaifddpftczprcome 226 10 parameters parameter NNS work_zbpzx43flfaifddpftczprcome 226 11 p p NNP work_zbpzx43flfaifddpftczprcome 226 12 , , , work_zbpzx43flfaifddpftczprcome 226 13 q q NNP work_zbpzx43flfaifddpftczprcome 226 14 = = NFP work_zbpzx43flfaifddpftczprcome 226 15 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 226 16 1,1 1,1 CD work_zbpzx43flfaifddpftczprcome 226 17 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 226 18 , , , work_zbpzx43flfaifddpftczprcome 226 19 embedding embed VBG work_zbpzx43flfaifddpftczprcome 226 20 dimension dimension NN work_zbpzx43flfaifddpftczprcome 226 21 d d NN work_zbpzx43flfaifddpftczprcome 226 22 = = SYM work_zbpzx43flfaifddpftczprcome 226 23 128 128 CD work_zbpzx43flfaifddpftczprcome 226 24 , , , work_zbpzx43flfaifddpftczprcome 226 25 length length NN work_zbpzx43flfaifddpftczprcome 226 26 of of IN work_zbpzx43flfaifddpftczprcome 226 27 walk walk NN work_zbpzx43flfaifddpftczprcome 226 28 per per IN work_zbpzx43flfaifddpftczprcome 226 29 node node RB work_zbpzx43flfaifddpftczprcome 226 30 equaled equal VBN work_zbpzx43flfaifddpftczprcome 226 31 l l NN work_zbpzx43flfaifddpftczprcome 226 32 = = SYM work_zbpzx43flfaifddpftczprcome 226 33 60 60 CD work_zbpzx43flfaifddpftczprcome 226 34 , , , work_zbpzx43flfaifddpftczprcome 226 35 and and CC work_zbpzx43flfaifddpftczprcome 226 36 number number NN work_zbpzx43flfaifddpftczprcome 226 37 of of IN work_zbpzx43flfaifddpftczprcome 226 38 walks walk NNS work_zbpzx43flfaifddpftczprcome 226 39 per per IN work_zbpzx43flfaifddpftczprcome 226 40 node node RB work_zbpzx43flfaifddpftczprcome 226 41 equaled equal VBN work_zbpzx43flfaifddpftczprcome 226 42 n n NN work_zbpzx43flfaifddpftczprcome 226 43 = = SYM work_zbpzx43flfaifddpftczprcome 226 44 3 3 CD work_zbpzx43flfaifddpftczprcome 226 45 . . . work_zbpzx43flfaifddpftczprcome 227 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 227 2 decreased decrease VBD work_zbpzx43flfaifddpftczprcome 227 3 values value NNS work_zbpzx43flfaifddpftczprcome 227 4 of of IN work_zbpzx43flfaifddpftczprcome 227 5 l l NN work_zbpzx43flfaifddpftczprcome 227 6 and and CC work_zbpzx43flfaifddpftczprcome 227 7 n n CC work_zbpzx43flfaifddpftczprcome 227 8 in in IN work_zbpzx43flfaifddpftczprcome 227 9 comparison comparison NN work_zbpzx43flfaifddpftczprcome 227 10 with with IN work_zbpzx43flfaifddpftczprcome 227 11 default default NN work_zbpzx43flfaifddpftczprcome 227 12 values value NNS work_zbpzx43flfaifddpftczprcome 227 13 , , , work_zbpzx43flfaifddpftczprcome 227 14 because because IN work_zbpzx43flfaifddpftczprcome 227 15 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 227 16 computer computer NN work_zbpzx43flfaifddpftczprcome 227 17 terminated terminate VBD work_zbpzx43flfaifddpftczprcome 227 18 process process NN work_zbpzx43flfaifddpftczprcome 227 19 due due IN work_zbpzx43flfaifddpftczprcome 227 20 to to IN work_zbpzx43flfaifddpftczprcome 227 21 memory memory NN work_zbpzx43flfaifddpftczprcome 227 22 issues issue NNS work_zbpzx43flfaifddpftczprcome 227 23 . . . work_zbpzx43flfaifddpftczprcome 228 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 228 2 studied study VBD work_zbpzx43flfaifddpftczprcome 228 3 the the DT work_zbpzx43flfaifddpftczprcome 228 4 impact impact NN work_zbpzx43flfaifddpftczprcome 228 5 of of IN work_zbpzx43flfaifddpftczprcome 228 6 train train NN work_zbpzx43flfaifddpftczprcome 228 7 / / SYM work_zbpzx43flfaifddpftczprcome 228 8 test test NN work_zbpzx43flfaifddpftczprcome 228 9 split split VBN work_zbpzx43flfaifddpftczprcome 228 10 on on IN work_zbpzx43flfaifddpftczprcome 228 11 different different JJ work_zbpzx43flfaifddpftczprcome 228 12 edge edge NN work_zbpzx43flfaifddpftczprcome 228 13 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 228 14 operators operator NNS work_zbpzx43flfaifddpftczprcome 228 15 while while IN work_zbpzx43flfaifddpftczprcome 228 16 fixing fix VBG work_zbpzx43flfaifddpftczprcome 228 17 Logistic Logistic NNP work_zbpzx43flfaifddpftczprcome 228 18 Regression Regression NNP work_zbpzx43flfaifddpftczprcome 228 19 model model NN work_zbpzx43flfaifddpftczprcome 228 20 for for IN work_zbpzx43flfaifddpftczprcome 228 21 LP LP NNP work_zbpzx43flfaifddpftczprcome 228 22 . . . work_zbpzx43flfaifddpftczprcome 229 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 229 2 considered consider VBD work_zbpzx43flfaifddpftczprcome 229 3 train train NN work_zbpzx43flfaifddpftczprcome 229 4 set set NN work_zbpzx43flfaifddpftczprcome 229 5 , , , work_zbpzx43flfaifddpftczprcome 229 6 consisting consist VBG work_zbpzx43flfaifddpftczprcome 229 7 of of IN work_zbpzx43flfaifddpftczprcome 229 8 20 20 CD work_zbpzx43flfaifddpftczprcome 229 9 % % NN work_zbpzx43flfaifddpftczprcome 229 10 , , , work_zbpzx43flfaifddpftczprcome 229 11 40 40 CD work_zbpzx43flfaifddpftczprcome 229 12 % % NN work_zbpzx43flfaifddpftczprcome 229 13 , , , work_zbpzx43flfaifddpftczprcome 229 14 60 60 CD work_zbpzx43flfaifddpftczprcome 229 15 % % NN work_zbpzx43flfaifddpftczprcome 229 16 , , , work_zbpzx43flfaifddpftczprcome 229 17 80 80 CD work_zbpzx43flfaifddpftczprcome 229 18 % % NN work_zbpzx43flfaifddpftczprcome 229 19 of of IN work_zbpzx43flfaifddpftczprcome 229 20 the the DT work_zbpzx43flfaifddpftczprcome 229 21 graph graph NN work_zbpzx43flfaifddpftczprcome 229 22 edges edge NNS work_zbpzx43flfaifddpftczprcome 229 23 while while IN work_zbpzx43flfaifddpftczprcome 229 24 averaging average VBG work_zbpzx43flfaifddpftczprcome 229 25 binary binary JJ work_zbpzx43flfaifddpftczprcome 229 26 classification classification NN work_zbpzx43flfaifddpftczprcome 229 27 quality quality NN work_zbpzx43flfaifddpftczprcome 229 28 metrics metric NNS work_zbpzx43flfaifddpftczprcome 229 29 over over IN work_zbpzx43flfaifddpftczprcome 229 30 five five CD work_zbpzx43flfaifddpftczprcome 229 31 negative negative JJ work_zbpzx43flfaifddpftczprcome 229 32 sampling sampling NN work_zbpzx43flfaifddpftczprcome 229 33 providing provide VBG work_zbpzx43flfaifddpftczprcome 229 34 negative negative JJ work_zbpzx43flfaifddpftczprcome 229 35 examples example NNS work_zbpzx43flfaifddpftczprcome 229 36 for for IN work_zbpzx43flfaifddpftczprcome 229 37 non non JJ work_zbpzx43flfaifddpftczprcome 229 38 - - JJ work_zbpzx43flfaifddpftczprcome 229 39 existent existent JJ work_zbpzx43flfaifddpftczprcome 229 40 edges edge NNS work_zbpzx43flfaifddpftczprcome 229 41 . . . work_zbpzx43flfaifddpftczprcome 230 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 230 2 compared compare VBD work_zbpzx43flfaifddpftczprcome 230 3 the the DT work_zbpzx43flfaifddpftczprcome 230 4 Log Log NNP work_zbpzx43flfaifddpftczprcome 230 5 - - HYPH work_zbpzx43flfaifddpftczprcome 230 6 loss loss NN work_zbpzx43flfaifddpftczprcome 230 7 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 230 8 Figs fig NNS work_zbpzx43flfaifddpftczprcome 230 9 . . . work_zbpzx43flfaifddpftczprcome 231 1 2A 2A NNP work_zbpzx43flfaifddpftczprcome 231 2 and and CC work_zbpzx43flfaifddpftczprcome 231 3 2B 2B NNP work_zbpzx43flfaifddpftczprcome 231 4 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 231 5 and and CC work_zbpzx43flfaifddpftczprcome 231 6 Accuracy accuracy NN work_zbpzx43flfaifddpftczprcome 231 7 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 231 8 Figs Figs NNP work_zbpzx43flfaifddpftczprcome 231 9 . . . work_zbpzx43flfaifddpftczprcome 232 1 2C 2c LS work_zbpzx43flfaifddpftczprcome 232 2 and and CC work_zbpzx43flfaifddpftczprcome 232 3 2D 2D VBN work_zbpzx43flfaifddpftczprcome 232 4 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 232 5 metrics metric NNS work_zbpzx43flfaifddpftczprcome 232 6 computed compute VBN work_zbpzx43flfaifddpftczprcome 232 7 for for IN work_zbpzx43flfaifddpftczprcome 232 8 train train NN work_zbpzx43flfaifddpftczprcome 232 9 and and CC work_zbpzx43flfaifddpftczprcome 232 10 test test NN work_zbpzx43flfaifddpftczprcome 232 11 sets set NNS work_zbpzx43flfaifddpftczprcome 232 12 using use VBG work_zbpzx43flfaifddpftczprcome 232 13 different different JJ work_zbpzx43flfaifddpftczprcome 232 14 edge edge NN work_zbpzx43flfaifddpftczprcome 232 15 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 232 16 . . . work_zbpzx43flfaifddpftczprcome 233 1 As as IN work_zbpzx43flfaifddpftczprcome 233 2 a a DT work_zbpzx43flfaifddpftczprcome 233 3 result result NN work_zbpzx43flfaifddpftczprcome 233 4 , , , work_zbpzx43flfaifddpftczprcome 233 5 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 233 6 obtained obtain VBD work_zbpzx43flfaifddpftczprcome 233 7 that that IN work_zbpzx43flfaifddpftczprcome 233 8 Hadamard Hadamard NNP work_zbpzx43flfaifddpftczprcome 233 9 and and CC work_zbpzx43flfaifddpftczprcome 233 10 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 233 11 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 233 12 - - HYPH work_zbpzx43flfaifddpftczprcome 233 13 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 233 14 edge edge NN work_zbpzx43flfaifddpftczprcome 233 15 embedding embed VBG work_zbpzx43flfaifddpftczprcome 233 16 operators operator NNS work_zbpzx43flfaifddpftczprcome 233 17 represent represent VBP work_zbpzx43flfaifddpftczprcome 233 18 highly highly RB work_zbpzx43flfaifddpftczprcome 233 19 accurate accurate JJ work_zbpzx43flfaifddpftczprcome 233 20 results result NNS work_zbpzx43flfaifddpftczprcome 233 21 while while IN work_zbpzx43flfaifddpftczprcome 233 22 trained train VBN work_zbpzx43flfaifddpftczprcome 233 23 on on IN work_zbpzx43flfaifddpftczprcome 233 24 sparse sparse JJR work_zbpzx43flfaifddpftczprcome 233 25 data datum NNS work_zbpzx43flfaifddpftczprcome 233 26 from from IN work_zbpzx43flfaifddpftczprcome 233 27 the the DT work_zbpzx43flfaifddpftczprcome 233 28 original original JJ work_zbpzx43flfaifddpftczprcome 233 29 graph graph NN work_zbpzx43flfaifddpftczprcome 233 30 . . . work_zbpzx43flfaifddpftczprcome 234 1 Moreover moreover RB work_zbpzx43flfaifddpftczprcome 234 2 , , , work_zbpzx43flfaifddpftczprcome 234 3 increasing increase VBG work_zbpzx43flfaifddpftczprcome 234 4 the the DT work_zbpzx43flfaifddpftczprcome 234 5 size size NN work_zbpzx43flfaifddpftczprcome 234 6 of of IN work_zbpzx43flfaifddpftczprcome 234 7 train train NN work_zbpzx43flfaifddpftczprcome 234 8 data datum NNS work_zbpzx43flfaifddpftczprcome 234 9 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 234 10 which which WDT work_zbpzx43flfaifddpftczprcome 234 11 is be VBZ work_zbpzx43flfaifddpftczprcome 234 12 the the DT work_zbpzx43flfaifddpftczprcome 234 13 case case NN work_zbpzx43flfaifddpftczprcome 234 14 for for IN work_zbpzx43flfaifddpftczprcome 234 15 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 234 16 temporal temporal JJ work_zbpzx43flfaifddpftczprcome 234 17 co co JJ work_zbpzx43flfaifddpftczprcome 234 18 - - JJ work_zbpzx43flfaifddpftczprcome 234 19 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 234 20 network network NN work_zbpzx43flfaifddpftczprcome 234 21 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 234 22 The the DT work_zbpzx43flfaifddpftczprcome 234 23 Hadamard Hadamard NNP work_zbpzx43flfaifddpftczprcome 234 24 product product NN work_zbpzx43flfaifddpftczprcome 234 25 becomes become VBZ work_zbpzx43flfaifddpftczprcome 234 26 inferior inferior JJ work_zbpzx43flfaifddpftczprcome 234 27 to to IN work_zbpzx43flfaifddpftczprcome 234 28 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 234 29 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 234 30 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 234 31 - - HYPH work_zbpzx43flfaifddpftczprcome 234 32 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 234 33 operator operator NN work_zbpzx43flfaifddpftczprcome 234 34 . . . work_zbpzx43flfaifddpftczprcome 235 1 In in IN work_zbpzx43flfaifddpftczprcome 235 2 addition addition NN work_zbpzx43flfaifddpftczprcome 235 3 , , , work_zbpzx43flfaifddpftczprcome 235 4 the the DT work_zbpzx43flfaifddpftczprcome 235 5 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 235 6 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 235 7 - - HYPH work_zbpzx43flfaifddpftczprcome 235 8 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 235 9 operator operator NN work_zbpzx43flfaifddpftczprcome 235 10 also also RB work_zbpzx43flfaifddpftczprcome 235 11 showed show VBD work_zbpzx43flfaifddpftczprcome 235 12 greater great JJR work_zbpzx43flfaifddpftczprcome 235 13 performance performance NN work_zbpzx43flfaifddpftczprcome 235 14 in in IN work_zbpzx43flfaifddpftczprcome 235 15 contrast contrast NN work_zbpzx43flfaifddpftczprcome 235 16 to to IN work_zbpzx43flfaifddpftczprcome 235 17 the the DT work_zbpzx43flfaifddpftczprcome 235 18 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 235 19 dataset dataset NN work_zbpzx43flfaifddpftczprcome 235 20 . . . work_zbpzx43flfaifddpftczprcome 236 1 It -PRON- PRP work_zbpzx43flfaifddpftczprcome 236 2 was be VBD work_zbpzx43flfaifddpftczprcome 236 3 interesting interesting JJ work_zbpzx43flfaifddpftczprcome 236 4 to to TO work_zbpzx43flfaifddpftczprcome 236 5 find find VB work_zbpzx43flfaifddpftczprcome 236 6 out out RP work_zbpzx43flfaifddpftczprcome 236 7 that that IN work_zbpzx43flfaifddpftczprcome 236 8 overall overall JJ work_zbpzx43flfaifddpftczprcome 236 9 performance performance NN work_zbpzx43flfaifddpftczprcome 236 10 of of IN work_zbpzx43flfaifddpftczprcome 236 11 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 236 12 node node NNP work_zbpzx43flfaifddpftczprcome 236 13 embedding embed VBG work_zbpzx43flfaifddpftczprcome 236 14 model model NN work_zbpzx43flfaifddpftczprcome 236 15 produces produce VBZ work_zbpzx43flfaifddpftczprcome 236 16 very very RB work_zbpzx43flfaifddpftczprcome 236 17 precise precise JJ work_zbpzx43flfaifddpftczprcome 236 18 results result NNS work_zbpzx43flfaifddpftczprcome 236 19 for for IN work_zbpzx43flfaifddpftczprcome 236 20 LP LP NNP work_zbpzx43flfaifddpftczprcome 236 21 task task NN work_zbpzx43flfaifddpftczprcome 236 22 , , , work_zbpzx43flfaifddpftczprcome 236 23 which which WDT work_zbpzx43flfaifddpftczprcome 236 24 may may MD work_zbpzx43flfaifddpftczprcome 236 25 vary vary VB work_zbpzx43flfaifddpftczprcome 236 26 depending depend VBG work_zbpzx43flfaifddpftczprcome 236 27 on on IN work_zbpzx43flfaifddpftczprcome 236 28 graph graph NN work_zbpzx43flfaifddpftczprcome 236 29 as as IN work_zbpzx43flfaifddpftczprcome 236 30 was be VBD work_zbpzx43flfaifddpftczprcome 236 31 shown show VBN work_zbpzx43flfaifddpftczprcome 236 32 in in IN work_zbpzx43flfaifddpftczprcome 236 33 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 236 34 & & CC work_zbpzx43flfaifddpftczprcome 236 35 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 236 36 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 236 37 2016 2016 CD work_zbpzx43flfaifddpftczprcome 236 38 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 236 39 . . . work_zbpzx43flfaifddpftczprcome 237 1 DISCUSSION DISCUSSION NNP work_zbpzx43flfaifddpftczprcome 237 2 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 237 3 have have VBP work_zbpzx43flfaifddpftczprcome 237 4 obtained obtain VBN work_zbpzx43flfaifddpftczprcome 237 5 that that IN work_zbpzx43flfaifddpftczprcome 237 6 combined combine VBN work_zbpzx43flfaifddpftczprcome 237 7 approach approach NN work_zbpzx43flfaifddpftczprcome 237 8 of of IN work_zbpzx43flfaifddpftczprcome 237 9 embedding embed VBG work_zbpzx43flfaifddpftczprcome 237 10 co co NN work_zbpzx43flfaifddpftczprcome 237 11 - - NN work_zbpzx43flfaifddpftczprcome 237 12 authorship authorship NN work_zbpzx43flfaifddpftczprcome 237 13 and and CC work_zbpzx43flfaifddpftczprcome 237 14 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 237 15 co co NN work_zbpzx43flfaifddpftczprcome 237 16 - - JJ work_zbpzx43flfaifddpftczprcome 237 17 occurrence occurrence JJ work_zbpzx43flfaifddpftczprcome 237 18 networks network NNS work_zbpzx43flfaifddpftczprcome 237 19 , , , work_zbpzx43flfaifddpftczprcome 237 20 while while IN work_zbpzx43flfaifddpftczprcome 237 21 preserving preserve VBG work_zbpzx43flfaifddpftczprcome 237 22 several several JJ work_zbpzx43flfaifddpftczprcome 237 23 author author NN work_zbpzx43flfaifddpftczprcome 237 24 attributes attribute VBZ work_zbpzx43flfaifddpftczprcome 237 25 leads lead VBZ work_zbpzx43flfaifddpftczprcome 237 26 to to IN work_zbpzx43flfaifddpftczprcome 237 27 significant significant JJ work_zbpzx43flfaifddpftczprcome 237 28 improvement improvement NN work_zbpzx43flfaifddpftczprcome 237 29 in in IN work_zbpzx43flfaifddpftczprcome 237 30 the the DT work_zbpzx43flfaifddpftczprcome 237 31 classification classification NN work_zbpzx43flfaifddpftczprcome 237 32 quality quality NN work_zbpzx43flfaifddpftczprcome 237 33 metrics metric NNS work_zbpzx43flfaifddpftczprcome 237 34 for for IN work_zbpzx43flfaifddpftczprcome 237 35 predicting predict VBG work_zbpzx43flfaifddpftczprcome 237 36 future future JJ work_zbpzx43flfaifddpftczprcome 237 37 links link NNS work_zbpzx43flfaifddpftczprcome 237 38 and and CC work_zbpzx43flfaifddpftczprcome 237 39 LP lp JJ work_zbpzx43flfaifddpftczprcome 237 40 tasks task NNS work_zbpzx43flfaifddpftczprcome 237 41 . . . work_zbpzx43flfaifddpftczprcome 238 1 However however RB work_zbpzx43flfaifddpftczprcome 238 2 , , , work_zbpzx43flfaifddpftczprcome 238 3 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 238 4 will will MD work_zbpzx43flfaifddpftczprcome 238 5 continue continue VB work_zbpzx43flfaifddpftczprcome 238 6 to to TO work_zbpzx43flfaifddpftczprcome 238 7 experiment experiment VB work_zbpzx43flfaifddpftczprcome 238 8 with with IN work_zbpzx43flfaifddpftczprcome 238 9 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 238 10 model model NN work_zbpzx43flfaifddpftczprcome 238 11 . . . work_zbpzx43flfaifddpftczprcome 239 1 The the DT work_zbpzx43flfaifddpftczprcome 239 2 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 239 3 1 1 LS work_zbpzx43flfaifddpftczprcome 239 4 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 239 5 feature feature NN work_zbpzx43flfaifddpftczprcome 239 6 space space NN work_zbpzx43flfaifddpftczprcome 239 7 Table table NN work_zbpzx43flfaifddpftczprcome 239 8 10 10 CD work_zbpzx43flfaifddpftczprcome 239 9 Link Link NNP work_zbpzx43flfaifddpftczprcome 239 10 prediction prediction NN work_zbpzx43flfaifddpftczprcome 239 11 for for IN work_zbpzx43flfaifddpftczprcome 239 12 2017 2017 CD work_zbpzx43flfaifddpftczprcome 239 13 year year NN work_zbpzx43flfaifddpftczprcome 239 14 on on IN work_zbpzx43flfaifddpftczprcome 239 15 the the DT work_zbpzx43flfaifddpftczprcome 239 16 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 239 17 dataset dataset NN work_zbpzx43flfaifddpftczprcome 239 18 . . . work_zbpzx43flfaifddpftczprcome 240 1 Precision Precision NNP work_zbpzx43flfaifddpftczprcome 240 2 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 240 3 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 240 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 5 macro macro NN work_zbpzx43flfaifddpftczprcome 240 6 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 7 F1-score F1-score NNP work_zbpzx43flfaifddpftczprcome 240 8 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 9 micro micro NN work_zbpzx43flfaifddpftczprcome 240 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 11 Log log NN work_zbpzx43flfaifddpftczprcome 240 12 - - HYPH work_zbpzx43flfaifddpftczprcome 240 13 loss loss NN work_zbpzx43flfaifddpftczprcome 240 14 ROC ROC NNP work_zbpzx43flfaifddpftczprcome 240 15 – – : work_zbpzx43flfaifddpftczprcome 240 16 AUC AUC NNP work_zbpzx43flfaifddpftczprcome 240 17 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 18 1 1 CD work_zbpzx43flfaifddpftczprcome 240 19 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 20 0.767 0.767 CD work_zbpzx43flfaifddpftczprcome 240 21 0.831 0.831 CD work_zbpzx43flfaifddpftczprcome 240 22 0.703 0.703 CD work_zbpzx43flfaifddpftczprcome 240 23 0.783 0.783 CD work_zbpzx43flfaifddpftczprcome 240 24 0.236 0.236 CD work_zbpzx43flfaifddpftczprcome 240 25 0.859 0.859 CD work_zbpzx43flfaifddpftczprcome 240 26 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 27 3 3 CD work_zbpzx43flfaifddpftczprcome 240 28 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 29 0.731 0.731 CD work_zbpzx43flfaifddpftczprcome 240 30 0.822 0.822 CD work_zbpzx43flfaifddpftczprcome 240 31 0.698 0.698 CD work_zbpzx43flfaifddpftczprcome 240 32 0.778 0.778 CD work_zbpzx43flfaifddpftczprcome 240 33 0.244 0.244 CD work_zbpzx43flfaifddpftczprcome 240 34 0.813 0.813 CD work_zbpzx43flfaifddpftczprcome 240 35 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 36 1)+(2 1)+(2 CD work_zbpzx43flfaifddpftczprcome 240 37 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 38 0.811 0.811 CD work_zbpzx43flfaifddpftczprcome 240 39 0.843 0.843 CD work_zbpzx43flfaifddpftczprcome 240 40 0.726 0.726 CD work_zbpzx43flfaifddpftczprcome 240 41 0.805 0.805 CD work_zbpzx43flfaifddpftczprcome 240 42 0.216 0.216 CD work_zbpzx43flfaifddpftczprcome 240 43 0.864 0.864 CD work_zbpzx43flfaifddpftczprcome 240 44 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 45 1)+(3 1)+(3 CD work_zbpzx43flfaifddpftczprcome 240 46 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 47 0.763 0.763 CD work_zbpzx43flfaifddpftczprcome 240 48 0.821 0.821 CD work_zbpzx43flfaifddpftczprcome 240 49 0.703 0.703 CD work_zbpzx43flfaifddpftczprcome 240 50 0.775 0.775 CD work_zbpzx43flfaifddpftczprcome 240 51 0.231 0.231 CD work_zbpzx43flfaifddpftczprcome 240 52 0.839 0.839 CD work_zbpzx43flfaifddpftczprcome 240 53 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 54 1)+(4 1)+(4 CD work_zbpzx43flfaifddpftczprcome 240 55 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 56 0.772 0.772 CD work_zbpzx43flfaifddpftczprcome 240 57 0.833 0.833 CD work_zbpzx43flfaifddpftczprcome 240 58 0.715 0.715 CD work_zbpzx43flfaifddpftczprcome 240 59 0.794 0.794 CD work_zbpzx43flfaifddpftczprcome 240 60 0.223 0.223 CD work_zbpzx43flfaifddpftczprcome 240 61 0.861 0.861 CD work_zbpzx43flfaifddpftczprcome 240 62 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 63 3)+(4 3)+(4 NN work_zbpzx43flfaifddpftczprcome 240 64 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 65 0.747 0.747 CD work_zbpzx43flfaifddpftczprcome 240 66 0.824 0.824 CD work_zbpzx43flfaifddpftczprcome 240 67 0.719 0.719 CD work_zbpzx43flfaifddpftczprcome 240 68 0.791 0.791 CD work_zbpzx43flfaifddpftczprcome 240 69 0.241 0.241 CD work_zbpzx43flfaifddpftczprcome 240 70 0.825 0.825 CD work_zbpzx43flfaifddpftczprcome 240 71 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 72 1)+(2)+(3 1)+(2)+(3 CD work_zbpzx43flfaifddpftczprcome 240 73 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 74 0.808 0.808 CD work_zbpzx43flfaifddpftczprcome 240 75 0.835 0.835 CD work_zbpzx43flfaifddpftczprcome 240 76 0.724 0.724 CD work_zbpzx43flfaifddpftczprcome 240 77 0.807 0.807 CD work_zbpzx43flfaifddpftczprcome 240 78 0.193 0.193 CD work_zbpzx43flfaifddpftczprcome 240 79 0.866 0.866 CD work_zbpzx43flfaifddpftczprcome 240 80 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 81 1)+(2)+(4 1)+(2)+(4 CD work_zbpzx43flfaifddpftczprcome 240 82 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 83 0.821 0.821 CD work_zbpzx43flfaifddpftczprcome 240 84 0.842 0.842 CD work_zbpzx43flfaifddpftczprcome 240 85 0.733 0.733 CD work_zbpzx43flfaifddpftczprcome 240 86 0.813 0.813 CD work_zbpzx43flfaifddpftczprcome 240 87 0.203 0.203 CD work_zbpzx43flfaifddpftczprcome 240 88 0.872 0.872 CD work_zbpzx43flfaifddpftczprcome 240 89 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 240 90 1)+(2)+(3)+(4 1)+(2)+(3)+(4 CD work_zbpzx43flfaifddpftczprcome 240 91 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 240 92 0.812 0.812 CD work_zbpzx43flfaifddpftczprcome 240 93 0.844 0.844 CD work_zbpzx43flfaifddpftczprcome 240 94 0.745 0.745 CD work_zbpzx43flfaifddpftczprcome 240 95 0.811 0.811 CD work_zbpzx43flfaifddpftczprcome 240 96 0.176 0.176 CD work_zbpzx43flfaifddpftczprcome 240 97 0.876 0.876 CD work_zbpzx43flfaifddpftczprcome 240 98 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 240 99 et et NNP work_zbpzx43flfaifddpftczprcome 240 100 al al NNP work_zbpzx43flfaifddpftczprcome 240 101 . . . work_zbpzx43flfaifddpftczprcome 241 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 241 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 241 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 241 4 , , , work_zbpzx43flfaifddpftczprcome 241 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 241 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 241 7 . . . work_zbpzx43flfaifddpftczprcome 242 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 242 2 . . NNP work_zbpzx43flfaifddpftczprcome 242 3 , , , work_zbpzx43flfaifddpftczprcome 242 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 242 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 242 6 / / SYM work_zbpzx43flfaifddpftczprcome 242 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 242 8 - - HYPH work_zbpzx43flfaifddpftczprcome 242 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 242 10 13/20 13/20 CD work_zbpzx43flfaifddpftczprcome 242 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 242 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ ADD work_zbpzx43flfaifddpftczprcome 242 13 from from IN work_zbpzx43flfaifddpftczprcome 242 14 the the DT work_zbpzx43flfaifddpftczprcome 242 15 List list NN work_zbpzx43flfaifddpftczprcome 242 16 1 1 CD work_zbpzx43flfaifddpftczprcome 242 17 is be VBZ work_zbpzx43flfaifddpftczprcome 242 18 node2vec node2vec NNP work_zbpzx43flfaifddpftczprcome 242 19 model model NN work_zbpzx43flfaifddpftczprcome 242 20 with with IN work_zbpzx43flfaifddpftczprcome 242 21 d d NN work_zbpzx43flfaifddpftczprcome 242 22 = = SYM work_zbpzx43flfaifddpftczprcome 242 23 128 128 CD work_zbpzx43flfaifddpftczprcome 242 24 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 242 25 compared compare VBN work_zbpzx43flfaifddpftczprcome 242 26 also also RB work_zbpzx43flfaifddpftczprcome 242 27 on on IN work_zbpzx43flfaifddpftczprcome 242 28 d d NN work_zbpzx43flfaifddpftczprcome 242 29 = = SYM work_zbpzx43flfaifddpftczprcome 242 30 128 128 CD work_zbpzx43flfaifddpftczprcome 242 31 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 242 32 and and CC work_zbpzx43flfaifddpftczprcome 242 33 parameters parameter NNS work_zbpzx43flfaifddpftczprcome 242 34 p p NNP work_zbpzx43flfaifddpftczprcome 242 35 , , , work_zbpzx43flfaifddpftczprcome 242 36 q q NNP work_zbpzx43flfaifddpftczprcome 242 37 = = NFP work_zbpzx43flfaifddpftczprcome 242 38 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 242 39 1,0.25 1,0.25 CD work_zbpzx43flfaifddpftczprcome 242 40 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 242 41 obtained obtain VBN work_zbpzx43flfaifddpftczprcome 242 42 by by IN work_zbpzx43flfaifddpftczprcome 242 43 us -PRON- PRP work_zbpzx43flfaifddpftczprcome 242 44 via via IN work_zbpzx43flfaifddpftczprcome 242 45 model model NN work_zbpzx43flfaifddpftczprcome 242 46 fitting fit VBG work_zbpzx43flfaifddpftczprcome 242 47 on on IN work_zbpzx43flfaifddpftczprcome 242 48 a a DT work_zbpzx43flfaifddpftczprcome 242 49 given give VBN work_zbpzx43flfaifddpftczprcome 242 50 d d NN work_zbpzx43flfaifddpftczprcome 242 51 and and CC work_zbpzx43flfaifddpftczprcome 242 52 logistic logistic JJ work_zbpzx43flfaifddpftczprcome 242 53 regression regression NNP work_zbpzx43flfaifddpftczprcome 242 54 baseline baseline NNP work_zbpzx43flfaifddpftczprcome 242 55 model model NN work_zbpzx43flfaifddpftczprcome 242 56 . . . work_zbpzx43flfaifddpftczprcome 243 1 The the DT work_zbpzx43flfaifddpftczprcome 243 2 small small JJ work_zbpzx43flfaifddpftczprcome 243 3 q q NN work_zbpzx43flfaifddpftczprcome 243 4 value value NN work_zbpzx43flfaifddpftczprcome 243 5 shows show VBZ work_zbpzx43flfaifddpftczprcome 243 6 that that IN work_zbpzx43flfaifddpftczprcome 243 7 considering consider VBG work_zbpzx43flfaifddpftczprcome 243 8 local local JJ work_zbpzx43flfaifddpftczprcome 243 9 proximity proximity NN work_zbpzx43flfaifddpftczprcome 243 10 was be VBD work_zbpzx43flfaifddpftczprcome 243 11 more more RBR work_zbpzx43flfaifddpftczprcome 243 12 important important JJ work_zbpzx43flfaifddpftczprcome 243 13 than than IN work_zbpzx43flfaifddpftczprcome 243 14 proximities proximity NNS work_zbpzx43flfaifddpftczprcome 243 15 of of IN work_zbpzx43flfaifddpftczprcome 243 16 highest high JJS work_zbpzx43flfaifddpftczprcome 243 17 orders order NNS work_zbpzx43flfaifddpftczprcome 243 18 . . . work_zbpzx43flfaifddpftczprcome 244 1 However however RB work_zbpzx43flfaifddpftczprcome 244 2 , , , work_zbpzx43flfaifddpftczprcome 244 3 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 244 4 aim aim VBP work_zbpzx43flfaifddpftczprcome 244 5 to to IN work_zbpzx43flfaifddpftczprcome 244 6 further further RB work_zbpzx43flfaifddpftczprcome 244 7 study study VB work_zbpzx43flfaifddpftczprcome 244 8 this this DT work_zbpzx43flfaifddpftczprcome 244 9 question question NN work_zbpzx43flfaifddpftczprcome 244 10 taking take VBG work_zbpzx43flfaifddpftczprcome 244 11 into into IN work_zbpzx43flfaifddpftczprcome 244 12 account account NN work_zbpzx43flfaifddpftczprcome 244 13 modern modern JJ work_zbpzx43flfaifddpftczprcome 244 14 methods method NNS work_zbpzx43flfaifddpftczprcome 244 15 of of IN work_zbpzx43flfaifddpftczprcome 244 16 graph graph NN work_zbpzx43flfaifddpftczprcome 244 17 auto auto NN work_zbpzx43flfaifddpftczprcome 244 18 - - HYPH work_zbpzx43flfaifddpftczprcome 244 19 encoders encoder NNS work_zbpzx43flfaifddpftczprcome 244 20 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 244 21 Kipf Kipf NNP work_zbpzx43flfaifddpftczprcome 244 22 & & CC work_zbpzx43flfaifddpftczprcome 244 23 Welling Welling NNP work_zbpzx43flfaifddpftczprcome 244 24 , , , work_zbpzx43flfaifddpftczprcome 244 25 2016 2016 CD work_zbpzx43flfaifddpftczprcome 244 26 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 244 27 . . . work_zbpzx43flfaifddpftczprcome 245 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 245 2 are be VBP work_zbpzx43flfaifddpftczprcome 245 3 further further RB work_zbpzx43flfaifddpftczprcome 245 4 working work VBG work_zbpzx43flfaifddpftczprcome 245 5 on on IN work_zbpzx43flfaifddpftczprcome 245 6 a a DT work_zbpzx43flfaifddpftczprcome 245 7 new new JJ work_zbpzx43flfaifddpftczprcome 245 8 embedding embed VBG work_zbpzx43flfaifddpftczprcome 245 9 model model NN work_zbpzx43flfaifddpftczprcome 245 10 called call VBN work_zbpzx43flfaifddpftczprcome 245 11 JONNE JONNE NNP work_zbpzx43flfaifddpftczprcome 245 12 learning learn VBG work_zbpzx43flfaifddpftczprcome 245 13 high high JJ work_zbpzx43flfaifddpftczprcome 245 14 quality quality NN work_zbpzx43flfaifddpftczprcome 245 15 node node NN work_zbpzx43flfaifddpftczprcome 245 16 representations representation NNS work_zbpzx43flfaifddpftczprcome 245 17 in in IN work_zbpzx43flfaifddpftczprcome 245 18 tandem tandem NN work_zbpzx43flfaifddpftczprcome 245 19 with with IN work_zbpzx43flfaifddpftczprcome 245 20 edge edge NN work_zbpzx43flfaifddpftczprcome 245 21 representations representation NNS work_zbpzx43flfaifddpftczprcome 245 22 . . . work_zbpzx43flfaifddpftczprcome 246 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 246 2 proved prove VBD work_zbpzx43flfaifddpftczprcome 246 3 the the DT work_zbpzx43flfaifddpftczprcome 246 4 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 246 5 learned learn VBN work_zbpzx43flfaifddpftczprcome 246 6 by by IN work_zbpzx43flfaifddpftczprcome 246 7 JONNEE JONNEE NNP work_zbpzx43flfaifddpftczprcome 246 8 is be VBZ work_zbpzx43flfaifddpftczprcome 246 9 almost almost RB work_zbpzx43flfaifddpftczprcome 246 10 always always RB work_zbpzx43flfaifddpftczprcome 246 11 superior superior JJ work_zbpzx43flfaifddpftczprcome 246 12 then then RB work_zbpzx43flfaifddpftczprcome 246 13 of of IN work_zbpzx43flfaifddpftczprcome 246 14 those those DT work_zbpzx43flfaifddpftczprcome 246 15 learned learn VBN work_zbpzx43flfaifddpftczprcome 246 16 by by IN work_zbpzx43flfaifddpftczprcome 246 17 state state NN work_zbpzx43flfaifddpftczprcome 246 18 - - HYPH work_zbpzx43flfaifddpftczprcome 246 19 of of IN work_zbpzx43flfaifddpftczprcome 246 20 - - HYPH work_zbpzx43flfaifddpftczprcome 246 21 the the DT work_zbpzx43flfaifddpftczprcome 246 22 - - HYPH work_zbpzx43flfaifddpftczprcome 246 23 art art NN work_zbpzx43flfaifddpftczprcome 246 24 models model NNS work_zbpzx43flfaifddpftczprcome 246 25 of of IN work_zbpzx43flfaifddpftczprcome 246 26 all all DT work_zbpzx43flfaifddpftczprcome 246 27 different different JJ work_zbpzx43flfaifddpftczprcome 246 28 types type NNS work_zbpzx43flfaifddpftczprcome 246 29 : : : work_zbpzx43flfaifddpftczprcome 246 30 matrix matrix NN work_zbpzx43flfaifddpftczprcome 246 31 factorization factorization NN work_zbpzx43flfaifddpftczprcome 246 32 based base VBN work_zbpzx43flfaifddpftczprcome 246 33 , , , work_zbpzx43flfaifddpftczprcome 246 34 sequence sequence NN work_zbpzx43flfaifddpftczprcome 246 35 - - HYPH work_zbpzx43flfaifddpftczprcome 246 36 based base VBN work_zbpzx43flfaifddpftczprcome 246 37 and and CC work_zbpzx43flfaifddpftczprcome 246 38 deep deep JJ work_zbpzx43flfaifddpftczprcome 246 39 learning learning NN work_zbpzx43flfaifddpftczprcome 246 40 based base VBN work_zbpzx43flfaifddpftczprcome 246 41 but but CC work_zbpzx43flfaifddpftczprcome 246 42 the the DT work_zbpzx43flfaifddpftczprcome 246 43 model model NN work_zbpzx43flfaifddpftczprcome 246 44 has have VBZ work_zbpzx43flfaifddpftczprcome 246 45 a a DT work_zbpzx43flfaifddpftczprcome 246 46 certain certain JJ work_zbpzx43flfaifddpftczprcome 246 47 drawback drawback NN work_zbpzx43flfaifddpftczprcome 246 48 of of IN work_zbpzx43flfaifddpftczprcome 246 49 longer long JJR work_zbpzx43flfaifddpftczprcome 246 50 training training NN work_zbpzx43flfaifddpftczprcome 246 51 similar similar JJ work_zbpzx43flfaifddpftczprcome 246 52 to to TO work_zbpzx43flfaifddpftczprcome 246 53 matrix matrix VB work_zbpzx43flfaifddpftczprcome 246 54 factorizations factorization NNS work_zbpzx43flfaifddpftczprcome 246 55 but but CC work_zbpzx43flfaifddpftczprcome 246 56 less less RBR work_zbpzx43flfaifddpftczprcome 246 57 parallelizable parallelizable JJ work_zbpzx43flfaifddpftczprcome 246 58 , , , work_zbpzx43flfaifddpftczprcome 246 59 thus thus RB work_zbpzx43flfaifddpftczprcome 246 60 giving give VBG work_zbpzx43flfaifddpftczprcome 246 61 us -PRON- PRP work_zbpzx43flfaifddpftczprcome 246 62 the the DT work_zbpzx43flfaifddpftczprcome 246 63 dilemma dilemma NN work_zbpzx43flfaifddpftczprcome 246 64 to to TO work_zbpzx43flfaifddpftczprcome 246 65 choose choose VB work_zbpzx43flfaifddpftczprcome 246 66 between between IN work_zbpzx43flfaifddpftczprcome 246 67 quality quality NN work_zbpzx43flfaifddpftczprcome 246 68 and and CC work_zbpzx43flfaifddpftczprcome 246 69 processing processing NN work_zbpzx43flfaifddpftczprcome 246 70 speed speed NN work_zbpzx43flfaifddpftczprcome 246 71 of of IN work_zbpzx43flfaifddpftczprcome 246 72 suggested suggest VBN work_zbpzx43flfaifddpftczprcome 246 73 solution solution NN work_zbpzx43flfaifddpftczprcome 246 74 for for IN work_zbpzx43flfaifddpftczprcome 246 75 edge edge NN work_zbpzx43flfaifddpftczprcome 246 76 embedding embed VBG work_zbpzx43flfaifddpftczprcome 246 77 construction construction NN work_zbpzx43flfaifddpftczprcome 246 78 . . . work_zbpzx43flfaifddpftczprcome 247 1 Figure figure NN work_zbpzx43flfaifddpftczprcome 247 2 2 2 CD work_zbpzx43flfaifddpftczprcome 247 3 Low low JJ work_zbpzx43flfaifddpftczprcome 247 4 log log NN work_zbpzx43flfaifddpftczprcome 247 5 - - HYPH work_zbpzx43flfaifddpftczprcome 247 6 loss loss NN work_zbpzx43flfaifddpftczprcome 247 7 and and CC work_zbpzx43flfaifddpftczprcome 247 8 high high JJ work_zbpzx43flfaifddpftczprcome 247 9 accuracy accuracy NN work_zbpzx43flfaifddpftczprcome 247 10 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 247 11 plotted plot VBN work_zbpzx43flfaifddpftczprcome 247 12 log log NN work_zbpzx43flfaifddpftczprcome 247 13 - - HYPH work_zbpzx43flfaifddpftczprcome 247 14 scale scale NN work_zbpzx43flfaifddpftczprcome 247 15 Y y NN work_zbpzx43flfaifddpftczprcome 247 16 - - HYPH work_zbpzx43flfaifddpftczprcome 247 17 axis axis NNP work_zbpzx43flfaifddpftczprcome 247 18 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 247 19 represent represent VBP work_zbpzx43flfaifddpftczprcome 247 20 the the DT work_zbpzx43flfaifddpftczprcome 247 21 best good JJS work_zbpzx43flfaifddpftczprcome 247 22 edge edge NN work_zbpzx43flfaifddpftczprcome 247 23 embedding embedding NN work_zbpzx43flfaifddpftczprcome 247 24 . . . work_zbpzx43flfaifddpftczprcome 248 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 248 2 show show VBP work_zbpzx43flfaifddpftczprcome 248 3 that that IN work_zbpzx43flfaifddpftczprcome 248 4 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 248 5 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 248 6 - - HYPH work_zbpzx43flfaifddpftczprcome 248 7 L1 L1 NNP work_zbpzx43flfaifddpftczprcome 248 8 and and CC work_zbpzx43flfaifddpftczprcome 248 9 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 248 10 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 248 11 - - HYPH work_zbpzx43flfaifddpftczprcome 248 12 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 248 13 operators operator NNS work_zbpzx43flfaifddpftczprcome 248 14 are be VBP work_zbpzx43flfaifddpftczprcome 248 15 on on IN work_zbpzx43flfaifddpftczprcome 248 16 par par NN work_zbpzx43flfaifddpftczprcome 248 17 with with IN work_zbpzx43flfaifddpftczprcome 248 18 the the DT work_zbpzx43flfaifddpftczprcome 248 19 state state NN work_zbpzx43flfaifddpftczprcome 248 20 - - HYPH work_zbpzx43flfaifddpftczprcome 248 21 of of IN work_zbpzx43flfaifddpftczprcome 248 22 - - HYPH work_zbpzx43flfaifddpftczprcome 248 23 art art NN work_zbpzx43flfaifddpftczprcome 248 24 Hadamard Hadamard NNP work_zbpzx43flfaifddpftczprcome 248 25 product product NN work_zbpzx43flfaifddpftczprcome 248 26 presented present VBN work_zbpzx43flfaifddpftczprcome 248 27 in in IN work_zbpzx43flfaifddpftczprcome 248 28 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 248 29 & & CC work_zbpzx43flfaifddpftczprcome 248 30 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 248 31 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 248 32 2016 2016 CD work_zbpzx43flfaifddpftczprcome 248 33 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 248 34 and and CC work_zbpzx43flfaifddpftczprcome 248 35 outperform outperform VB work_zbpzx43flfaifddpftczprcome 248 36 it -PRON- PRP work_zbpzx43flfaifddpftczprcome 248 37 when when WRB work_zbpzx43flfaifddpftczprcome 248 38 train train NN work_zbpzx43flfaifddpftczprcome 248 39 data datum NNS work_zbpzx43flfaifddpftczprcome 248 40 size size NN work_zbpzx43flfaifddpftczprcome 248 41 increases increase NNS work_zbpzx43flfaifddpftczprcome 248 42 based base VBN work_zbpzx43flfaifddpftczprcome 248 43 on on IN work_zbpzx43flfaifddpftczprcome 248 44 Log Log NNP work_zbpzx43flfaifddpftczprcome 248 45 - - HYPH work_zbpzx43flfaifddpftczprcome 248 46 loss loss NN work_zbpzx43flfaifddpftczprcome 248 47 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 248 48 A a NN work_zbpzx43flfaifddpftczprcome 248 49 and and CC work_zbpzx43flfaifddpftczprcome 248 50 B b NN work_zbpzx43flfaifddpftczprcome 248 51 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 248 52 and and CC work_zbpzx43flfaifddpftczprcome 248 53 Accuracy Accuracy NNP work_zbpzx43flfaifddpftczprcome 248 54 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 248 55 C C NNP work_zbpzx43flfaifddpftczprcome 248 56 and and CC work_zbpzx43flfaifddpftczprcome 248 57 D D NNP work_zbpzx43flfaifddpftczprcome 248 58 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 248 59 metrics metric NNS work_zbpzx43flfaifddpftczprcome 248 60 computed compute VBN work_zbpzx43flfaifddpftczprcome 248 61 for for IN work_zbpzx43flfaifddpftczprcome 248 62 train train NN work_zbpzx43flfaifddpftczprcome 248 63 and and CC work_zbpzx43flfaifddpftczprcome 248 64 test test NN work_zbpzx43flfaifddpftczprcome 248 65 sets set NNS work_zbpzx43flfaifddpftczprcome 248 66 . . . work_zbpzx43flfaifddpftczprcome 249 1 Full full JJ work_zbpzx43flfaifddpftczprcome 249 2 - - HYPH work_zbpzx43flfaifddpftczprcome 249 3 size size NN work_zbpzx43flfaifddpftczprcome 249 4 DOI doi NN work_zbpzx43flfaifddpftczprcome 249 5 : : : work_zbpzx43flfaifddpftczprcome 249 6 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 249 7 / / SYM work_zbpzx43flfaifddpftczprcome 249 8 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 249 9 - - HYPH work_zbpzx43flfaifddpftczprcome 249 10 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 249 11 / / SYM work_zbpzx43flfaifddpftczprcome 249 12 fig-2 fig-2 NNP work_zbpzx43flfaifddpftczprcome 249 13 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 249 14 et et NNP work_zbpzx43flfaifddpftczprcome 249 15 al al NNP work_zbpzx43flfaifddpftczprcome 249 16 . . . work_zbpzx43flfaifddpftczprcome 250 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 250 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 250 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 250 4 , , , work_zbpzx43flfaifddpftczprcome 250 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 250 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 250 7 . . . work_zbpzx43flfaifddpftczprcome 251 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 251 2 . . NNP work_zbpzx43flfaifddpftczprcome 251 3 , , , work_zbpzx43flfaifddpftczprcome 251 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 251 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 251 6 / / SYM work_zbpzx43flfaifddpftczprcome 251 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 251 8 - - HYPH work_zbpzx43flfaifddpftczprcome 251 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 251 10 14/20 14/20 CD work_zbpzx43flfaifddpftczprcome 251 11 http://dx.doi.org/10.7717/peerj-cs.172/fig-2 http://dx.doi.org/10.7717/peerj-cs.172/fig-2 PRP$ work_zbpzx43flfaifddpftczprcome 251 12 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 251 13 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNS work_zbpzx43flfaifddpftczprcome 251 14 While while IN work_zbpzx43flfaifddpftczprcome 251 15 the the DT work_zbpzx43flfaifddpftczprcome 251 16 LP LP NNP work_zbpzx43flfaifddpftczprcome 251 17 task task NN work_zbpzx43flfaifddpftczprcome 251 18 still still RB work_zbpzx43flfaifddpftczprcome 251 19 remains remain VBZ work_zbpzx43flfaifddpftczprcome 251 20 hard hard JJ work_zbpzx43flfaifddpftczprcome 251 21 problem problem NN work_zbpzx43flfaifddpftczprcome 251 22 for for IN work_zbpzx43flfaifddpftczprcome 251 23 network network NN work_zbpzx43flfaifddpftczprcome 251 24 analysis analysis NN work_zbpzx43flfaifddpftczprcome 251 25 , , , work_zbpzx43flfaifddpftczprcome 251 26 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 251 27 application application NN work_zbpzx43flfaifddpftczprcome 251 28 to to IN work_zbpzx43flfaifddpftczprcome 251 29 matching match VBG work_zbpzx43flfaifddpftczprcome 251 30 collaborators collaborator NNS work_zbpzx43flfaifddpftczprcome 251 31 based base VBN work_zbpzx43flfaifddpftczprcome 251 32 on on IN work_zbpzx43flfaifddpftczprcome 251 33 structural structural JJ work_zbpzx43flfaifddpftczprcome 251 34 , , , work_zbpzx43flfaifddpftczprcome 251 35 attribute attribute NN work_zbpzx43flfaifddpftczprcome 251 36 and and CC work_zbpzx43flfaifddpftczprcome 251 37 content content NN work_zbpzx43flfaifddpftczprcome 251 38 information information NN work_zbpzx43flfaifddpftczprcome 251 39 shows show VBZ work_zbpzx43flfaifddpftczprcome 251 40 promising promising JJ work_zbpzx43flfaifddpftczprcome 251 41 results result NNS work_zbpzx43flfaifddpftczprcome 251 42 on on IN work_zbpzx43flfaifddpftczprcome 251 43 applicability applicability NN work_zbpzx43flfaifddpftczprcome 251 44 of of IN work_zbpzx43flfaifddpftczprcome 251 45 graph graph NN work_zbpzx43flfaifddpftczprcome 251 46 - - HYPH work_zbpzx43flfaifddpftczprcome 251 47 based base VBN work_zbpzx43flfaifddpftczprcome 251 48 recommender recommender NN work_zbpzx43flfaifddpftczprcome 251 49 system system NN work_zbpzx43flfaifddpftczprcome 251 50 predicting predict VBG work_zbpzx43flfaifddpftczprcome 251 51 links link NNS work_zbpzx43flfaifddpftczprcome 251 52 in in IN work_zbpzx43flfaifddpftczprcome 251 53 the the DT work_zbpzx43flfaifddpftczprcome 251 54 co co NN work_zbpzx43flfaifddpftczprcome 251 55 - - JJ work_zbpzx43flfaifddpftczprcome 251 56 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 251 57 network network NN work_zbpzx43flfaifddpftczprcome 251 58 and and CC work_zbpzx43flfaifddpftczprcome 251 59 incorporating incorporate VBG work_zbpzx43flfaifddpftczprcome 251 60 author author NN work_zbpzx43flfaifddpftczprcome 251 61 research research NN work_zbpzx43flfaifddpftczprcome 251 62 interests interest NNS work_zbpzx43flfaifddpftczprcome 251 63 in in IN work_zbpzx43flfaifddpftczprcome 251 64 collaborative collaborative JJ work_zbpzx43flfaifddpftczprcome 251 65 patterns pattern NNS work_zbpzx43flfaifddpftczprcome 251 66 . . . work_zbpzx43flfaifddpftczprcome 252 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 252 2 aim aim VBP work_zbpzx43flfaifddpftczprcome 252 3 to to TO work_zbpzx43flfaifddpftczprcome 252 4 generalize generalize VB work_zbpzx43flfaifddpftczprcome 252 5 the the DT work_zbpzx43flfaifddpftczprcome 252 6 model model NN work_zbpzx43flfaifddpftczprcome 252 7 based base VBN work_zbpzx43flfaifddpftczprcome 252 8 on on IN work_zbpzx43flfaifddpftczprcome 252 9 full full JJ work_zbpzx43flfaifddpftczprcome 252 10 - - HYPH work_zbpzx43flfaifddpftczprcome 252 11 text text NN work_zbpzx43flfaifddpftczprcome 252 12 extraction extraction NN work_zbpzx43flfaifddpftczprcome 252 13 of of IN work_zbpzx43flfaifddpftczprcome 252 14 research research NN work_zbpzx43flfaifddpftczprcome 252 15 interests interest NNS work_zbpzx43flfaifddpftczprcome 252 16 from from IN work_zbpzx43flfaifddpftczprcome 252 17 collections collection NNS work_zbpzx43flfaifddpftczprcome 252 18 of of IN work_zbpzx43flfaifddpftczprcome 252 19 source source NN work_zbpzx43flfaifddpftczprcome 252 20 documents document NNS work_zbpzx43flfaifddpftczprcome 252 21 and and CC work_zbpzx43flfaifddpftczprcome 252 22 studying study VBG work_zbpzx43flfaifddpftczprcome 252 23 deep deep JJ work_zbpzx43flfaifddpftczprcome 252 24 learning learning NN work_zbpzx43flfaifddpftczprcome 252 25 solutions solution NNS work_zbpzx43flfaifddpftczprcome 252 26 for for IN work_zbpzx43flfaifddpftczprcome 252 27 representing represent VBG work_zbpzx43flfaifddpftczprcome 252 28 combined combined JJ work_zbpzx43flfaifddpftczprcome 252 29 embedding embedding NN work_zbpzx43flfaifddpftczprcome 252 30 of of IN work_zbpzx43flfaifddpftczprcome 252 31 structural structural JJ work_zbpzx43flfaifddpftczprcome 252 32 and and CC work_zbpzx43flfaifddpftczprcome 252 33 content content JJ work_zbpzx43flfaifddpftczprcome 252 34 information information NN work_zbpzx43flfaifddpftczprcome 252 35 for for IN work_zbpzx43flfaifddpftczprcome 252 36 co- co- JJ work_zbpzx43flfaifddpftczprcome 252 37 authorship authorship NN work_zbpzx43flfaifddpftczprcome 252 38 networks network NNS work_zbpzx43flfaifddpftczprcome 252 39 . . . work_zbpzx43flfaifddpftczprcome 253 1 The the DT work_zbpzx43flfaifddpftczprcome 253 2 code code NN work_zbpzx43flfaifddpftczprcome 253 3 for for IN work_zbpzx43flfaifddpftczprcome 253 4 computing compute VBG work_zbpzx43flfaifddpftczprcome 253 5 all all PDT work_zbpzx43flfaifddpftczprcome 253 6 the the DT work_zbpzx43flfaifddpftczprcome 253 7 models model NNS work_zbpzx43flfaifddpftczprcome 253 8 with with IN work_zbpzx43flfaifddpftczprcome 253 9 respect respect NN work_zbpzx43flfaifddpftczprcome 253 10 to to IN work_zbpzx43flfaifddpftczprcome 253 11 classification classification NN work_zbpzx43flfaifddpftczprcome 253 12 evaluation evaluation NN work_zbpzx43flfaifddpftczprcome 253 13 , , , work_zbpzx43flfaifddpftczprcome 253 14 choosing choose VBG work_zbpzx43flfaifddpftczprcome 253 15 proper proper JJ work_zbpzx43flfaifddpftczprcome 253 16 edge edge NN work_zbpzx43flfaifddpftczprcome 253 17 embedding embed VBG work_zbpzx43flfaifddpftczprcome 253 18 operator operator NN work_zbpzx43flfaifddpftczprcome 253 19 and and CC work_zbpzx43flfaifddpftczprcome 253 20 tuning tune VBG work_zbpzx43flfaifddpftczprcome 253 21 hyper hyper NN work_zbpzx43flfaifddpftczprcome 253 22 - - NNS work_zbpzx43flfaifddpftczprcome 253 23 parameters parameter NNS work_zbpzx43flfaifddpftczprcome 253 24 of of IN work_zbpzx43flfaifddpftczprcome 253 25 node node JJ work_zbpzx43flfaifddpftczprcome 253 26 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 253 27 will will MD work_zbpzx43flfaifddpftczprcome 253 28 be be VB work_zbpzx43flfaifddpftczprcome 253 29 uploaded uploaded JJ work_zbpzx43flfaifddpftczprcome 253 30 on on IN work_zbpzx43flfaifddpftczprcome 253 31 GitHub GitHub NNP work_zbpzx43flfaifddpftczprcome 253 32 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 253 33 http://github.com/makarovia/jcdl2018/ http://github.com/makarovia/jcdl2018/ NNP work_zbpzx43flfaifddpftczprcome 253 34 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 253 35 including include VBG work_zbpzx43flfaifddpftczprcome 253 36 the the DT work_zbpzx43flfaifddpftczprcome 253 37 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 253 38 and and CC work_zbpzx43flfaifddpftczprcome 253 39 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 253 40 datasets dataset VBZ work_zbpzx43flfaifddpftczprcome 253 41 . . . work_zbpzx43flfaifddpftczprcome 254 1 CONCLUSION conclusion NN work_zbpzx43flfaifddpftczprcome 254 2 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 254 3 have have VBP work_zbpzx43flfaifddpftczprcome 254 4 improved improve VBN work_zbpzx43flfaifddpftczprcome 254 5 recommender recommender NN work_zbpzx43flfaifddpftczprcome 254 6 systems system NNS work_zbpzx43flfaifddpftczprcome 254 7 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 254 8 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 254 9 , , , work_zbpzx43flfaifddpftczprcome 254 10 Bulanov Bulanov NNP work_zbpzx43flfaifddpftczprcome 254 11 & & CC work_zbpzx43flfaifddpftczprcome 254 12 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 254 13 , , , work_zbpzx43flfaifddpftczprcome 254 14 2017 2017 CD work_zbpzx43flfaifddpftczprcome 254 15 ; ; : work_zbpzx43flfaifddpftczprcome 254 16 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 254 17 et et NNP work_zbpzx43flfaifddpftczprcome 254 18 al al NNP work_zbpzx43flfaifddpftczprcome 254 19 . . NNP work_zbpzx43flfaifddpftczprcome 254 20 , , , work_zbpzx43flfaifddpftczprcome 254 21 2018a 2018a CD work_zbpzx43flfaifddpftczprcome 254 22 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 254 23 based base VBN work_zbpzx43flfaifddpftczprcome 254 24 on on IN work_zbpzx43flfaifddpftczprcome 254 25 choosing choose VBG work_zbpzx43flfaifddpftczprcome 254 26 proper proper JJ work_zbpzx43flfaifddpftczprcome 254 27 link link NN work_zbpzx43flfaifddpftczprcome 254 28 embedding embed VBG work_zbpzx43flfaifddpftczprcome 254 29 operator operator NN work_zbpzx43flfaifddpftczprcome 254 30 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 254 31 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 254 32 et et NNP work_zbpzx43flfaifddpftczprcome 254 33 al al NNP work_zbpzx43flfaifddpftczprcome 254 34 . . NNP work_zbpzx43flfaifddpftczprcome 254 35 , , , work_zbpzx43flfaifddpftczprcome 254 36 2018b 2018b CD work_zbpzx43flfaifddpftczprcome 254 37 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 254 38 and and CC work_zbpzx43flfaifddpftczprcome 254 39 including include VBG work_zbpzx43flfaifddpftczprcome 254 40 research research NN work_zbpzx43flfaifddpftczprcome 254 41 interest interest NN work_zbpzx43flfaifddpftczprcome 254 42 information information NN work_zbpzx43flfaifddpftczprcome 254 43 presented present VBD work_zbpzx43flfaifddpftczprcome 254 44 as as IN work_zbpzx43flfaifddpftczprcome 254 45 embedding embedding NN work_zbpzx43flfaifddpftczprcome 254 46 of of IN work_zbpzx43flfaifddpftczprcome 254 47 nodes node NNS work_zbpzx43flfaifddpftczprcome 254 48 in in IN work_zbpzx43flfaifddpftczprcome 254 49 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 254 50 co co NN work_zbpzx43flfaifddpftczprcome 254 51 - - JJ work_zbpzx43flfaifddpftczprcome 254 52 occurrence occurrence JJ work_zbpzx43flfaifddpftczprcome 254 53 network network NN work_zbpzx43flfaifddpftczprcome 254 54 connecting connect VBG work_zbpzx43flfaifddpftczprcome 254 55 keywords keyword NNS work_zbpzx43flfaifddpftczprcome 254 56 relating relate VBG work_zbpzx43flfaifddpftczprcome 254 57 to to IN work_zbpzx43flfaifddpftczprcome 254 58 a a DT work_zbpzx43flfaifddpftczprcome 254 59 given give VBN work_zbpzx43flfaifddpftczprcome 254 60 research research NN work_zbpzx43flfaifddpftczprcome 254 61 article article NN work_zbpzx43flfaifddpftczprcome 254 62 . . . work_zbpzx43flfaifddpftczprcome 255 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 255 2 have have VBP work_zbpzx43flfaifddpftczprcome 255 3 compared compare VBN work_zbpzx43flfaifddpftczprcome 255 4 several several JJ work_zbpzx43flfaifddpftczprcome 255 5 machine machine NN work_zbpzx43flfaifddpftczprcome 255 6 learning learning NN work_zbpzx43flfaifddpftczprcome 255 7 models model NNS work_zbpzx43flfaifddpftczprcome 255 8 for for IN work_zbpzx43flfaifddpftczprcome 255 9 future future NN work_zbpzx43flfaifddpftczprcome 255 10 and and CC work_zbpzx43flfaifddpftczprcome 255 11 missing miss VBG work_zbpzx43flfaifddpftczprcome 255 12 LP LP NNP work_zbpzx43flfaifddpftczprcome 255 13 problems problem NNS work_zbpzx43flfaifddpftczprcome 255 14 interpreted interpret VBN work_zbpzx43flfaifddpftczprcome 255 15 as as IN work_zbpzx43flfaifddpftczprcome 255 16 a a DT work_zbpzx43flfaifddpftczprcome 255 17 binary binary JJ work_zbpzx43flfaifddpftczprcome 255 18 classification classification NN work_zbpzx43flfaifddpftczprcome 255 19 problem problem NN work_zbpzx43flfaifddpftczprcome 255 20 . . . work_zbpzx43flfaifddpftczprcome 256 1 The the DT work_zbpzx43flfaifddpftczprcome 256 2 edge edge NN work_zbpzx43flfaifddpftczprcome 256 3 embedding embed VBG work_zbpzx43flfaifddpftczprcome 256 4 operator operator NN work_zbpzx43flfaifddpftczprcome 256 5 suggested suggest VBN work_zbpzx43flfaifddpftczprcome 256 6 by by IN work_zbpzx43flfaifddpftczprcome 256 7 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 256 8 et et NNP work_zbpzx43flfaifddpftczprcome 256 9 al al NNP work_zbpzx43flfaifddpftczprcome 256 10 . . . work_zbpzx43flfaifddpftczprcome 257 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 257 2 2018b 2018b LS work_zbpzx43flfaifddpftczprcome 257 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 257 4 edge edge NN work_zbpzx43flfaifddpftczprcome 257 5 embedding embed VBG work_zbpzx43flfaifddpftczprcome 257 6 operator operator NN work_zbpzx43flfaifddpftczprcome 257 7 called call VBN work_zbpzx43flfaifddpftczprcome 257 8 Neighbor Neighbor NNP work_zbpzx43flfaifddpftczprcome 257 9 Weighted Weighted NNP work_zbpzx43flfaifddpftczprcome 257 10 - - HYPH work_zbpzx43flfaifddpftczprcome 257 11 L2 L2 NNP work_zbpzx43flfaifddpftczprcome 257 12 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 257 13 see see VB work_zbpzx43flfaifddpftczprcome 257 14 Table table NN work_zbpzx43flfaifddpftczprcome 257 15 2 2 CD work_zbpzx43flfaifddpftczprcome 257 16 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 257 17 outperforms outperform VBZ work_zbpzx43flfaifddpftczprcome 257 18 all all PDT work_zbpzx43flfaifddpftczprcome 257 19 the the DT work_zbpzx43flfaifddpftczprcome 257 20 other other JJ work_zbpzx43flfaifddpftczprcome 257 21 edge edge NN work_zbpzx43flfaifddpftczprcome 257 22 embedding embed VBG work_zbpzx43flfaifddpftczprcome 257 23 functions function NNS work_zbpzx43flfaifddpftczprcome 257 24 due due JJ work_zbpzx43flfaifddpftczprcome 257 25 to to IN work_zbpzx43flfaifddpftczprcome 257 26 involving involve VBG work_zbpzx43flfaifddpftczprcome 257 27 the the DT work_zbpzx43flfaifddpftczprcome 257 28 neighborhood neighborhood NN work_zbpzx43flfaifddpftczprcome 257 29 of of IN work_zbpzx43flfaifddpftczprcome 257 30 the the DT work_zbpzx43flfaifddpftczprcome 257 31 edge edge NN work_zbpzx43flfaifddpftczprcome 257 32 in in IN work_zbpzx43flfaifddpftczprcome 257 33 the the DT work_zbpzx43flfaifddpftczprcome 257 34 graph graph NN work_zbpzx43flfaifddpftczprcome 257 35 and and CC work_zbpzx43flfaifddpftczprcome 257 36 was be VBD work_zbpzx43flfaifddpftczprcome 257 37 properly properly RB work_zbpzx43flfaifddpftczprcome 257 38 evaluated evaluate VBN work_zbpzx43flfaifddpftczprcome 257 39 in in IN work_zbpzx43flfaifddpftczprcome 257 40 this this DT work_zbpzx43flfaifddpftczprcome 257 41 paper paper NN work_zbpzx43flfaifddpftczprcome 257 42 for for IN work_zbpzx43flfaifddpftczprcome 257 43 both both DT work_zbpzx43flfaifddpftczprcome 257 44 tasks task NNS work_zbpzx43flfaifddpftczprcome 257 45 . . . work_zbpzx43flfaifddpftczprcome 258 1 Among among IN work_zbpzx43flfaifddpftczprcome 258 2 the the DT work_zbpzx43flfaifddpftczprcome 258 3 machine machine NN work_zbpzx43flfaifddpftczprcome 258 4 learning learning NN work_zbpzx43flfaifddpftczprcome 258 5 models model NNS work_zbpzx43flfaifddpftczprcome 258 6 , , , work_zbpzx43flfaifddpftczprcome 258 7 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 258 8 outperforms outperform VBZ work_zbpzx43flfaifddpftczprcome 258 9 all all PDT work_zbpzx43flfaifddpftczprcome 258 10 the the DT work_zbpzx43flfaifddpftczprcome 258 11 others other NNS work_zbpzx43flfaifddpftczprcome 258 12 except except IN work_zbpzx43flfaifddpftczprcome 258 13 the the DT work_zbpzx43flfaifddpftczprcome 258 14 LP LP NNP work_zbpzx43flfaifddpftczprcome 258 15 problem problem NN work_zbpzx43flfaifddpftczprcome 258 16 on on IN work_zbpzx43flfaifddpftczprcome 258 17 the the DT work_zbpzx43flfaifddpftczprcome 258 18 sparse sparse JJ work_zbpzx43flfaifddpftczprcome 258 19 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 258 20 dataset dataset NN work_zbpzx43flfaifddpftczprcome 258 21 while while IN work_zbpzx43flfaifddpftczprcome 258 22 XGBoost XGBoost NNP work_zbpzx43flfaifddpftczprcome 258 23 was be VBD work_zbpzx43flfaifddpftczprcome 258 24 significantly significantly RB work_zbpzx43flfaifddpftczprcome 258 25 overfitted overfitte VBN work_zbpzx43flfaifddpftczprcome 258 26 ; ; : work_zbpzx43flfaifddpftczprcome 258 27 however however RB work_zbpzx43flfaifddpftczprcome 258 28 , , , work_zbpzx43flfaifddpftczprcome 258 29 training train VBG work_zbpzx43flfaifddpftczprcome 258 30 SVM SVM NNP work_zbpzx43flfaifddpftczprcome 258 31 for for IN work_zbpzx43flfaifddpftczprcome 258 32 large large JJ work_zbpzx43flfaifddpftczprcome 258 33 graphs graphs NN work_zbpzx43flfaifddpftczprcome 258 34 is be VBZ work_zbpzx43flfaifddpftczprcome 258 35 computationally computationally RB work_zbpzx43flfaifddpftczprcome 258 36 hard hard JJ work_zbpzx43flfaifddpftczprcome 258 37 . . . work_zbpzx43flfaifddpftczprcome 259 1 Such such PDT work_zbpzx43flfaifddpftczprcome 259 2 a a DT work_zbpzx43flfaifddpftczprcome 259 3 constructed construct VBN work_zbpzx43flfaifddpftczprcome 259 4 model model NN work_zbpzx43flfaifddpftczprcome 259 5 may may MD work_zbpzx43flfaifddpftczprcome 259 6 be be VB work_zbpzx43flfaifddpftczprcome 259 7 considered consider VBN work_zbpzx43flfaifddpftczprcome 259 8 as as IN work_zbpzx43flfaifddpftczprcome 259 9 a a DT work_zbpzx43flfaifddpftczprcome 259 10 recommender recommender NN work_zbpzx43flfaifddpftczprcome 259 11 system system NN work_zbpzx43flfaifddpftczprcome 259 12 for for IN work_zbpzx43flfaifddpftczprcome 259 13 searching search VBG work_zbpzx43flfaifddpftczprcome 259 14 collaborators collaborator NNS work_zbpzx43flfaifddpftczprcome 259 15 based base VBN work_zbpzx43flfaifddpftczprcome 259 16 on on IN work_zbpzx43flfaifddpftczprcome 259 17 mutual mutual JJ work_zbpzx43flfaifddpftczprcome 259 18 research research NN work_zbpzx43flfaifddpftczprcome 259 19 interests interest NNS work_zbpzx43flfaifddpftczprcome 259 20 and and CC work_zbpzx43flfaifddpftczprcome 259 21 publishing publishing NN work_zbpzx43flfaifddpftczprcome 259 22 patterns pattern NNS work_zbpzx43flfaifddpftczprcome 259 23 . . . work_zbpzx43flfaifddpftczprcome 260 1 The the DT work_zbpzx43flfaifddpftczprcome 260 2 recommender recommender NN work_zbpzx43flfaifddpftczprcome 260 3 system system NN work_zbpzx43flfaifddpftczprcome 260 4 demonstrates demonstrate VBZ work_zbpzx43flfaifddpftczprcome 260 5 good good JJ work_zbpzx43flfaifddpftczprcome 260 6 results result NNS work_zbpzx43flfaifddpftczprcome 260 7 on on IN work_zbpzx43flfaifddpftczprcome 260 8 predicting predict VBG work_zbpzx43flfaifddpftczprcome 260 9 new new JJ work_zbpzx43flfaifddpftczprcome 260 10 collaborations collaboration NNS work_zbpzx43flfaifddpftczprcome 260 11 between between IN work_zbpzx43flfaifddpftczprcome 260 12 existing exist VBG work_zbpzx43flfaifddpftczprcome 260 13 authors author NNS work_zbpzx43flfaifddpftczprcome 260 14 even even RB work_zbpzx43flfaifddpftczprcome 260 15 if if IN work_zbpzx43flfaifddpftczprcome 260 16 they -PRON- PRP work_zbpzx43flfaifddpftczprcome 260 17 have have VBP work_zbpzx43flfaifddpftczprcome 260 18 small small JJ work_zbpzx43flfaifddpftczprcome 260 19 number number NN work_zbpzx43flfaifddpftczprcome 260 20 of of IN work_zbpzx43flfaifddpftczprcome 260 21 data datum NNS work_zbpzx43flfaifddpftczprcome 260 22 in in IN work_zbpzx43flfaifddpftczprcome 260 23 co co NN work_zbpzx43flfaifddpftczprcome 260 24 - - JJ work_zbpzx43flfaifddpftczprcome 260 25 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 260 26 network network NN work_zbpzx43flfaifddpftczprcome 260 27 due due IN work_zbpzx43flfaifddpftczprcome 260 28 to to IN work_zbpzx43flfaifddpftczprcome 260 29 availability availability NN work_zbpzx43flfaifddpftczprcome 260 30 of of IN work_zbpzx43flfaifddpftczprcome 260 31 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 260 32 research research NN work_zbpzx43flfaifddpftczprcome 260 33 interests interest NNS work_zbpzx43flfaifddpftczprcome 260 34 . . . work_zbpzx43flfaifddpftczprcome 261 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 261 2 are be VBP work_zbpzx43flfaifddpftczprcome 261 3 looking look VBG work_zbpzx43flfaifddpftczprcome 261 4 forward forward RB work_zbpzx43flfaifddpftczprcome 261 5 to to IN work_zbpzx43flfaifddpftczprcome 261 6 the the DT work_zbpzx43flfaifddpftczprcome 261 7 evaluation evaluation NN work_zbpzx43flfaifddpftczprcome 261 8 of of IN work_zbpzx43flfaifddpftczprcome 261 9 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 261 10 system system NN work_zbpzx43flfaifddpftczprcome 261 11 for for IN work_zbpzx43flfaifddpftczprcome 261 12 universities university NNS work_zbpzx43flfaifddpftczprcome 261 13 , , , work_zbpzx43flfaifddpftczprcome 261 14 who who WP work_zbpzx43flfaifddpftczprcome 261 15 have have VBP work_zbpzx43flfaifddpftczprcome 261 16 to to TO work_zbpzx43flfaifddpftczprcome 261 17 deal deal VB work_zbpzx43flfaifddpftczprcome 261 18 with with IN work_zbpzx43flfaifddpftczprcome 261 19 the the DT work_zbpzx43flfaifddpftczprcome 261 20 problems problem NNS work_zbpzx43flfaifddpftczprcome 261 21 of of IN work_zbpzx43flfaifddpftczprcome 261 22 finding find VBG work_zbpzx43flfaifddpftczprcome 261 23 an an DT work_zbpzx43flfaifddpftczprcome 261 24 expert expert NN work_zbpzx43flfaifddpftczprcome 261 25 based base VBN work_zbpzx43flfaifddpftczprcome 261 26 on on IN work_zbpzx43flfaifddpftczprcome 261 27 text text NN work_zbpzx43flfaifddpftczprcome 261 28 for for IN work_zbpzx43flfaifddpftczprcome 261 29 evaluation evaluation NN work_zbpzx43flfaifddpftczprcome 261 30 , , , work_zbpzx43flfaifddpftczprcome 261 31 matchmaking matchmake VBG work_zbpzx43flfaifddpftczprcome 261 32 for for IN work_zbpzx43flfaifddpftczprcome 261 33 co co JJ work_zbpzx43flfaifddpftczprcome 261 34 - - JJ work_zbpzx43flfaifddpftczprcome 261 35 authored authored JJ work_zbpzx43flfaifddpftczprcome 261 36 research research NN work_zbpzx43flfaifddpftczprcome 261 37 papers paper NNS work_zbpzx43flfaifddpftczprcome 261 38 with with IN work_zbpzx43flfaifddpftczprcome 261 39 novice novice NN work_zbpzx43flfaifddpftczprcome 261 40 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 261 41 , , , work_zbpzx43flfaifddpftczprcome 261 42 searching search VBG work_zbpzx43flfaifddpftczprcome 261 43 for for IN work_zbpzx43flfaifddpftczprcome 261 44 collaborators collaborator NNS work_zbpzx43flfaifddpftczprcome 261 45 on on IN work_zbpzx43flfaifddpftczprcome 261 46 specific specific JJ work_zbpzx43flfaifddpftczprcome 261 47 grant grant NN work_zbpzx43flfaifddpftczprcome 261 48 proposal proposal NN work_zbpzx43flfaifddpftczprcome 261 49 or or CC work_zbpzx43flfaifddpftczprcome 261 50 proper proper JJ work_zbpzx43flfaifddpftczprcome 261 51 scientific scientific JJ work_zbpzx43flfaifddpftczprcome 261 52 advisers adviser NNS work_zbpzx43flfaifddpftczprcome 261 53 . . . work_zbpzx43flfaifddpftczprcome 262 1 Focusing focus VBG work_zbpzx43flfaifddpftczprcome 262 2 only only RB work_zbpzx43flfaifddpftczprcome 262 3 on on IN work_zbpzx43flfaifddpftczprcome 262 4 machine machine NN work_zbpzx43flfaifddpftczprcome 262 5 learning learning NN work_zbpzx43flfaifddpftczprcome 262 6 task task NN work_zbpzx43flfaifddpftczprcome 262 7 is be VBZ work_zbpzx43flfaifddpftczprcome 262 8 not not RB work_zbpzx43flfaifddpftczprcome 262 9 suitable suitable JJ work_zbpzx43flfaifddpftczprcome 262 10 for for IN work_zbpzx43flfaifddpftczprcome 262 11 real real JJ work_zbpzx43flfaifddpftczprcome 262 12 - - HYPH work_zbpzx43flfaifddpftczprcome 262 13 world world NN work_zbpzx43flfaifddpftczprcome 262 14 application application NN work_zbpzx43flfaifddpftczprcome 262 15 involving involve VBG work_zbpzx43flfaifddpftczprcome 262 16 social social JJ work_zbpzx43flfaifddpftczprcome 262 17 interactions interaction NNS work_zbpzx43flfaifddpftczprcome 262 18 , , , work_zbpzx43flfaifddpftczprcome 262 19 so so RB work_zbpzx43flfaifddpftczprcome 262 20 we -PRON- PRP work_zbpzx43flfaifddpftczprcome 262 21 aim aim VBP work_zbpzx43flfaifddpftczprcome 262 22 to to TO work_zbpzx43flfaifddpftczprcome 262 23 implement implement VB work_zbpzx43flfaifddpftczprcome 262 24 framework framework NN work_zbpzx43flfaifddpftczprcome 262 25 with with IN work_zbpzx43flfaifddpftczprcome 262 26 the the DT work_zbpzx43flfaifddpftczprcome 262 27 possibility possibility NN work_zbpzx43flfaifddpftczprcome 262 28 to to TO work_zbpzx43flfaifddpftczprcome 262 29 manually manually RB work_zbpzx43flfaifddpftczprcome 262 30 add add VB work_zbpzx43flfaifddpftczprcome 262 31 positive positive JJ work_zbpzx43flfaifddpftczprcome 262 32 and and CC work_zbpzx43flfaifddpftczprcome 262 33 negative negative JJ work_zbpzx43flfaifddpftczprcome 262 34 preferences preference NNS work_zbpzx43flfaifddpftczprcome 262 35 for for IN work_zbpzx43flfaifddpftczprcome 262 36 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 262 37 recommendations recommendation NNS work_zbpzx43flfaifddpftczprcome 262 38 , , , work_zbpzx43flfaifddpftczprcome 262 39 thus thus RB work_zbpzx43flfaifddpftczprcome 262 40 providing provide VBG work_zbpzx43flfaifddpftczprcome 262 41 a a DT work_zbpzx43flfaifddpftczprcome 262 42 useful useful JJ work_zbpzx43flfaifddpftczprcome 262 43 service service NN work_zbpzx43flfaifddpftczprcome 262 44 which which WDT work_zbpzx43flfaifddpftczprcome 262 45 could could MD work_zbpzx43flfaifddpftczprcome 262 46 be be VB work_zbpzx43flfaifddpftczprcome 262 47 integrated integrate VBN work_zbpzx43flfaifddpftczprcome 262 48 in in IN work_zbpzx43flfaifddpftczprcome 262 49 university university NN work_zbpzx43flfaifddpftczprcome 262 50 business business NN work_zbpzx43flfaifddpftczprcome 262 51 process process NN work_zbpzx43flfaifddpftczprcome 262 52 of of IN work_zbpzx43flfaifddpftczprcome 262 53 managing manage VBG work_zbpzx43flfaifddpftczprcome 262 54 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 262 55 ’ ’ POS work_zbpzx43flfaifddpftczprcome 262 56 publication publication NN work_zbpzx43flfaifddpftczprcome 262 57 activity activity NN work_zbpzx43flfaifddpftczprcome 262 58 . . . work_zbpzx43flfaifddpftczprcome 263 1 Our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 263 2 system system NN work_zbpzx43flfaifddpftczprcome 263 3 may may MD work_zbpzx43flfaifddpftczprcome 263 4 also also RB work_zbpzx43flfaifddpftczprcome 263 5 be be VB work_zbpzx43flfaifddpftczprcome 263 6 used use VBN work_zbpzx43flfaifddpftczprcome 263 7 for for IN work_zbpzx43flfaifddpftczprcome 263 8 predicting predict VBG work_zbpzx43flfaifddpftczprcome 263 9 the the DT work_zbpzx43flfaifddpftczprcome 263 10 number number NN work_zbpzx43flfaifddpftczprcome 263 11 of of IN work_zbpzx43flfaifddpftczprcome 263 12 publications publication NNS work_zbpzx43flfaifddpftczprcome 263 13 corresponding correspond VBG work_zbpzx43flfaifddpftczprcome 263 14 to to IN work_zbpzx43flfaifddpftczprcome 263 15 a a DT work_zbpzx43flfaifddpftczprcome 263 16 given give VBN work_zbpzx43flfaifddpftczprcome 263 17 administrative administrative JJ work_zbpzx43flfaifddpftczprcome 263 18 staff staff NN work_zbpzx43flfaifddpftczprcome 263 19 unit unit NN work_zbpzx43flfaifddpftczprcome 263 20 using use VBG work_zbpzx43flfaifddpftczprcome 263 21 network network NN work_zbpzx43flfaifddpftczprcome 263 22 collaborative collaborative JJ work_zbpzx43flfaifddpftczprcome 263 23 patterns pattern NNS work_zbpzx43flfaifddpftczprcome 263 24 and and CC work_zbpzx43flfaifddpftczprcome 263 25 thus thus RB work_zbpzx43flfaifddpftczprcome 263 26 able able JJ work_zbpzx43flfaifddpftczprcome 263 27 to to TO work_zbpzx43flfaifddpftczprcome 263 28 evaluate evaluate VB work_zbpzx43flfaifddpftczprcome 263 29 the the DT work_zbpzx43flfaifddpftczprcome 263 30 efficiency efficiency NN work_zbpzx43flfaifddpftczprcome 263 31 of of IN work_zbpzx43flfaifddpftczprcome 263 32 the the DT work_zbpzx43flfaifddpftczprcome 263 33 authors author NNS work_zbpzx43flfaifddpftczprcome 263 34 or or CC work_zbpzx43flfaifddpftczprcome 263 35 the the DT work_zbpzx43flfaifddpftczprcome 263 36 whole whole JJ work_zbpzx43flfaifddpftczprcome 263 37 staff staff NN work_zbpzx43flfaifddpftczprcome 263 38 . . . work_zbpzx43flfaifddpftczprcome 264 1 It -PRON- PRP work_zbpzx43flfaifddpftczprcome 264 2 also also RB work_zbpzx43flfaifddpftczprcome 264 3 may may MD work_zbpzx43flfaifddpftczprcome 264 4 be be VB work_zbpzx43flfaifddpftczprcome 264 5 used use VBN work_zbpzx43flfaifddpftczprcome 264 6 for for IN work_zbpzx43flfaifddpftczprcome 264 7 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 264 8 et et NNP work_zbpzx43flfaifddpftczprcome 264 9 al al NNP work_zbpzx43flfaifddpftczprcome 264 10 . . . work_zbpzx43flfaifddpftczprcome 265 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 265 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 265 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 265 4 , , , work_zbpzx43flfaifddpftczprcome 265 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 265 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 265 7 . . . work_zbpzx43flfaifddpftczprcome 266 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 266 2 . . NNP work_zbpzx43flfaifddpftczprcome 266 3 , , , work_zbpzx43flfaifddpftczprcome 266 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 266 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 266 6 / / SYM work_zbpzx43flfaifddpftczprcome 266 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 266 8 - - HYPH work_zbpzx43flfaifddpftczprcome 266 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 266 10 15/20 15/20 CD work_zbpzx43flfaifddpftczprcome 266 11 http://github.com/makarovia/jcdl2018/ http://github.com/makarovia/jcdl2018/ NN work_zbpzx43flfaifddpftczprcome 266 12 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 XX work_zbpzx43flfaifddpftczprcome 266 13 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NN work_zbpzx43flfaifddpftczprcome 266 14 suggesting suggest VBG work_zbpzx43flfaifddpftczprcome 266 15 collaborations collaboration NNS work_zbpzx43flfaifddpftczprcome 266 16 between between IN work_zbpzx43flfaifddpftczprcome 266 17 separate separate JJ work_zbpzx43flfaifddpftczprcome 266 18 staff staff NN work_zbpzx43flfaifddpftczprcome 266 19 units unit NNS work_zbpzx43flfaifddpftczprcome 266 20 by by IN work_zbpzx43flfaifddpftczprcome 266 21 considering consider VBG work_zbpzx43flfaifddpftczprcome 266 22 combined combine VBN work_zbpzx43flfaifddpftczprcome 266 23 network network NN work_zbpzx43flfaifddpftczprcome 266 24 with with IN work_zbpzx43flfaifddpftczprcome 266 25 staff staff NN work_zbpzx43flfaifddpftczprcome 266 26 units unit NNS work_zbpzx43flfaifddpftczprcome 266 27 as as IN work_zbpzx43flfaifddpftczprcome 266 28 vertices vertex NNS work_zbpzx43flfaifddpftczprcome 266 29 and and CC work_zbpzx43flfaifddpftczprcome 266 30 weighted weight VBD work_zbpzx43flfaifddpftczprcome 266 31 by by IN work_zbpzx43flfaifddpftczprcome 266 32 the the DT work_zbpzx43flfaifddpftczprcome 266 33 number number NN work_zbpzx43flfaifddpftczprcome 266 34 of of IN work_zbpzx43flfaifddpftczprcome 266 35 publications publication NNS work_zbpzx43flfaifddpftczprcome 266 36 mutual mutual JJ work_zbpzx43flfaifddpftczprcome 266 37 connections connection NNS work_zbpzx43flfaifddpftczprcome 266 38 between between IN work_zbpzx43flfaifddpftczprcome 266 39 them -PRON- PRP work_zbpzx43flfaifddpftczprcome 266 40 . . . work_zbpzx43flfaifddpftczprcome 267 1 Evaluating evaluate VBG work_zbpzx43flfaifddpftczprcome 267 2 such such PDT work_zbpzx43flfaifddpftczprcome 267 3 a a DT work_zbpzx43flfaifddpftczprcome 267 4 network network NN work_zbpzx43flfaifddpftczprcome 267 5 for for IN work_zbpzx43flfaifddpftczprcome 267 6 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 267 7 University University NNP work_zbpzx43flfaifddpftczprcome 267 8 give give VBP work_zbpzx43flfaifddpftczprcome 267 9 us -PRON- PRP work_zbpzx43flfaifddpftczprcome 267 10 the the DT work_zbpzx43flfaifddpftczprcome 267 11 picture picture NN work_zbpzx43flfaifddpftczprcome 267 12 that that WDT work_zbpzx43flfaifddpftczprcome 267 13 most most RBS work_zbpzx43flfaifddpftczprcome 267 14 popular popular JJ work_zbpzx43flfaifddpftczprcome 267 15 faculties faculty NNS work_zbpzx43flfaifddpftczprcome 267 16 of of IN work_zbpzx43flfaifddpftczprcome 267 17 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 267 18 and and CC work_zbpzx43flfaifddpftczprcome 267 19 Management Management NNP work_zbpzx43flfaifddpftczprcome 267 20 have have VBP work_zbpzx43flfaifddpftczprcome 267 21 a a DT work_zbpzx43flfaifddpftczprcome 267 22 lot lot NN work_zbpzx43flfaifddpftczprcome 267 23 of of IN work_zbpzx43flfaifddpftczprcome 267 24 mutual mutual JJ work_zbpzx43flfaifddpftczprcome 267 25 connections connection NNS work_zbpzx43flfaifddpftczprcome 267 26 due due JJ work_zbpzx43flfaifddpftczprcome 267 27 to to IN work_zbpzx43flfaifddpftczprcome 267 28 many many JJ work_zbpzx43flfaifddpftczprcome 267 29 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 267 30 working work VBG work_zbpzx43flfaifddpftczprcome 267 31 at at IN work_zbpzx43flfaifddpftczprcome 267 32 these these DT work_zbpzx43flfaifddpftczprcome 267 33 faculties faculty NNS work_zbpzx43flfaifddpftczprcome 267 34 , , , work_zbpzx43flfaifddpftczprcome 267 35 but but CC work_zbpzx43flfaifddpftczprcome 267 36 limiting limit VBG work_zbpzx43flfaifddpftczprcome 267 37 these these DT work_zbpzx43flfaifddpftczprcome 267 38 connection connection NN work_zbpzx43flfaifddpftczprcome 267 39 only only RB work_zbpzx43flfaifddpftczprcome 267 40 on on IN work_zbpzx43flfaifddpftczprcome 267 41 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 267 42 publication publication NN work_zbpzx43flfaifddpftczprcome 267 43 leads lead VBZ work_zbpzx43flfaifddpftczprcome 267 44 to to IN work_zbpzx43flfaifddpftczprcome 267 45 the the DT work_zbpzx43flfaifddpftczprcome 267 46 influence influence NN work_zbpzx43flfaifddpftczprcome 267 47 of of IN work_zbpzx43flfaifddpftczprcome 267 48 Computer Computer NNP work_zbpzx43flfaifddpftczprcome 267 49 Science Science NNP work_zbpzx43flfaifddpftczprcome 267 50 and and CC work_zbpzx43flfaifddpftczprcome 267 51 Engineering Engineering NNP work_zbpzx43flfaifddpftczprcome 267 52 faculties faculty NNS work_zbpzx43flfaifddpftczprcome 267 53 which which WDT work_zbpzx43flfaifddpftczprcome 267 54 showed show VBD work_zbpzx43flfaifddpftczprcome 267 55 trend trend NN work_zbpzx43flfaifddpftczprcome 267 56 of of IN work_zbpzx43flfaifddpftczprcome 267 57 computer computer NN work_zbpzx43flfaifddpftczprcome 267 58 science science NN work_zbpzx43flfaifddpftczprcome 267 59 research research NN work_zbpzx43flfaifddpftczprcome 267 60 in in IN work_zbpzx43flfaifddpftczprcome 267 61 applied applied JJ work_zbpzx43flfaifddpftczprcome 267 62 sciences science NNS work_zbpzx43flfaifddpftczprcome 267 63 . . . work_zbpzx43flfaifddpftczprcome 268 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 268 2 leave leave VBP work_zbpzx43flfaifddpftczprcome 268 3 for for IN work_zbpzx43flfaifddpftczprcome 268 4 the the DT work_zbpzx43flfaifddpftczprcome 268 5 future future JJ work_zbpzx43flfaifddpftczprcome 268 6 work work NN work_zbpzx43flfaifddpftczprcome 268 7 consideration consideration NN work_zbpzx43flfaifddpftczprcome 268 8 of of IN work_zbpzx43flfaifddpftczprcome 268 9 the the DT work_zbpzx43flfaifddpftczprcome 268 10 applicability applicability NN work_zbpzx43flfaifddpftczprcome 268 11 of of IN work_zbpzx43flfaifddpftczprcome 268 12 our -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 268 13 system system NN work_zbpzx43flfaifddpftczprcome 268 14 which which WDT work_zbpzx43flfaifddpftczprcome 268 15 suggests suggest VBZ work_zbpzx43flfaifddpftczprcome 268 16 a a DT work_zbpzx43flfaifddpftczprcome 268 17 new new JJ work_zbpzx43flfaifddpftczprcome 268 18 university university NN work_zbpzx43flfaifddpftczprcome 268 19 publication publication NN work_zbpzx43flfaifddpftczprcome 268 20 strategy strategy NN work_zbpzx43flfaifddpftczprcome 268 21 based base VBN work_zbpzx43flfaifddpftczprcome 268 22 on on IN work_zbpzx43flfaifddpftczprcome 268 23 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 268 24 patterns pattern NNS work_zbpzx43flfaifddpftczprcome 268 25 and and CC work_zbpzx43flfaifddpftczprcome 268 26 invites invite VBZ work_zbpzx43flfaifddpftczprcome 268 27 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 268 28 to to TO work_zbpzx43flfaifddpftczprcome 268 29 compare compare VB work_zbpzx43flfaifddpftczprcome 268 30 the the DT work_zbpzx43flfaifddpftczprcome 268 31 existing exist VBG work_zbpzx43flfaifddpftczprcome 268 32 solutions solution NNS work_zbpzx43flfaifddpftczprcome 268 33 on on IN work_zbpzx43flfaifddpftczprcome 268 34 the the DT work_zbpzx43flfaifddpftczprcome 268 35 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 268 36 researchers researcher NNS work_zbpzx43flfaifddpftczprcome 268 37 ’ ’ POS work_zbpzx43flfaifddpftczprcome 268 38 dataset dataset NN work_zbpzx43flfaifddpftczprcome 268 39 . . . work_zbpzx43flfaifddpftczprcome 269 1 ACKNOWLEDGEMENTS ACKNOWLEDGEMENTS NNP work_zbpzx43flfaifddpftczprcome 269 2 A a DT work_zbpzx43flfaifddpftczprcome 269 3 part part NN work_zbpzx43flfaifddpftczprcome 269 4 of of IN work_zbpzx43flfaifddpftczprcome 269 5 the the DT work_zbpzx43flfaifddpftczprcome 269 6 article article NN work_zbpzx43flfaifddpftczprcome 269 7 is be VBZ work_zbpzx43flfaifddpftczprcome 269 8 extended extend VBN work_zbpzx43flfaifddpftczprcome 269 9 and and CC work_zbpzx43flfaifddpftczprcome 269 10 revised revise VBN work_zbpzx43flfaifddpftczprcome 269 11 version version NN work_zbpzx43flfaifddpftczprcome 269 12 of of IN work_zbpzx43flfaifddpftczprcome 269 13 presented present VBN work_zbpzx43flfaifddpftczprcome 269 14 oral oral JJ work_zbpzx43flfaifddpftczprcome 269 15 talk talk NN work_zbpzx43flfaifddpftczprcome 269 16 at at IN work_zbpzx43flfaifddpftczprcome 269 17 international international JJ work_zbpzx43flfaifddpftczprcome 269 18 conference conference NN work_zbpzx43flfaifddpftczprcome 269 19 AIST’18 AIST’18 NNP work_zbpzx43flfaifddpftczprcome 269 20 and and CC work_zbpzx43flfaifddpftczprcome 269 21 posters poster NNS work_zbpzx43flfaifddpftczprcome 269 22 at at IN work_zbpzx43flfaifddpftczprcome 269 23 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 269 24 / / SYM work_zbpzx43flfaifddpftczprcome 269 25 IEEE IEEE NNP work_zbpzx43flfaifddpftczprcome 269 26 JCDL’18 JCDL’18 NNP work_zbpzx43flfaifddpftczprcome 269 27 , , , work_zbpzx43flfaifddpftczprcome 269 28 WebSci’18 websci’18 JJ work_zbpzx43flfaifddpftczprcome 269 29 and and CC work_zbpzx43flfaifddpftczprcome 269 30 SunBelt’18 sunbelt’18 ADD work_zbpzx43flfaifddpftczprcome 269 31 . . . work_zbpzx43flfaifddpftczprcome 270 1 We -PRON- PRP work_zbpzx43flfaifddpftczprcome 270 2 thank thank VBP work_zbpzx43flfaifddpftczprcome 270 3 all all PDT work_zbpzx43flfaifddpftczprcome 270 4 the the DT work_zbpzx43flfaifddpftczprcome 270 5 colleagues colleague NNS work_zbpzx43flfaifddpftczprcome 270 6 from from IN work_zbpzx43flfaifddpftczprcome 270 7 NRU NRU NNP work_zbpzx43flfaifddpftczprcome 270 8 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 270 9 participated participate VBD work_zbpzx43flfaifddpftczprcome 270 10 in in IN work_zbpzx43flfaifddpftczprcome 270 11 discussion discussion NN work_zbpzx43flfaifddpftczprcome 270 12 of of IN work_zbpzx43flfaifddpftczprcome 270 13 this this DT work_zbpzx43flfaifddpftczprcome 270 14 research research NN work_zbpzx43flfaifddpftczprcome 270 15 . . . work_zbpzx43flfaifddpftczprcome 271 1 ADDITIONAL additional JJ work_zbpzx43flfaifddpftczprcome 271 2 INFORMATION information NN work_zbpzx43flfaifddpftczprcome 271 3 AND and CC work_zbpzx43flfaifddpftczprcome 271 4 DECLARATIONS declaration NNS work_zbpzx43flfaifddpftczprcome 271 5 Funding fund VBG work_zbpzx43flfaifddpftczprcome 271 6 The the DT work_zbpzx43flfaifddpftczprcome 271 7 work work NN work_zbpzx43flfaifddpftczprcome 271 8 was be VBD work_zbpzx43flfaifddpftczprcome 271 9 supported support VBN work_zbpzx43flfaifddpftczprcome 271 10 by by 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work_zbpzx43flfaifddpftczprcome 271 29 Higher Higher NNP work_zbpzx43flfaifddpftczprcome 271 30 School School NNP work_zbpzx43flfaifddpftczprcome 271 31 of of IN work_zbpzx43flfaifddpftczprcome 271 32 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 271 33 , , , work_zbpzx43flfaifddpftczprcome 271 34 Russia Russia NNP work_zbpzx43flfaifddpftczprcome 271 35 . . . work_zbpzx43flfaifddpftczprcome 272 1 The the DT work_zbpzx43flfaifddpftczprcome 272 2 funders funder NNS work_zbpzx43flfaifddpftczprcome 272 3 had have VBD work_zbpzx43flfaifddpftczprcome 272 4 no no DT work_zbpzx43flfaifddpftczprcome 272 5 role role NN work_zbpzx43flfaifddpftczprcome 272 6 in in IN work_zbpzx43flfaifddpftczprcome 272 7 study study NN work_zbpzx43flfaifddpftczprcome 272 8 design design NN work_zbpzx43flfaifddpftczprcome 272 9 , , , work_zbpzx43flfaifddpftczprcome 272 10 data datum NNS work_zbpzx43flfaifddpftczprcome 272 11 collection collection NN work_zbpzx43flfaifddpftczprcome 272 12 and and CC work_zbpzx43flfaifddpftczprcome 272 13 analysis analysis NN work_zbpzx43flfaifddpftczprcome 272 14 , , , work_zbpzx43flfaifddpftczprcome 272 15 decision decision NN work_zbpzx43flfaifddpftczprcome 272 16 to to TO work_zbpzx43flfaifddpftczprcome 272 17 publish publish VB work_zbpzx43flfaifddpftczprcome 272 18 , , , work_zbpzx43flfaifddpftczprcome 272 19 or or CC work_zbpzx43flfaifddpftczprcome 272 20 preparation preparation NN work_zbpzx43flfaifddpftczprcome 272 21 of of IN work_zbpzx43flfaifddpftczprcome 272 22 the the DT work_zbpzx43flfaifddpftczprcome 272 23 manuscript manuscript NN work_zbpzx43flfaifddpftczprcome 272 24 . . . work_zbpzx43flfaifddpftczprcome 273 1 Grant Grant NNP work_zbpzx43flfaifddpftczprcome 273 2 Disclosures disclosure VBZ work_zbpzx43flfaifddpftczprcome 273 3 The the DT work_zbpzx43flfaifddpftczprcome 273 4 following follow VBG work_zbpzx43flfaifddpftczprcome 273 5 grant grant NN work_zbpzx43flfaifddpftczprcome 273 6 information information NN work_zbpzx43flfaifddpftczprcome 273 7 was be VBD work_zbpzx43flfaifddpftczprcome 273 8 disclosed disclose VBN work_zbpzx43flfaifddpftczprcome 273 9 by by IN work_zbpzx43flfaifddpftczprcome 273 10 the the DT work_zbpzx43flfaifddpftczprcome 273 11 authors author NNS work_zbpzx43flfaifddpftczprcome 273 12 : : : work_zbpzx43flfaifddpftczprcome 273 13 Russian Russian NNP work_zbpzx43flfaifddpftczprcome 273 14 Science Science NNP work_zbpzx43flfaifddpftczprcome 273 15 Foundation Foundation NNP work_zbpzx43flfaifddpftczprcome 273 16 : : : work_zbpzx43flfaifddpftczprcome 273 17 17 17 CD work_zbpzx43flfaifddpftczprcome 273 18 - - HYPH work_zbpzx43flfaifddpftczprcome 273 19 11 11 CD work_zbpzx43flfaifddpftczprcome 273 20 - - HYPH work_zbpzx43flfaifddpftczprcome 273 21 01294 01294 CD work_zbpzx43flfaifddpftczprcome 273 22 . . . work_zbpzx43flfaifddpftczprcome 274 1 National National NNP work_zbpzx43flfaifddpftczprcome 274 2 Research Research NNP work_zbpzx43flfaifddpftczprcome 274 3 University University NNP work_zbpzx43flfaifddpftczprcome 274 4 Higher Higher NNP work_zbpzx43flfaifddpftczprcome 274 5 School School NNP work_zbpzx43flfaifddpftczprcome 274 6 of of IN work_zbpzx43flfaifddpftczprcome 274 7 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 274 8 , , , work_zbpzx43flfaifddpftczprcome 274 9 Russia Russia NNP work_zbpzx43flfaifddpftczprcome 274 10 . . . work_zbpzx43flfaifddpftczprcome 275 1 Competing compete VBG work_zbpzx43flfaifddpftczprcome 275 2 Interests interest NNS work_zbpzx43flfaifddpftczprcome 275 3 The the DT work_zbpzx43flfaifddpftczprcome 275 4 authors author NNS work_zbpzx43flfaifddpftczprcome 275 5 declare declare VBP work_zbpzx43flfaifddpftczprcome 275 6 that that IN work_zbpzx43flfaifddpftczprcome 275 7 they -PRON- PRP work_zbpzx43flfaifddpftczprcome 275 8 have have VBP work_zbpzx43flfaifddpftczprcome 275 9 no no DT work_zbpzx43flfaifddpftczprcome 275 10 competing compete VBG work_zbpzx43flfaifddpftczprcome 275 11 interests interest NNS work_zbpzx43flfaifddpftczprcome 275 12 . . . work_zbpzx43flfaifddpftczprcome 276 1 Author author NN work_zbpzx43flfaifddpftczprcome 276 2 Contributions contribution NNS work_zbpzx43flfaifddpftczprcome 276 3 � � NNP work_zbpzx43flfaifddpftczprcome 276 4 Ilya Ilya NNP work_zbpzx43flfaifddpftczprcome 276 5 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 276 6 conceived conceive VBD work_zbpzx43flfaifddpftczprcome 276 7 and and CC work_zbpzx43flfaifddpftczprcome 276 8 designed design VBD work_zbpzx43flfaifddpftczprcome 276 9 the the DT work_zbpzx43flfaifddpftczprcome 276 10 experiments experiment NNS work_zbpzx43flfaifddpftczprcome 276 11 , , , work_zbpzx43flfaifddpftczprcome 276 12 analyzed analyze VBD work_zbpzx43flfaifddpftczprcome 276 13 the the DT work_zbpzx43flfaifddpftczprcome 276 14 data datum NNS work_zbpzx43flfaifddpftczprcome 276 15 , , , work_zbpzx43flfaifddpftczprcome 276 16 prepared prepare VBN work_zbpzx43flfaifddpftczprcome 276 17 figures figure NNS work_zbpzx43flfaifddpftczprcome 276 18 and/or and/or CC work_zbpzx43flfaifddpftczprcome 276 19 tables table NNS work_zbpzx43flfaifddpftczprcome 276 20 , , , work_zbpzx43flfaifddpftczprcome 276 21 performed perform VBD work_zbpzx43flfaifddpftczprcome 276 22 the the DT work_zbpzx43flfaifddpftczprcome 276 23 computation computation NN work_zbpzx43flfaifddpftczprcome 276 24 work work NN work_zbpzx43flfaifddpftczprcome 276 25 , , , work_zbpzx43flfaifddpftczprcome 276 26 authored author VBN work_zbpzx43flfaifddpftczprcome 276 27 or or CC work_zbpzx43flfaifddpftczprcome 276 28 reviewed review VBN work_zbpzx43flfaifddpftczprcome 276 29 drafts draft NNS work_zbpzx43flfaifddpftczprcome 276 30 of of IN work_zbpzx43flfaifddpftczprcome 276 31 the the DT work_zbpzx43flfaifddpftczprcome 276 32 paper paper NN work_zbpzx43flfaifddpftczprcome 276 33 , , , work_zbpzx43flfaifddpftczprcome 276 34 approved approve VBD work_zbpzx43flfaifddpftczprcome 276 35 the the DT work_zbpzx43flfaifddpftczprcome 276 36 final final JJ work_zbpzx43flfaifddpftczprcome 276 37 draft draft NN work_zbpzx43flfaifddpftczprcome 276 38 . . . work_zbpzx43flfaifddpftczprcome 277 1 � � NNP work_zbpzx43flfaifddpftczprcome 277 2 Olga Olga NNP work_zbpzx43flfaifddpftczprcome 277 3 Gerasimova Gerasimova NNP work_zbpzx43flfaifddpftczprcome 277 4 performed perform VBD work_zbpzx43flfaifddpftczprcome 277 5 the the DT work_zbpzx43flfaifddpftczprcome 277 6 experiments experiment NNS work_zbpzx43flfaifddpftczprcome 277 7 , , , work_zbpzx43flfaifddpftczprcome 277 8 analyzed analyze VBD work_zbpzx43flfaifddpftczprcome 277 9 the the DT work_zbpzx43flfaifddpftczprcome 277 10 data datum NNS work_zbpzx43flfaifddpftczprcome 277 11 , , , work_zbpzx43flfaifddpftczprcome 277 12 prepared prepare VBN work_zbpzx43flfaifddpftczprcome 277 13 figures figure NNS work_zbpzx43flfaifddpftczprcome 277 14 and/or and/or CC work_zbpzx43flfaifddpftczprcome 277 15 tables table NNS work_zbpzx43flfaifddpftczprcome 277 16 , , , work_zbpzx43flfaifddpftczprcome 277 17 performed perform VBD work_zbpzx43flfaifddpftczprcome 277 18 the the DT work_zbpzx43flfaifddpftczprcome 277 19 computation computation NN work_zbpzx43flfaifddpftczprcome 277 20 work work NN work_zbpzx43flfaifddpftczprcome 277 21 , , , work_zbpzx43flfaifddpftczprcome 277 22 approved approve VBD work_zbpzx43flfaifddpftczprcome 277 23 the the DT work_zbpzx43flfaifddpftczprcome 277 24 final final JJ work_zbpzx43flfaifddpftczprcome 277 25 draft draft NN work_zbpzx43flfaifddpftczprcome 277 26 . . . work_zbpzx43flfaifddpftczprcome 278 1 � � NNP work_zbpzx43flfaifddpftczprcome 278 2 Pavel Pavel NNP work_zbpzx43flfaifddpftczprcome 278 3 Sulimov Sulimov NNP work_zbpzx43flfaifddpftczprcome 278 4 performed perform VBD work_zbpzx43flfaifddpftczprcome 278 5 the the DT work_zbpzx43flfaifddpftczprcome 278 6 experiments experiment NNS work_zbpzx43flfaifddpftczprcome 278 7 , , , work_zbpzx43flfaifddpftczprcome 278 8 analyzed analyze VBD work_zbpzx43flfaifddpftczprcome 278 9 the the DT work_zbpzx43flfaifddpftczprcome 278 10 data datum NNS work_zbpzx43flfaifddpftczprcome 278 11 , , , work_zbpzx43flfaifddpftczprcome 278 12 prepared prepare VBN work_zbpzx43flfaifddpftczprcome 278 13 figures figure NNS work_zbpzx43flfaifddpftczprcome 278 14 and/or and/or CC work_zbpzx43flfaifddpftczprcome 278 15 tables table NNS work_zbpzx43flfaifddpftczprcome 278 16 , , , work_zbpzx43flfaifddpftczprcome 278 17 performed perform VBD work_zbpzx43flfaifddpftczprcome 278 18 the the DT work_zbpzx43flfaifddpftczprcome 278 19 computation computation NN work_zbpzx43flfaifddpftczprcome 278 20 work work NN work_zbpzx43flfaifddpftczprcome 278 21 , , , work_zbpzx43flfaifddpftczprcome 278 22 approved approve VBD work_zbpzx43flfaifddpftczprcome 278 23 the the DT work_zbpzx43flfaifddpftczprcome 278 24 final final JJ work_zbpzx43flfaifddpftczprcome 278 25 draft draft NN work_zbpzx43flfaifddpftczprcome 278 26 . . . work_zbpzx43flfaifddpftczprcome 279 1 � � NNP work_zbpzx43flfaifddpftczprcome 279 2 Leonid Leonid NNP work_zbpzx43flfaifddpftczprcome 279 3 E. E. NNP work_zbpzx43flfaifddpftczprcome 279 4 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 279 5 conceived conceive VBD work_zbpzx43flfaifddpftczprcome 279 6 and and CC work_zbpzx43flfaifddpftczprcome 279 7 designed design VBD work_zbpzx43flfaifddpftczprcome 279 8 the the DT work_zbpzx43flfaifddpftczprcome 279 9 experiments experiment NNS work_zbpzx43flfaifddpftczprcome 279 10 , , , work_zbpzx43flfaifddpftczprcome 279 11 analyzed analyze VBD work_zbpzx43flfaifddpftczprcome 279 12 the the DT work_zbpzx43flfaifddpftczprcome 279 13 data datum NNS work_zbpzx43flfaifddpftczprcome 279 14 , , , work_zbpzx43flfaifddpftczprcome 279 15 performed perform VBD work_zbpzx43flfaifddpftczprcome 279 16 the the DT work_zbpzx43flfaifddpftczprcome 279 17 computation computation NN work_zbpzx43flfaifddpftczprcome 279 18 work work NN work_zbpzx43flfaifddpftczprcome 279 19 , , , work_zbpzx43flfaifddpftczprcome 279 20 approved approve VBD work_zbpzx43flfaifddpftczprcome 279 21 the the DT work_zbpzx43flfaifddpftczprcome 279 22 final final JJ work_zbpzx43flfaifddpftczprcome 279 23 draft draft NN work_zbpzx43flfaifddpftczprcome 279 24 . . . work_zbpzx43flfaifddpftczprcome 280 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 280 2 et et NNP work_zbpzx43flfaifddpftczprcome 280 3 al al NNP work_zbpzx43flfaifddpftczprcome 280 4 . . . work_zbpzx43flfaifddpftczprcome 281 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 281 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 281 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 281 4 , , , work_zbpzx43flfaifddpftczprcome 281 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 281 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 281 7 . . . work_zbpzx43flfaifddpftczprcome 282 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 282 2 . . NNP work_zbpzx43flfaifddpftczprcome 282 3 , , , work_zbpzx43flfaifddpftczprcome 282 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 282 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 282 6 / / SYM work_zbpzx43flfaifddpftczprcome 282 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 282 8 - - HYPH work_zbpzx43flfaifddpftczprcome 282 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 282 10 16/20 16/20 CD work_zbpzx43flfaifddpftczprcome 282 11 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 282 12 https://peerj.com/computer-science/ https://peerj.com/computer-science/ CD work_zbpzx43flfaifddpftczprcome 282 13 Data Data NNP work_zbpzx43flfaifddpftczprcome 282 14 Availability availability NN work_zbpzx43flfaifddpftczprcome 282 15 The the DT work_zbpzx43flfaifddpftczprcome 282 16 following follow VBG work_zbpzx43flfaifddpftczprcome 282 17 information information NN work_zbpzx43flfaifddpftczprcome 282 18 was be VBD work_zbpzx43flfaifddpftczprcome 282 19 supplied supply VBN work_zbpzx43flfaifddpftczprcome 282 20 regarding regard VBG work_zbpzx43flfaifddpftczprcome 282 21 data datum NNS work_zbpzx43flfaifddpftczprcome 282 22 availability availability NN work_zbpzx43flfaifddpftczprcome 282 23 : : : work_zbpzx43flfaifddpftczprcome 282 24 GitHub GitHub NNP work_zbpzx43flfaifddpftczprcome 282 25 : : : work_zbpzx43flfaifddpftczprcome 282 26 https://github.com/MakarovIA/jcdl2018 https://github.com/MakarovIA/jcdl2018 NNP work_zbpzx43flfaifddpftczprcome 282 27 . . . work_zbpzx43flfaifddpftczprcome 283 1 REFERENCES REFERENCES NNP work_zbpzx43flfaifddpftczprcome 283 2 Abu Abu NNP work_zbpzx43flfaifddpftczprcome 283 3 - - HYPH work_zbpzx43flfaifddpftczprcome 283 4 El El NNP work_zbpzx43flfaifddpftczprcome 283 5 - - HYPH work_zbpzx43flfaifddpftczprcome 283 6 Haija Haija NNP work_zbpzx43flfaifddpftczprcome 283 7 S S NNP work_zbpzx43flfaifddpftczprcome 283 8 , , , work_zbpzx43flfaifddpftczprcome 283 9 Perozzi Perozzi NNP work_zbpzx43flfaifddpftczprcome 283 10 B B NNP work_zbpzx43flfaifddpftczprcome 283 11 , , , work_zbpzx43flfaifddpftczprcome 283 12 Al Al NNP work_zbpzx43flfaifddpftczprcome 283 13 - - HYPH work_zbpzx43flfaifddpftczprcome 283 14 Rfou Rfou NNP work_zbpzx43flfaifddpftczprcome 283 15 R. R. NNP work_zbpzx43flfaifddpftczprcome 283 16 2017 2017 CD work_zbpzx43flfaifddpftczprcome 283 17 . . . work_zbpzx43flfaifddpftczprcome 284 1 Learning learn VBG work_zbpzx43flfaifddpftczprcome 284 2 edge edge NN work_zbpzx43flfaifddpftczprcome 284 3 representations representation NNS work_zbpzx43flfaifddpftczprcome 284 4 via via IN work_zbpzx43flfaifddpftczprcome 284 5 low low JJ work_zbpzx43flfaifddpftczprcome 284 6 - - HYPH work_zbpzx43flfaifddpftczprcome 284 7 rank rank NN work_zbpzx43flfaifddpftczprcome 284 8 asymmetric asymmetric JJ work_zbpzx43flfaifddpftczprcome 284 9 projections projection NNS work_zbpzx43flfaifddpftczprcome 284 10 . . . work_zbpzx43flfaifddpftczprcome 285 1 In in IN work_zbpzx43flfaifddpftczprcome 285 2 : : : work_zbpzx43flfaifddpftczprcome 285 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 285 4 of of IN work_zbpzx43flfaifddpftczprcome 285 5 the the DT work_zbpzx43flfaifddpftczprcome 285 6 2017 2017 CD work_zbpzx43flfaifddpftczprcome 285 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 285 8 on on IN work_zbpzx43flfaifddpftczprcome 285 9 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 285 10 on on IN work_zbpzx43flfaifddpftczprcome 285 11 Information Information NNP work_zbpzx43flfaifddpftczprcome 285 12 and and CC work_zbpzx43flfaifddpftczprcome 285 13 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 285 14 Management Management NNP work_zbpzx43flfaifddpftczprcome 285 15 . . . work_zbpzx43flfaifddpftczprcome 286 1 New New NNP work_zbpzx43flfaifddpftczprcome 286 2 York York NNP work_zbpzx43flfaifddpftczprcome 286 3 : : : work_zbpzx43flfaifddpftczprcome 286 4 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 286 5 , , , work_zbpzx43flfaifddpftczprcome 286 6 1787–1796 1787–1796 CD work_zbpzx43flfaifddpftczprcome 286 7 . . . work_zbpzx43flfaifddpftczprcome 287 1 Adafre Adafre NNP work_zbpzx43flfaifddpftczprcome 287 2 SF SF NNP work_zbpzx43flfaifddpftczprcome 287 3 , , , work_zbpzx43flfaifddpftczprcome 287 4 De De NNP work_zbpzx43flfaifddpftczprcome 287 5 Rijke Rijke NNP work_zbpzx43flfaifddpftczprcome 287 6 M. M. NNP work_zbpzx43flfaifddpftczprcome 287 7 2005 2005 CD work_zbpzx43flfaifddpftczprcome 287 8 . . . work_zbpzx43flfaifddpftczprcome 288 1 Discovering discover VBG work_zbpzx43flfaifddpftczprcome 288 2 missing miss VBG work_zbpzx43flfaifddpftczprcome 288 3 links link NNS work_zbpzx43flfaifddpftczprcome 288 4 in in IN work_zbpzx43flfaifddpftczprcome 288 5 Wikipedia Wikipedia NNP work_zbpzx43flfaifddpftczprcome 288 6 . . . work_zbpzx43flfaifddpftczprcome 289 1 In in IN work_zbpzx43flfaifddpftczprcome 289 2 : : : work_zbpzx43flfaifddpftczprcome 289 3 Proceedings Proceedings NNP work_zbpzx43flfaifddpftczprcome 289 4 of of IN work_zbpzx43flfaifddpftczprcome 289 5 the the DT work_zbpzx43flfaifddpftczprcome 289 6 3rd 3rd JJ work_zbpzx43flfaifddpftczprcome 289 7 International International NNP work_zbpzx43flfaifddpftczprcome 289 8 Workshop Workshop NNP work_zbpzx43flfaifddpftczprcome 289 9 on on IN work_zbpzx43flfaifddpftczprcome 289 10 Link Link NNP work_zbpzx43flfaifddpftczprcome 289 11 Discovery Discovery NNP work_zbpzx43flfaifddpftczprcome 289 12 , , , work_zbpzx43flfaifddpftczprcome 289 13 LinkKDD linkkdd NN work_zbpzx43flfaifddpftczprcome 289 14 ’ ' '' work_zbpzx43flfaifddpftczprcome 289 15 05 05 CD work_zbpzx43flfaifddpftczprcome 289 16 . . . work_zbpzx43flfaifddpftczprcome 290 1 New New NNP work_zbpzx43flfaifddpftczprcome 290 2 York York NNP work_zbpzx43flfaifddpftczprcome 290 3 : : : work_zbpzx43flfaifddpftczprcome 290 4 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 290 5 , , , work_zbpzx43flfaifddpftczprcome 290 6 90–97 90–97 CD work_zbpzx43flfaifddpftczprcome 290 7 . . . work_zbpzx43flfaifddpftczprcome 291 1 Backstrom Backstrom NNP work_zbpzx43flfaifddpftczprcome 291 2 L L NNP work_zbpzx43flfaifddpftczprcome 291 3 , , , work_zbpzx43flfaifddpftczprcome 291 4 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 291 5 J. J. NNP work_zbpzx43flfaifddpftczprcome 292 1 2011 2011 CD work_zbpzx43flfaifddpftczprcome 292 2 . . . work_zbpzx43flfaifddpftczprcome 293 1 Supervised supervise VBN work_zbpzx43flfaifddpftczprcome 293 2 random random JJ work_zbpzx43flfaifddpftczprcome 293 3 walks walk VBZ work_zbpzx43flfaifddpftczprcome 293 4 : : : work_zbpzx43flfaifddpftczprcome 293 5 predicting predict VBG work_zbpzx43flfaifddpftczprcome 293 6 and and CC work_zbpzx43flfaifddpftczprcome 293 7 recommending recommend VBG work_zbpzx43flfaifddpftczprcome 293 8 links link NNS work_zbpzx43flfaifddpftczprcome 293 9 in in IN work_zbpzx43flfaifddpftczprcome 293 10 social social JJ work_zbpzx43flfaifddpftczprcome 293 11 networks network NNS work_zbpzx43flfaifddpftczprcome 293 12 . . . work_zbpzx43flfaifddpftczprcome 294 1 In in IN work_zbpzx43flfaifddpftczprcome 294 2 : : : work_zbpzx43flfaifddpftczprcome 294 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 294 4 of of IN work_zbpzx43flfaifddpftczprcome 294 5 the the DT work_zbpzx43flfaifddpftczprcome 294 6 Fourth Fourth NNP work_zbpzx43flfaifddpftczprcome 294 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 294 8 International International NNP work_zbpzx43flfaifddpftczprcome 294 9 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 294 10 on on IN work_zbpzx43flfaifddpftczprcome 294 11 Web Web NNP work_zbpzx43flfaifddpftczprcome 294 12 Search Search NNP work_zbpzx43flfaifddpftczprcome 294 13 and and CC work_zbpzx43flfaifddpftczprcome 294 14 Data Data NNP work_zbpzx43flfaifddpftczprcome 294 15 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 294 16 , , , work_zbpzx43flfaifddpftczprcome 294 17 WSDM WSDM NNP work_zbpzx43flfaifddpftczprcome 294 18 ’ ' '' work_zbpzx43flfaifddpftczprcome 294 19 1 1 CD work_zbpzx43flfaifddpftczprcome 294 20 . . . work_zbpzx43flfaifddpftczprcome 295 1 New New NNP work_zbpzx43flfaifddpftczprcome 295 2 York York NNP work_zbpzx43flfaifddpftczprcome 295 3 : : : work_zbpzx43flfaifddpftczprcome 295 4 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 295 5 , , , work_zbpzx43flfaifddpftczprcome 295 6 635–644 635–644 CD work_zbpzx43flfaifddpftczprcome 295 7 . . . work_zbpzx43flfaifddpftczprcome 296 1 Barabási Barabási NNP work_zbpzx43flfaifddpftczprcome 296 2 A A NNP work_zbpzx43flfaifddpftczprcome 296 3 - - HYPH work_zbpzx43flfaifddpftczprcome 296 4 L L NNP work_zbpzx43flfaifddpftczprcome 296 5 , , , work_zbpzx43flfaifddpftczprcome 296 6 Pósfai Pósfai NNP work_zbpzx43flfaifddpftczprcome 296 7 M. M. NNP work_zbpzx43flfaifddpftczprcome 296 8 2016 2016 CD work_zbpzx43flfaifddpftczprcome 296 9 . . . work_zbpzx43flfaifddpftczprcome 297 1 Network network NN work_zbpzx43flfaifddpftczprcome 297 2 science science NN work_zbpzx43flfaifddpftczprcome 297 3 . . . work_zbpzx43flfaifddpftczprcome 298 1 Cambridge Cambridge NNP work_zbpzx43flfaifddpftczprcome 298 2 : : : work_zbpzx43flfaifddpftczprcome 298 3 Cambridge Cambridge NNP work_zbpzx43flfaifddpftczprcome 298 4 University University NNP work_zbpzx43flfaifddpftczprcome 298 5 Press Press NNP work_zbpzx43flfaifddpftczprcome 298 6 . . . work_zbpzx43flfaifddpftczprcome 299 1 Belkin Belkin NNP work_zbpzx43flfaifddpftczprcome 299 2 M M NNP work_zbpzx43flfaifddpftczprcome 299 3 , , , work_zbpzx43flfaifddpftczprcome 299 4 Niyogi Niyogi NNP work_zbpzx43flfaifddpftczprcome 299 5 P. P. NNP work_zbpzx43flfaifddpftczprcome 299 6 2002 2002 CD work_zbpzx43flfaifddpftczprcome 299 7 . . . work_zbpzx43flfaifddpftczprcome 300 1 Laplacian laplacian JJ work_zbpzx43flfaifddpftczprcome 300 2 eigenmaps eigenmap NNS work_zbpzx43flfaifddpftczprcome 300 3 and and CC work_zbpzx43flfaifddpftczprcome 300 4 spectral spectral JJ work_zbpzx43flfaifddpftczprcome 300 5 techniques technique NNS work_zbpzx43flfaifddpftczprcome 300 6 for for IN work_zbpzx43flfaifddpftczprcome 300 7 embedding embed VBG work_zbpzx43flfaifddpftczprcome 300 8 and and CC work_zbpzx43flfaifddpftczprcome 300 9 clustering clustering NN work_zbpzx43flfaifddpftczprcome 300 10 . . . work_zbpzx43flfaifddpftczprcome 301 1 Advances advance NNS work_zbpzx43flfaifddpftczprcome 301 2 in in IN work_zbpzx43flfaifddpftczprcome 301 3 Neural Neural NNP work_zbpzx43flfaifddpftczprcome 301 4 Information Information NNP work_zbpzx43flfaifddpftczprcome 301 5 Processing Processing NNP work_zbpzx43flfaifddpftczprcome 301 6 Systems Systems NNPS work_zbpzx43flfaifddpftczprcome 301 7 . . . work_zbpzx43flfaifddpftczprcome 302 1 Cambridge Cambridge NNP work_zbpzx43flfaifddpftczprcome 302 2 : : : work_zbpzx43flfaifddpftczprcome 302 3 MIT MIT NNP work_zbpzx43flfaifddpftczprcome 302 4 Press Press NNP work_zbpzx43flfaifddpftczprcome 302 5 , , , work_zbpzx43flfaifddpftczprcome 302 6 585–591 585–591 CD work_zbpzx43flfaifddpftczprcome 302 7 . . . work_zbpzx43flfaifddpftczprcome 303 1 Cai Cai NNP work_zbpzx43flfaifddpftczprcome 303 2 H h NN work_zbpzx43flfaifddpftczprcome 303 3 , , , work_zbpzx43flfaifddpftczprcome 303 4 Zheng Zheng NNP work_zbpzx43flfaifddpftczprcome 303 5 VW VW NNP work_zbpzx43flfaifddpftczprcome 303 6 , , , work_zbpzx43flfaifddpftczprcome 303 7 Chang Chang NNP work_zbpzx43flfaifddpftczprcome 303 8 K. K. NNP work_zbpzx43flfaifddpftczprcome 303 9 2018 2018 CD work_zbpzx43flfaifddpftczprcome 303 10 . . . work_zbpzx43flfaifddpftczprcome 304 1 A a DT work_zbpzx43flfaifddpftczprcome 304 2 comprehensive comprehensive JJ work_zbpzx43flfaifddpftczprcome 304 3 survey survey NN work_zbpzx43flfaifddpftczprcome 304 4 of of IN work_zbpzx43flfaifddpftczprcome 304 5 graph graph NN work_zbpzx43flfaifddpftczprcome 304 6 embedding embed VBG work_zbpzx43flfaifddpftczprcome 304 7 : : : work_zbpzx43flfaifddpftczprcome 304 8 problems problem NNS work_zbpzx43flfaifddpftczprcome 304 9 , , , work_zbpzx43flfaifddpftczprcome 304 10 techniques technique NNS work_zbpzx43flfaifddpftczprcome 304 11 and and CC work_zbpzx43flfaifddpftczprcome 304 12 applications application NNS work_zbpzx43flfaifddpftczprcome 304 13 . . . work_zbpzx43flfaifddpftczprcome 305 1 IEEE IEEE NNP work_zbpzx43flfaifddpftczprcome 305 2 Transactions transaction NNS work_zbpzx43flfaifddpftczprcome 305 3 on on IN work_zbpzx43flfaifddpftczprcome 305 4 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 305 5 and and CC work_zbpzx43flfaifddpftczprcome 305 6 Data Data NNP work_zbpzx43flfaifddpftczprcome 305 7 Engineering Engineering NNP work_zbpzx43flfaifddpftczprcome 305 8 30(9):1616–1637 30(9):1616–1637 CD work_zbpzx43flfaifddpftczprcome 305 9 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 305 10 10.1109 10.1109 CD work_zbpzx43flfaifddpftczprcome 305 11 / / SYM work_zbpzx43flfaifddpftczprcome 305 12 tkde.2018.2807452 tkde.2018.2807452 CD work_zbpzx43flfaifddpftczprcome 305 13 . . . work_zbpzx43flfaifddpftczprcome 306 1 Cao Cao NNP work_zbpzx43flfaifddpftczprcome 306 2 S S NNP work_zbpzx43flfaifddpftczprcome 306 3 , , , work_zbpzx43flfaifddpftczprcome 306 4 Lu Lu NNP work_zbpzx43flfaifddpftczprcome 306 5 W W NNP work_zbpzx43flfaifddpftczprcome 306 6 , , , work_zbpzx43flfaifddpftczprcome 306 7 Xu Xu NNP work_zbpzx43flfaifddpftczprcome 306 8 Q. Q. NNP work_zbpzx43flfaifddpftczprcome 307 1 2015 2015 CD work_zbpzx43flfaifddpftczprcome 307 2 . . . work_zbpzx43flfaifddpftczprcome 308 1 Grarep Grarep NNP work_zbpzx43flfaifddpftczprcome 308 2 : : : work_zbpzx43flfaifddpftczprcome 308 3 learning learn VBG work_zbpzx43flfaifddpftczprcome 308 4 graph graph NN work_zbpzx43flfaifddpftczprcome 308 5 representations representation NNS work_zbpzx43flfaifddpftczprcome 308 6 with with IN work_zbpzx43flfaifddpftczprcome 308 7 global global JJ work_zbpzx43flfaifddpftczprcome 308 8 structural structural JJ work_zbpzx43flfaifddpftczprcome 308 9 information information NN work_zbpzx43flfaifddpftczprcome 308 10 . . . work_zbpzx43flfaifddpftczprcome 309 1 In in IN work_zbpzx43flfaifddpftczprcome 309 2 : : : work_zbpzx43flfaifddpftczprcome 309 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 309 4 of of IN work_zbpzx43flfaifddpftczprcome 309 5 the the DT work_zbpzx43flfaifddpftczprcome 309 6 24th 24th JJ work_zbpzx43flfaifddpftczprcome 309 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 309 8 International International NNP work_zbpzx43flfaifddpftczprcome 309 9 on on IN work_zbpzx43flfaifddpftczprcome 309 10 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 309 11 on on IN work_zbpzx43flfaifddpftczprcome 309 12 Information Information NNP work_zbpzx43flfaifddpftczprcome 309 13 and and CC work_zbpzx43flfaifddpftczprcome 309 14 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 309 15 Management Management NNP work_zbpzx43flfaifddpftczprcome 309 16 , , , work_zbpzx43flfaifddpftczprcome 309 17 CIKM CIKM NNP work_zbpzx43flfaifddpftczprcome 309 18 ’ ’ POS work_zbpzx43flfaifddpftczprcome 309 19 15 15 CD work_zbpzx43flfaifddpftczprcome 309 20 , , , work_zbpzx43flfaifddpftczprcome 309 21 New New NNP work_zbpzx43flfaifddpftczprcome 309 22 York York NNP work_zbpzx43flfaifddpftczprcome 309 23 : : : work_zbpzx43flfaifddpftczprcome 309 24 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 309 25 , , , work_zbpzx43flfaifddpftczprcome 309 26 891–900 891–900 CD work_zbpzx43flfaifddpftczprcome 309 27 . . . work_zbpzx43flfaifddpftczprcome 310 1 Carstens Carstens NNP work_zbpzx43flfaifddpftczprcome 310 2 BT BT NNP work_zbpzx43flfaifddpftczprcome 310 3 , , , work_zbpzx43flfaifddpftczprcome 310 4 Jensen Jensen NNP work_zbpzx43flfaifddpftczprcome 310 5 MR MR NNP work_zbpzx43flfaifddpftczprcome 310 6 , , , work_zbpzx43flfaifddpftczprcome 310 7 Spaniel Spaniel NNP work_zbpzx43flfaifddpftczprcome 310 8 MF MF NNP work_zbpzx43flfaifddpftczprcome 310 9 , , , work_zbpzx43flfaifddpftczprcome 310 10 Hermansen Hermansen NNP work_zbpzx43flfaifddpftczprcome 310 11 A. A. NNP work_zbpzx43flfaifddpftczprcome 311 1 2017 2017 CD work_zbpzx43flfaifddpftczprcome 311 2 . . . work_zbpzx43flfaifddpftczprcome 312 1 Vertex vertex JJ work_zbpzx43flfaifddpftczprcome 312 2 similarity similarity NN work_zbpzx43flfaifddpftczprcome 312 3 in in IN work_zbpzx43flfaifddpftczprcome 312 4 graphs graphs NN work_zbpzx43flfaifddpftczprcome 312 5 using use VBG work_zbpzx43flfaifddpftczprcome 312 6 feature feature NN work_zbpzx43flfaifddpftczprcome 312 7 learning learn VBG work_zbpzx43flfaifddpftczprcome 312 8 . . . work_zbpzx43flfaifddpftczprcome 313 1 Available available JJ work_zbpzx43flfaifddpftczprcome 313 2 at at IN work_zbpzx43flfaifddpftczprcome 313 3 https://projekter.aau.dk/projekter/files/259997796/ https://projekter.aau.dk/projekter/files/259997796/ NN work_zbpzx43flfaifddpftczprcome 313 4 mi109f17___Vertex_Similarity.pdf mi109f17___Vertex_Similarity.pdf '' work_zbpzx43flfaifddpftczprcome 313 5 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 313 6 accessed access VBN work_zbpzx43flfaifddpftczprcome 313 7 7 7 CD work_zbpzx43flfaifddpftczprcome 313 8 June June NNP work_zbpzx43flfaifddpftczprcome 313 9 2017 2017 CD work_zbpzx43flfaifddpftczprcome 313 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 313 11 . . . work_zbpzx43flfaifddpftczprcome 314 1 Cetorelli Cetorelli NNP work_zbpzx43flfaifddpftczprcome 314 2 N N NNP work_zbpzx43flfaifddpftczprcome 314 3 , , , work_zbpzx43flfaifddpftczprcome 314 4 Peristiani Peristiani NNP work_zbpzx43flfaifddpftczprcome 314 5 S. S. NNP work_zbpzx43flfaifddpftczprcome 314 6 2013 2013 CD work_zbpzx43flfaifddpftczprcome 314 7 . . . work_zbpzx43flfaifddpftczprcome 315 1 Prestigious prestigious JJ work_zbpzx43flfaifddpftczprcome 315 2 stock stock NN work_zbpzx43flfaifddpftczprcome 315 3 exchanges exchange NNS work_zbpzx43flfaifddpftczprcome 315 4 : : : work_zbpzx43flfaifddpftczprcome 315 5 a a DT work_zbpzx43flfaifddpftczprcome 315 6 network network NN work_zbpzx43flfaifddpftczprcome 315 7 analysis analysis NN work_zbpzx43flfaifddpftczprcome 315 8 of of IN work_zbpzx43flfaifddpftczprcome 315 9 international international JJ work_zbpzx43flfaifddpftczprcome 315 10 financial financial JJ work_zbpzx43flfaifddpftczprcome 315 11 centers center NNS work_zbpzx43flfaifddpftczprcome 315 12 . . . work_zbpzx43flfaifddpftczprcome 316 1 Journal Journal NNP work_zbpzx43flfaifddpftczprcome 316 2 of of IN work_zbpzx43flfaifddpftczprcome 316 3 Banking Banking NNP work_zbpzx43flfaifddpftczprcome 316 4 & & CC work_zbpzx43flfaifddpftczprcome 316 5 Finance Finance NNP work_zbpzx43flfaifddpftczprcome 316 6 37(5):1543–1551 37(5):1543–1551 CD work_zbpzx43flfaifddpftczprcome 316 7 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 316 8 10.1016 10.1016 CD work_zbpzx43flfaifddpftczprcome 316 9 / / SYM work_zbpzx43flfaifddpftczprcome 316 10 j.jbankfin.2012.06.011 j.jbankfin.2012.06.011 CD work_zbpzx43flfaifddpftczprcome 316 11 . . . work_zbpzx43flfaifddpftczprcome 317 1 Chang Chang NNP work_zbpzx43flfaifddpftczprcome 317 2 S S NNP work_zbpzx43flfaifddpftczprcome 317 3 , , , work_zbpzx43flfaifddpftczprcome 317 4 Han Han NNP work_zbpzx43flfaifddpftczprcome 317 5 W W NNP work_zbpzx43flfaifddpftczprcome 317 6 , , , work_zbpzx43flfaifddpftczprcome 317 7 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 317 8 J J NNP work_zbpzx43flfaifddpftczprcome 317 9 , , , work_zbpzx43flfaifddpftczprcome 317 10 Qi Qi NNP work_zbpzx43flfaifddpftczprcome 317 11 G G NNP work_zbpzx43flfaifddpftczprcome 317 12 - - HYPH work_zbpzx43flfaifddpftczprcome 317 13 J J NNP work_zbpzx43flfaifddpftczprcome 317 14 , , , work_zbpzx43flfaifddpftczprcome 317 15 Aggarwal Aggarwal NNP work_zbpzx43flfaifddpftczprcome 317 16 CC CC NNP work_zbpzx43flfaifddpftczprcome 317 17 , , , work_zbpzx43flfaifddpftczprcome 317 18 Huang Huang NNP work_zbpzx43flfaifddpftczprcome 317 19 TS TS NNP work_zbpzx43flfaifddpftczprcome 317 20 . . . work_zbpzx43flfaifddpftczprcome 318 1 2015 2015 CD work_zbpzx43flfaifddpftczprcome 318 2 . . . work_zbpzx43flfaifddpftczprcome 319 1 Heterogeneous heterogeneous JJ work_zbpzx43flfaifddpftczprcome 319 2 network network NN work_zbpzx43flfaifddpftczprcome 319 3 embedding embed VBG work_zbpzx43flfaifddpftczprcome 319 4 via via IN work_zbpzx43flfaifddpftczprcome 319 5 deep deep JJ work_zbpzx43flfaifddpftczprcome 319 6 architectures architecture NNS work_zbpzx43flfaifddpftczprcome 319 7 . . . work_zbpzx43flfaifddpftczprcome 320 1 In in IN work_zbpzx43flfaifddpftczprcome 320 2 : : : work_zbpzx43flfaifddpftczprcome 320 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 320 4 of of IN work_zbpzx43flfaifddpftczprcome 320 5 the the DT work_zbpzx43flfaifddpftczprcome 320 6 21th 21th JJ work_zbpzx43flfaifddpftczprcome 320 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 320 8 SIGKDD SIGKDD NNP work_zbpzx43flfaifddpftczprcome 320 9 International International NNP work_zbpzx43flfaifddpftczprcome 320 10 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 320 11 on on IN work_zbpzx43flfaifddpftczprcome 320 12 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 320 13 Discovery Discovery NNP work_zbpzx43flfaifddpftczprcome 320 14 and and CC work_zbpzx43flfaifddpftczprcome 320 15 Data Data NNP work_zbpzx43flfaifddpftczprcome 320 16 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 320 17 , , , work_zbpzx43flfaifddpftczprcome 320 18 KDD KDD NNP work_zbpzx43flfaifddpftczprcome 320 19 ’ ’ POS work_zbpzx43flfaifddpftczprcome 320 20 15 15 CD work_zbpzx43flfaifddpftczprcome 320 21 , , , work_zbpzx43flfaifddpftczprcome 320 22 New New NNP work_zbpzx43flfaifddpftczprcome 320 23 York York NNP work_zbpzx43flfaifddpftczprcome 320 24 : : : work_zbpzx43flfaifddpftczprcome 320 25 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 320 26 , , , work_zbpzx43flfaifddpftczprcome 320 27 119–128 119–128 CD work_zbpzx43flfaifddpftczprcome 320 28 . . . work_zbpzx43flfaifddpftczprcome 321 1 Chen Chen NNP work_zbpzx43flfaifddpftczprcome 321 2 H H NNP work_zbpzx43flfaifddpftczprcome 321 3 , , , work_zbpzx43flfaifddpftczprcome 321 4 Li Li NNP work_zbpzx43flfaifddpftczprcome 321 5 X X NNP work_zbpzx43flfaifddpftczprcome 321 6 , , , work_zbpzx43flfaifddpftczprcome 321 7 Huang Huang NNP work_zbpzx43flfaifddpftczprcome 321 8 Z. Z. NNP work_zbpzx43flfaifddpftczprcome 322 1 2005 2005 CD work_zbpzx43flfaifddpftczprcome 322 2 . . . work_zbpzx43flfaifddpftczprcome 323 1 Link link NN work_zbpzx43flfaifddpftczprcome 323 2 prediction prediction NN work_zbpzx43flfaifddpftczprcome 323 3 approach approach NN work_zbpzx43flfaifddpftczprcome 323 4 to to IN work_zbpzx43flfaifddpftczprcome 323 5 collaborative collaborative JJ work_zbpzx43flfaifddpftczprcome 323 6 filtering filtering NN work_zbpzx43flfaifddpftczprcome 323 7 . . . work_zbpzx43flfaifddpftczprcome 324 1 In in IN work_zbpzx43flfaifddpftczprcome 324 2 : : : work_zbpzx43flfaifddpftczprcome 324 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 324 4 of of IN work_zbpzx43flfaifddpftczprcome 324 5 the the DT work_zbpzx43flfaifddpftczprcome 324 6 5th 5th JJ work_zbpzx43flfaifddpftczprcome 324 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 324 8 / / SYM work_zbpzx43flfaifddpftczprcome 324 9 IEEE IEEE NNP work_zbpzx43flfaifddpftczprcome 324 10 - - HYPH work_zbpzx43flfaifddpftczprcome 324 11 CS CS NNP work_zbpzx43flfaifddpftczprcome 324 12 Joint Joint NNP work_zbpzx43flfaifddpftczprcome 324 13 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 324 14 on on IN work_zbpzx43flfaifddpftczprcome 324 15 Digital Digital NNP work_zbpzx43flfaifddpftczprcome 324 16 Libraries Libraries NNPS work_zbpzx43flfaifddpftczprcome 324 17 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 324 18 JCDL JCDL NNP work_zbpzx43flfaifddpftczprcome 324 19 ’ ' '' work_zbpzx43flfaifddpftczprcome 324 20 05 05 CD work_zbpzx43flfaifddpftczprcome 324 21 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 324 22 , , , work_zbpzx43flfaifddpftczprcome 324 23 New New NNP work_zbpzx43flfaifddpftczprcome 324 24 York York NNP work_zbpzx43flfaifddpftczprcome 324 25 , , , work_zbpzx43flfaifddpftczprcome 324 26 NY NY NNP work_zbpzx43flfaifddpftczprcome 324 27 , , , work_zbpzx43flfaifddpftczprcome 324 28 USA USA NNP work_zbpzx43flfaifddpftczprcome 324 29 , , , work_zbpzx43flfaifddpftczprcome 324 30 141–142 141–142 CD work_zbpzx43flfaifddpftczprcome 324 31 . . . work_zbpzx43flfaifddpftczprcome 325 1 Chen Chen NNP work_zbpzx43flfaifddpftczprcome 325 2 H H NNP work_zbpzx43flfaifddpftczprcome 325 3 , , , work_zbpzx43flfaifddpftczprcome 325 4 Perozzi Perozzi NNP work_zbpzx43flfaifddpftczprcome 325 5 B B NNP work_zbpzx43flfaifddpftczprcome 325 6 , , , work_zbpzx43flfaifddpftczprcome 325 7 Al Al NNP work_zbpzx43flfaifddpftczprcome 325 8 - - HYPH work_zbpzx43flfaifddpftczprcome 325 9 Rfou Rfou NNP work_zbpzx43flfaifddpftczprcome 325 10 R R NNP work_zbpzx43flfaifddpftczprcome 325 11 , , , work_zbpzx43flfaifddpftczprcome 325 12 Skiena Skiena NNP work_zbpzx43flfaifddpftczprcome 325 13 S. S. NNP work_zbpzx43flfaifddpftczprcome 325 14 2018 2018 CD work_zbpzx43flfaifddpftczprcome 325 15 . . . work_zbpzx43flfaifddpftczprcome 326 1 A a DT work_zbpzx43flfaifddpftczprcome 326 2 tutorial tutorial NN work_zbpzx43flfaifddpftczprcome 326 3 on on IN work_zbpzx43flfaifddpftczprcome 326 4 network network NN work_zbpzx43flfaifddpftczprcome 326 5 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 326 6 . . . work_zbpzx43flfaifddpftczprcome 327 1 arXiv arXiv NNP work_zbpzx43flfaifddpftczprcome 327 2 preprint preprint NNP work_zbpzx43flfaifddpftczprcome 327 3 arXiv:1808.02590 arXiv:1808.02590 NNP work_zbpzx43flfaifddpftczprcome 327 4 . . . work_zbpzx43flfaifddpftczprcome 328 1 Cho Cho NNP work_zbpzx43flfaifddpftczprcome 328 2 H H NNP work_zbpzx43flfaifddpftczprcome 328 3 , , , work_zbpzx43flfaifddpftczprcome 328 4 Yu Yu NNP work_zbpzx43flfaifddpftczprcome 328 5 Y. Y. NNP work_zbpzx43flfaifddpftczprcome 329 1 2018 2018 CD work_zbpzx43flfaifddpftczprcome 329 2 . . . work_zbpzx43flfaifddpftczprcome 330 1 Link link VB work_zbpzx43flfaifddpftczprcome 330 2 prediction prediction NN work_zbpzx43flfaifddpftczprcome 330 3 for for IN work_zbpzx43flfaifddpftczprcome 330 4 interdisciplinary interdisciplinary JJ work_zbpzx43flfaifddpftczprcome 330 5 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 330 6 via via IN work_zbpzx43flfaifddpftczprcome 330 7 co co NN work_zbpzx43flfaifddpftczprcome 330 8 - - JJ work_zbpzx43flfaifddpftczprcome 330 9 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 330 10 network network NN work_zbpzx43flfaifddpftczprcome 330 11 . . . work_zbpzx43flfaifddpftczprcome 331 1 Social Social NNP work_zbpzx43flfaifddpftczprcome 331 2 Network Network NNP work_zbpzx43flfaifddpftczprcome 331 3 Analysis Analysis NNP work_zbpzx43flfaifddpftczprcome 331 4 and and CC work_zbpzx43flfaifddpftczprcome 331 5 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 331 6 8(1):25 8(1):25 CD work_zbpzx43flfaifddpftczprcome 331 7 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 331 8 10.1007 10.1007 CD work_zbpzx43flfaifddpftczprcome 331 9 / / SYM work_zbpzx43flfaifddpftczprcome 331 10 s13278 s13278 PRP$ work_zbpzx43flfaifddpftczprcome 331 11 - - HYPH work_zbpzx43flfaifddpftczprcome 331 12 018 018 CD work_zbpzx43flfaifddpftczprcome 331 13 - - HYPH work_zbpzx43flfaifddpftczprcome 331 14 0501 0501 CD work_zbpzx43flfaifddpftczprcome 331 15 - - HYPH work_zbpzx43flfaifddpftczprcome 331 16 6 6 CD work_zbpzx43flfaifddpftczprcome 331 17 . . . work_zbpzx43flfaifddpftczprcome 332 1 Cui Cui NNP work_zbpzx43flfaifddpftczprcome 332 2 P P NNP work_zbpzx43flfaifddpftczprcome 332 3 , , , work_zbpzx43flfaifddpftczprcome 332 4 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 332 5 X X NNP work_zbpzx43flfaifddpftczprcome 332 6 , , , work_zbpzx43flfaifddpftczprcome 332 7 Pei Pei NNP work_zbpzx43flfaifddpftczprcome 332 8 J J NNP work_zbpzx43flfaifddpftczprcome 332 9 , , , work_zbpzx43flfaifddpftczprcome 332 10 Zhu Zhu NNP work_zbpzx43flfaifddpftczprcome 332 11 W. W. NNP work_zbpzx43flfaifddpftczprcome 332 12 2018 2018 CD work_zbpzx43flfaifddpftczprcome 332 13 . . . work_zbpzx43flfaifddpftczprcome 333 1 A a DT work_zbpzx43flfaifddpftczprcome 333 2 survey survey NN work_zbpzx43flfaifddpftczprcome 333 3 on on IN work_zbpzx43flfaifddpftczprcome 333 4 network network NN work_zbpzx43flfaifddpftczprcome 333 5 embedding embedding NN work_zbpzx43flfaifddpftczprcome 333 6 . . . work_zbpzx43flfaifddpftczprcome 334 1 IEEE IEEE NNP work_zbpzx43flfaifddpftczprcome 334 2 Transactions transaction NNS work_zbpzx43flfaifddpftczprcome 334 3 on on IN work_zbpzx43flfaifddpftczprcome 334 4 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 334 5 and and CC work_zbpzx43flfaifddpftczprcome 334 6 Data Data NNP work_zbpzx43flfaifddpftczprcome 334 7 Engineering Engineering NNP work_zbpzx43flfaifddpftczprcome 334 8 , , , work_zbpzx43flfaifddpftczprcome 334 9 21 21 CD work_zbpzx43flfaifddpftczprcome 334 10 pages page NNS work_zbpzx43flfaifddpftczprcome 334 11 . . . work_zbpzx43flfaifddpftczprcome 335 1 Available available JJ work_zbpzx43flfaifddpftczprcome 335 2 at at IN work_zbpzx43flfaifddpftczprcome 335 3 https://ieeexplore.ieee.org/abstract/ https://ieeexplore.ieee.org/abstract/ ADD work_zbpzx43flfaifddpftczprcome 335 4 document/8392745 document/8392745 NNS work_zbpzx43flfaifddpftczprcome 335 5 . . . work_zbpzx43flfaifddpftczprcome 336 1 Elsevier Elsevier NNP work_zbpzx43flfaifddpftczprcome 336 2 . . . work_zbpzx43flfaifddpftczprcome 337 1 2018 2018 CD work_zbpzx43flfaifddpftczprcome 337 2 . . . work_zbpzx43flfaifddpftczprcome 338 1 Scopus Scopus NNP work_zbpzx43flfaifddpftczprcome 338 2 . . . work_zbpzx43flfaifddpftczprcome 339 1 Available available JJ work_zbpzx43flfaifddpftczprcome 339 2 at at IN work_zbpzx43flfaifddpftczprcome 339 3 http://www.scopus.com/ http://www.scopus.com/ NN work_zbpzx43flfaifddpftczprcome 339 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 339 5 accessed access VBN work_zbpzx43flfaifddpftczprcome 339 6 9 9 CD work_zbpzx43flfaifddpftczprcome 339 7 January January NNP work_zbpzx43flfaifddpftczprcome 339 8 2018 2018 CD work_zbpzx43flfaifddpftczprcome 339 9 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 339 10 . . . work_zbpzx43flfaifddpftczprcome 340 1 Gao Gao NNP work_zbpzx43flfaifddpftczprcome 340 2 F F NNP work_zbpzx43flfaifddpftczprcome 340 3 , , , work_zbpzx43flfaifddpftczprcome 340 4 Musial Musial NNP work_zbpzx43flfaifddpftczprcome 340 5 K K NNP work_zbpzx43flfaifddpftczprcome 340 6 , , , work_zbpzx43flfaifddpftczprcome 340 7 Cooper Cooper NNP work_zbpzx43flfaifddpftczprcome 340 8 C C NNP work_zbpzx43flfaifddpftczprcome 340 9 , , , work_zbpzx43flfaifddpftczprcome 340 10 Tsoka Tsoka NNP work_zbpzx43flfaifddpftczprcome 340 11 S. S. NNP work_zbpzx43flfaifddpftczprcome 340 12 2015 2015 CD work_zbpzx43flfaifddpftczprcome 340 13 . . . work_zbpzx43flfaifddpftczprcome 341 1 Link link VB work_zbpzx43flfaifddpftczprcome 341 2 prediction prediction NN work_zbpzx43flfaifddpftczprcome 341 3 methods method NNS work_zbpzx43flfaifddpftczprcome 341 4 and and CC work_zbpzx43flfaifddpftczprcome 341 5 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 341 6 accuracy accuracy NN work_zbpzx43flfaifddpftczprcome 341 7 for for IN work_zbpzx43flfaifddpftczprcome 341 8 different different JJ work_zbpzx43flfaifddpftczprcome 341 9 social social JJ work_zbpzx43flfaifddpftczprcome 341 10 networks network NNS work_zbpzx43flfaifddpftczprcome 341 11 and and CC work_zbpzx43flfaifddpftczprcome 341 12 network network NN work_zbpzx43flfaifddpftczprcome 341 13 metrics metric NNS work_zbpzx43flfaifddpftczprcome 341 14 . . . work_zbpzx43flfaifddpftczprcome 342 1 Scientific scientific JJ work_zbpzx43flfaifddpftczprcome 342 2 Programming Programming NNP work_zbpzx43flfaifddpftczprcome 342 3 2015:1–13 2015:1–13 CD work_zbpzx43flfaifddpftczprcome 342 4 DOI doi NN work_zbpzx43flfaifddpftczprcome 342 5 10.1155/2015/172879 10.1155/2015/172879 CD work_zbpzx43flfaifddpftczprcome 342 6 . . . work_zbpzx43flfaifddpftczprcome 343 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 343 2 et et NNP work_zbpzx43flfaifddpftczprcome 343 3 al al NNP work_zbpzx43flfaifddpftczprcome 343 4 . . . work_zbpzx43flfaifddpftczprcome 344 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 344 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 344 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 344 4 , , , work_zbpzx43flfaifddpftczprcome 344 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 344 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 344 7 . . . work_zbpzx43flfaifddpftczprcome 345 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 345 2 . . NNP work_zbpzx43flfaifddpftczprcome 345 3 , , , work_zbpzx43flfaifddpftczprcome 345 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 345 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 345 6 / / SYM work_zbpzx43flfaifddpftczprcome 345 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 345 8 - - HYPH work_zbpzx43flfaifddpftczprcome 345 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 345 10 17/20 17/20 CD work_zbpzx43flfaifddpftczprcome 345 11 https://github.com/MakarovIA/jcdl2018 https://github.com/MakarovIA/jcdl2018 NNP work_zbpzx43flfaifddpftczprcome 345 12 http://dx.doi.org/10.1109/tkde.2018.2807452 http://dx.doi.org/10.1109/tkde.2018.2807452 NNP work_zbpzx43flfaifddpftczprcome 345 13 https://projekter.aau.dk/projekter/files/259997796/mi109f17___Vertex_Similarity.pdf https://projekter.aau.dk/projekter/files/259997796/mi109f17___Vertex_Similarity.pdf NNPS work_zbpzx43flfaifddpftczprcome 345 14 https://projekter.aau.dk/projekter/files/259997796/mi109f17___Vertex_Similarity.pdf https://projekter.aau.dk/projekter/files/259997796/mi109f17___Vertex_Similarity.pdf NNPS work_zbpzx43flfaifddpftczprcome 345 15 http://dx.doi.org/10.1016/j.jbankfin.2012.06.011 http://dx.doi.org/10.1016/j.jbankfin.2012.06.011 NN work_zbpzx43flfaifddpftczprcome 345 16 http://dx.doi.org/10.1007/s13278-018-0501-6 http://dx.doi.org/10.1007/s13278-018-0501-6 NNP work_zbpzx43flfaifddpftczprcome 345 17 https://ieeexplore.ieee.org/abstract/document/8392745 https://ieeexplore.ieee.org/abstract/document/8392745 NNP work_zbpzx43flfaifddpftczprcome 345 18 https://ieeexplore.ieee.org/abstract/document/8392745 https://ieeexplore.ieee.org/abstract/document/8392745 NNP work_zbpzx43flfaifddpftczprcome 345 19 http://www.scopus.com/ http://www.scopus.com/ NN work_zbpzx43flfaifddpftczprcome 345 20 http://dx.doi.org/10.1155/2015/172879 http://dx.doi.org/10.1155/2015/172879 ADD work_zbpzx43flfaifddpftczprcome 345 21 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 345 22 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNP work_zbpzx43flfaifddpftczprcome 345 23 Gao Gao NNP work_zbpzx43flfaifddpftczprcome 345 24 S S NNP work_zbpzx43flfaifddpftczprcome 345 25 , , , work_zbpzx43flfaifddpftczprcome 345 26 Denoyer Denoyer NNP work_zbpzx43flfaifddpftczprcome 345 27 L L NNP work_zbpzx43flfaifddpftczprcome 345 28 , , , work_zbpzx43flfaifddpftczprcome 345 29 Gallinari Gallinari NNP work_zbpzx43flfaifddpftczprcome 345 30 P. P. NNP work_zbpzx43flfaifddpftczprcome 345 31 2011 2011 CD work_zbpzx43flfaifddpftczprcome 345 32 . . . work_zbpzx43flfaifddpftczprcome 346 1 Temporal temporal JJ work_zbpzx43flfaifddpftczprcome 346 2 link link NN work_zbpzx43flfaifddpftczprcome 346 3 prediction prediction NN work_zbpzx43flfaifddpftczprcome 346 4 by by IN work_zbpzx43flfaifddpftczprcome 346 5 integrating integrate VBG work_zbpzx43flfaifddpftczprcome 346 6 content content NN work_zbpzx43flfaifddpftczprcome 346 7 and and CC work_zbpzx43flfaifddpftczprcome 346 8 structure structure NN work_zbpzx43flfaifddpftczprcome 346 9 information information NN work_zbpzx43flfaifddpftczprcome 346 10 . . . work_zbpzx43flfaifddpftczprcome 347 1 In in IN work_zbpzx43flfaifddpftczprcome 347 2 : : : work_zbpzx43flfaifddpftczprcome 347 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 347 4 of of IN work_zbpzx43flfaifddpftczprcome 347 5 the the DT work_zbpzx43flfaifddpftczprcome 347 6 20th 20th JJ work_zbpzx43flfaifddpftczprcome 347 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 347 8 International International NNP work_zbpzx43flfaifddpftczprcome 347 9 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 347 10 on on IN work_zbpzx43flfaifddpftczprcome 347 11 Information Information NNP work_zbpzx43flfaifddpftczprcome 347 12 and and CC work_zbpzx43flfaifddpftczprcome 347 13 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 347 14 Management Management NNP work_zbpzx43flfaifddpftczprcome 347 15 , , , work_zbpzx43flfaifddpftczprcome 347 16 CIKM CIKM NNP work_zbpzx43flfaifddpftczprcome 347 17 ’ ’ POS work_zbpzx43flfaifddpftczprcome 347 18 11 11 CD work_zbpzx43flfaifddpftczprcome 347 19 , , , work_zbpzx43flfaifddpftczprcome 347 20 New New NNP work_zbpzx43flfaifddpftczprcome 347 21 York York NNP work_zbpzx43flfaifddpftczprcome 347 22 : : : work_zbpzx43flfaifddpftczprcome 347 23 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 347 24 , , , work_zbpzx43flfaifddpftczprcome 347 25 1169–1174 1169–1174 CD work_zbpzx43flfaifddpftczprcome 347 26 . . . work_zbpzx43flfaifddpftczprcome 348 1 Goyal Goyal NNP work_zbpzx43flfaifddpftczprcome 348 2 P P NNP work_zbpzx43flfaifddpftczprcome 348 3 , , , work_zbpzx43flfaifddpftczprcome 348 4 Ferrara Ferrara NNP work_zbpzx43flfaifddpftczprcome 348 5 E. E. NNP work_zbpzx43flfaifddpftczprcome 348 6 2018 2018 CD work_zbpzx43flfaifddpftczprcome 348 7 . . . work_zbpzx43flfaifddpftczprcome 349 1 Graph graph NN work_zbpzx43flfaifddpftczprcome 349 2 embedding embedding NN work_zbpzx43flfaifddpftczprcome 349 3 techniques technique NNS work_zbpzx43flfaifddpftczprcome 349 4 , , , work_zbpzx43flfaifddpftczprcome 349 5 applications application NNS work_zbpzx43flfaifddpftczprcome 349 6 , , , work_zbpzx43flfaifddpftczprcome 349 7 and and CC work_zbpzx43flfaifddpftczprcome 349 8 performance performance NN work_zbpzx43flfaifddpftczprcome 349 9 : : : work_zbpzx43flfaifddpftczprcome 349 10 a a DT work_zbpzx43flfaifddpftczprcome 349 11 survey survey NN work_zbpzx43flfaifddpftczprcome 349 12 . . . work_zbpzx43flfaifddpftczprcome 350 1 Knowledge knowledge NN work_zbpzx43flfaifddpftczprcome 350 2 - - HYPH work_zbpzx43flfaifddpftczprcome 350 3 Based base VBN work_zbpzx43flfaifddpftczprcome 350 4 Systems Systems NNPS work_zbpzx43flfaifddpftczprcome 350 5 151:78–94 151:78–94 CD work_zbpzx43flfaifddpftczprcome 350 6 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 350 7 10.1016 10.1016 CD work_zbpzx43flfaifddpftczprcome 350 8 / / SYM work_zbpzx43flfaifddpftczprcome 350 9 j.knosys.2018.03.022 j.knosys.2018.03.022 ADD work_zbpzx43flfaifddpftczprcome 350 10 . . . work_zbpzx43flfaifddpftczprcome 351 1 Goyal Goyal NNP work_zbpzx43flfaifddpftczprcome 351 2 P P NNP work_zbpzx43flfaifddpftczprcome 351 3 , , , work_zbpzx43flfaifddpftczprcome 351 4 Hosseinmardi Hosseinmardi NNP work_zbpzx43flfaifddpftczprcome 351 5 H H NNP work_zbpzx43flfaifddpftczprcome 351 6 , , , work_zbpzx43flfaifddpftczprcome 351 7 Ferrara Ferrara NNP work_zbpzx43flfaifddpftczprcome 351 8 E E NNP work_zbpzx43flfaifddpftczprcome 351 9 , , , work_zbpzx43flfaifddpftczprcome 351 10 Galstyan Galstyan NNP work_zbpzx43flfaifddpftczprcome 351 11 A. a. NN work_zbpzx43flfaifddpftczprcome 352 1 2018 2018 CD work_zbpzx43flfaifddpftczprcome 352 2 . . . work_zbpzx43flfaifddpftczprcome 353 1 Capturing capture VBG work_zbpzx43flfaifddpftczprcome 353 2 edge edge NN work_zbpzx43flfaifddpftczprcome 353 3 attributes attribute VBZ work_zbpzx43flfaifddpftczprcome 353 4 via via IN work_zbpzx43flfaifddpftczprcome 353 5 network network NN work_zbpzx43flfaifddpftczprcome 353 6 embedding embedding NN work_zbpzx43flfaifddpftczprcome 353 7 . . . work_zbpzx43flfaifddpftczprcome 354 1 arXiv arXiv NNP work_zbpzx43flfaifddpftczprcome 354 2 preprint preprint NN work_zbpzx43flfaifddpftczprcome 354 3 arXiv:1805.03280 arXiv:1805.03280 NNP work_zbpzx43flfaifddpftczprcome 354 4 . . . work_zbpzx43flfaifddpftczprcome 355 1 Grover Grover NNP work_zbpzx43flfaifddpftczprcome 355 2 A A NNP work_zbpzx43flfaifddpftczprcome 355 3 , , , work_zbpzx43flfaifddpftczprcome 355 4 Leskovec Leskovec NNP work_zbpzx43flfaifddpftczprcome 355 5 J. J. NNP work_zbpzx43flfaifddpftczprcome 356 1 2016 2016 CD work_zbpzx43flfaifddpftczprcome 356 2 . . . work_zbpzx43flfaifddpftczprcome 357 1 Node2vec node2vec NN work_zbpzx43flfaifddpftczprcome 357 2 : : : work_zbpzx43flfaifddpftczprcome 357 3 scalable scalable JJ work_zbpzx43flfaifddpftczprcome 357 4 feature feature NN work_zbpzx43flfaifddpftczprcome 357 5 learning learn VBG work_zbpzx43flfaifddpftczprcome 357 6 for for IN work_zbpzx43flfaifddpftczprcome 357 7 networks network NNS work_zbpzx43flfaifddpftczprcome 357 8 . . . work_zbpzx43flfaifddpftczprcome 358 1 In in IN work_zbpzx43flfaifddpftczprcome 358 2 : : : work_zbpzx43flfaifddpftczprcome 358 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 358 4 of of IN work_zbpzx43flfaifddpftczprcome 358 5 the the DT work_zbpzx43flfaifddpftczprcome 358 6 22Nd 22nd CD work_zbpzx43flfaifddpftczprcome 358 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 358 8 SIGKDD SIGKDD NNP work_zbpzx43flfaifddpftczprcome 358 9 International International NNP work_zbpzx43flfaifddpftczprcome 358 10 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 358 11 on on IN work_zbpzx43flfaifddpftczprcome 358 12 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 358 13 Discovery Discovery NNP work_zbpzx43flfaifddpftczprcome 358 14 and and CC work_zbpzx43flfaifddpftczprcome 358 15 Data Data NNP work_zbpzx43flfaifddpftczprcome 358 16 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 358 17 , , , work_zbpzx43flfaifddpftczprcome 358 18 KDD KDD NNP work_zbpzx43flfaifddpftczprcome 358 19 ’ ' '' work_zbpzx43flfaifddpftczprcome 358 20 16 16 CD work_zbpzx43flfaifddpftczprcome 358 21 , , , work_zbpzx43flfaifddpftczprcome 358 22 New New NNP work_zbpzx43flfaifddpftczprcome 358 23 York York NNP work_zbpzx43flfaifddpftczprcome 358 24 : : : work_zbpzx43flfaifddpftczprcome 358 25 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 358 26 , , , work_zbpzx43flfaifddpftczprcome 358 27 855–864 855–864 CD work_zbpzx43flfaifddpftczprcome 358 28 . . . work_zbpzx43flfaifddpftczprcome 359 1 Hasan Hasan NNP work_zbpzx43flfaifddpftczprcome 359 2 MA MA NNP work_zbpzx43flfaifddpftczprcome 359 3 , , , work_zbpzx43flfaifddpftczprcome 359 4 Zaki Zaki NNP work_zbpzx43flfaifddpftczprcome 359 5 MJ MJ NNP work_zbpzx43flfaifddpftczprcome 359 6 . . . work_zbpzx43flfaifddpftczprcome 360 1 2011 2011 CD work_zbpzx43flfaifddpftczprcome 360 2 . . . work_zbpzx43flfaifddpftczprcome 361 1 A a DT work_zbpzx43flfaifddpftczprcome 361 2 survey survey NN work_zbpzx43flfaifddpftczprcome 361 3 of of IN work_zbpzx43flfaifddpftczprcome 361 4 link link JJ work_zbpzx43flfaifddpftczprcome 361 5 prediction prediction NN work_zbpzx43flfaifddpftczprcome 361 6 in in IN work_zbpzx43flfaifddpftczprcome 361 7 social social JJ work_zbpzx43flfaifddpftczprcome 361 8 networks network NNS work_zbpzx43flfaifddpftczprcome 361 9 . . . work_zbpzx43flfaifddpftczprcome 362 1 Boston Boston NNP work_zbpzx43flfaifddpftczprcome 362 2 : : : work_zbpzx43flfaifddpftczprcome 362 3 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 362 4 , , , work_zbpzx43flfaifddpftczprcome 362 5 243–275 243–275 CD work_zbpzx43flfaifddpftczprcome 362 6 . . . work_zbpzx43flfaifddpftczprcome 363 1 He -PRON- PRP work_zbpzx43flfaifddpftczprcome 363 2 Q Q NNP work_zbpzx43flfaifddpftczprcome 363 3 , , , work_zbpzx43flfaifddpftczprcome 363 4 Pei Pei NNP work_zbpzx43flfaifddpftczprcome 363 5 J J NNP work_zbpzx43flfaifddpftczprcome 363 6 , , , work_zbpzx43flfaifddpftczprcome 363 7 Kifer Kifer NNP work_zbpzx43flfaifddpftczprcome 363 8 D D NNP work_zbpzx43flfaifddpftczprcome 363 9 , , , work_zbpzx43flfaifddpftczprcome 363 10 Mitra Mitra NNP work_zbpzx43flfaifddpftczprcome 363 11 P P NNP work_zbpzx43flfaifddpftczprcome 363 12 , , , work_zbpzx43flfaifddpftczprcome 363 13 Giles Giles NNP work_zbpzx43flfaifddpftczprcome 363 14 L. L. NNP work_zbpzx43flfaifddpftczprcome 363 15 2010 2010 CD work_zbpzx43flfaifddpftczprcome 363 16 . . . work_zbpzx43flfaifddpftczprcome 364 1 Context context NN work_zbpzx43flfaifddpftczprcome 364 2 - - HYPH work_zbpzx43flfaifddpftczprcome 364 3 aware aware JJ work_zbpzx43flfaifddpftczprcome 364 4 citation citation NN work_zbpzx43flfaifddpftczprcome 364 5 recommendation recommendation NN work_zbpzx43flfaifddpftczprcome 364 6 . . . work_zbpzx43flfaifddpftczprcome 365 1 In in IN work_zbpzx43flfaifddpftczprcome 365 2 : : : work_zbpzx43flfaifddpftczprcome 365 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 365 4 of of IN work_zbpzx43flfaifddpftczprcome 365 5 the the DT work_zbpzx43flfaifddpftczprcome 365 6 19th 19th JJ work_zbpzx43flfaifddpftczprcome 365 7 International International NNP work_zbpzx43flfaifddpftczprcome 365 8 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 365 9 on on IN work_zbpzx43flfaifddpftczprcome 365 10 World World NNP work_zbpzx43flfaifddpftczprcome 365 11 Wide Wide NNP work_zbpzx43flfaifddpftczprcome 365 12 Web Web NNP work_zbpzx43flfaifddpftczprcome 365 13 , , , work_zbpzx43flfaifddpftczprcome 365 14 WWW WWW NNP work_zbpzx43flfaifddpftczprcome 365 15 ’ ' '' work_zbpzx43flfaifddpftczprcome 365 16 10 10 CD work_zbpzx43flfaifddpftczprcome 365 17 , , , work_zbpzx43flfaifddpftczprcome 365 18 New New NNP work_zbpzx43flfaifddpftczprcome 365 19 York York NNP work_zbpzx43flfaifddpftczprcome 365 20 : : : work_zbpzx43flfaifddpftczprcome 365 21 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 365 22 , , , work_zbpzx43flfaifddpftczprcome 365 23 421–430 421–430 CD work_zbpzx43flfaifddpftczprcome 365 24 . . . work_zbpzx43flfaifddpftczprcome 366 1 Huang Huang NNP work_zbpzx43flfaifddpftczprcome 366 2 X X NNP work_zbpzx43flfaifddpftczprcome 366 3 , , , work_zbpzx43flfaifddpftczprcome 366 4 Li Li NNP work_zbpzx43flfaifddpftczprcome 366 5 J J NNP work_zbpzx43flfaifddpftczprcome 366 6 , , , work_zbpzx43flfaifddpftczprcome 366 7 Hu Hu NNP work_zbpzx43flfaifddpftczprcome 366 8 X. X. NNP work_zbpzx43flfaifddpftczprcome 367 1 2017 2017 CD work_zbpzx43flfaifddpftczprcome 367 2 . . . work_zbpzx43flfaifddpftczprcome 368 1 Label Label NNP work_zbpzx43flfaifddpftczprcome 368 2 informed inform VBD work_zbpzx43flfaifddpftczprcome 368 3 attributed attributed JJ work_zbpzx43flfaifddpftczprcome 368 4 network network NN work_zbpzx43flfaifddpftczprcome 368 5 embedding embedding NN work_zbpzx43flfaifddpftczprcome 368 6 . . . work_zbpzx43flfaifddpftczprcome 369 1 In in IN work_zbpzx43flfaifddpftczprcome 369 2 : : : work_zbpzx43flfaifddpftczprcome 369 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 369 4 of of IN work_zbpzx43flfaifddpftczprcome 369 5 the the DT work_zbpzx43flfaifddpftczprcome 369 6 Tenth tenth JJ work_zbpzx43flfaifddpftczprcome 369 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 369 8 International International NNP work_zbpzx43flfaifddpftczprcome 369 9 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 369 10 on on IN work_zbpzx43flfaifddpftczprcome 369 11 Web Web NNP work_zbpzx43flfaifddpftczprcome 369 12 Search Search NNP work_zbpzx43flfaifddpftczprcome 369 13 and and CC work_zbpzx43flfaifddpftczprcome 369 14 Data Data NNP work_zbpzx43flfaifddpftczprcome 369 15 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 369 16 , , , work_zbpzx43flfaifddpftczprcome 369 17 WSDM WSDM NNP work_zbpzx43flfaifddpftczprcome 369 18 ’ ' '' work_zbpzx43flfaifddpftczprcome 369 19 17 17 CD work_zbpzx43flfaifddpftczprcome 369 20 , , , work_zbpzx43flfaifddpftczprcome 369 21 New New NNP work_zbpzx43flfaifddpftczprcome 369 22 York York NNP work_zbpzx43flfaifddpftczprcome 369 23 : : : work_zbpzx43flfaifddpftczprcome 369 24 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 369 25 , , , work_zbpzx43flfaifddpftczprcome 369 26 731–739 731–739 CD work_zbpzx43flfaifddpftczprcome 369 27 . . . work_zbpzx43flfaifddpftczprcome 370 1 Kipf Kipf NNP work_zbpzx43flfaifddpftczprcome 370 2 TN TN NNP work_zbpzx43flfaifddpftczprcome 370 3 , , , work_zbpzx43flfaifddpftczprcome 370 4 Welling Welling NNP work_zbpzx43flfaifddpftczprcome 370 5 M. M. NNP work_zbpzx43flfaifddpftczprcome 370 6 2016 2016 CD work_zbpzx43flfaifddpftczprcome 370 7 . . . work_zbpzx43flfaifddpftczprcome 371 1 Variational variational JJ work_zbpzx43flfaifddpftczprcome 371 2 graph graph NN work_zbpzx43flfaifddpftczprcome 371 3 auto auto NN work_zbpzx43flfaifddpftczprcome 371 4 - - HYPH work_zbpzx43flfaifddpftczprcome 371 5 encoders encoder NNS work_zbpzx43flfaifddpftczprcome 371 6 . . . work_zbpzx43flfaifddpftczprcome 372 1 arXiv arXiv NNP work_zbpzx43flfaifddpftczprcome 372 2 preprint preprint NN work_zbpzx43flfaifddpftczprcome 372 3 arXiv:1611.07308 arxiv:1611.07308 NN work_zbpzx43flfaifddpftczprcome 372 4 . . . work_zbpzx43flfaifddpftczprcome 373 1 Kong Kong NNP work_zbpzx43flfaifddpftczprcome 373 2 X X NNP work_zbpzx43flfaifddpftczprcome 373 3 , , , work_zbpzx43flfaifddpftczprcome 373 4 Mao Mao NNP work_zbpzx43flfaifddpftczprcome 373 5 M M NNP work_zbpzx43flfaifddpftczprcome 373 6 , , , work_zbpzx43flfaifddpftczprcome 373 7 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 373 8 W W NNP work_zbpzx43flfaifddpftczprcome 373 9 , , , work_zbpzx43flfaifddpftczprcome 373 10 Liu Liu NNP work_zbpzx43flfaifddpftczprcome 373 11 J J NNP work_zbpzx43flfaifddpftczprcome 373 12 , , , work_zbpzx43flfaifddpftczprcome 373 13 Xu Xu NNP work_zbpzx43flfaifddpftczprcome 373 14 B. B. NNP work_zbpzx43flfaifddpftczprcome 374 1 2018 2018 CD work_zbpzx43flfaifddpftczprcome 374 2 . . . work_zbpzx43flfaifddpftczprcome 375 1 Voprec voprec NN work_zbpzx43flfaifddpftczprcome 375 2 : : : work_zbpzx43flfaifddpftczprcome 375 3 vector vector NN work_zbpzx43flfaifddpftczprcome 375 4 representation representation NN work_zbpzx43flfaifddpftczprcome 375 5 learning learning NN work_zbpzx43flfaifddpftczprcome 375 6 of of IN work_zbpzx43flfaifddpftczprcome 375 7 papers paper NNS work_zbpzx43flfaifddpftczprcome 375 8 with with IN work_zbpzx43flfaifddpftczprcome 375 9 text text NN work_zbpzx43flfaifddpftczprcome 375 10 information information NN work_zbpzx43flfaifddpftczprcome 375 11 and and CC work_zbpzx43flfaifddpftczprcome 375 12 structural structural JJ work_zbpzx43flfaifddpftczprcome 375 13 identity identity NN work_zbpzx43flfaifddpftczprcome 375 14 for for IN work_zbpzx43flfaifddpftczprcome 375 15 recommendation recommendation NN work_zbpzx43flfaifddpftczprcome 375 16 . . . work_zbpzx43flfaifddpftczprcome 376 1 Epub Epub NNS work_zbpzx43flfaifddpftczprcome 376 2 ahead ahead RB work_zbpzx43flfaifddpftczprcome 376 3 of of IN work_zbpzx43flfaifddpftczprcome 376 4 print print NN work_zbpzx43flfaifddpftczprcome 376 5 26 26 CD work_zbpzx43flfaifddpftczprcome 376 6 April April NNP work_zbpzx43flfaifddpftczprcome 376 7 2018 2018 CD work_zbpzx43flfaifddpftczprcome 376 8 . . . work_zbpzx43flfaifddpftczprcome 377 1 IEEE IEEE NNP work_zbpzx43flfaifddpftczprcome 377 2 Transactions transaction NNS work_zbpzx43flfaifddpftczprcome 377 3 on on IN work_zbpzx43flfaifddpftczprcome 377 4 Emerging emerge VBG work_zbpzx43flfaifddpftczprcome 377 5 Topics Topics NNPS work_zbpzx43flfaifddpftczprcome 377 6 in in IN work_zbpzx43flfaifddpftczprcome 377 7 Computing Computing NNP work_zbpzx43flfaifddpftczprcome 377 8 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 377 9 10.1109 10.1109 CD work_zbpzx43flfaifddpftczprcome 377 10 / / SYM work_zbpzx43flfaifddpftczprcome 377 11 tetc.2018.2830698 tetc.2018.2830698 CD work_zbpzx43flfaifddpftczprcome 377 12 . . . work_zbpzx43flfaifddpftczprcome 378 1 Kossinets Kossinets NNP work_zbpzx43flfaifddpftczprcome 378 2 G G NNP work_zbpzx43flfaifddpftczprcome 378 3 , , , work_zbpzx43flfaifddpftczprcome 378 4 Watts Watts NNP work_zbpzx43flfaifddpftczprcome 378 5 DJ DJ NNP work_zbpzx43flfaifddpftczprcome 378 6 . . . work_zbpzx43flfaifddpftczprcome 379 1 2009 2009 CD work_zbpzx43flfaifddpftczprcome 379 2 . . . work_zbpzx43flfaifddpftczprcome 380 1 Origins origin NNS work_zbpzx43flfaifddpftczprcome 380 2 of of IN work_zbpzx43flfaifddpftczprcome 380 3 homophily homophily RB work_zbpzx43flfaifddpftczprcome 380 4 in in IN work_zbpzx43flfaifddpftczprcome 380 5 an an DT work_zbpzx43flfaifddpftczprcome 380 6 evolving evolve VBG work_zbpzx43flfaifddpftczprcome 380 7 social social JJ work_zbpzx43flfaifddpftczprcome 380 8 network network NN work_zbpzx43flfaifddpftczprcome 380 9 . . . work_zbpzx43flfaifddpftczprcome 381 1 American American NNP work_zbpzx43flfaifddpftczprcome 381 2 Journal Journal NNP work_zbpzx43flfaifddpftczprcome 381 3 of of IN work_zbpzx43flfaifddpftczprcome 381 4 Sociology Sociology NNP work_zbpzx43flfaifddpftczprcome 381 5 115(2):405–450 115(2):405–450 CD work_zbpzx43flfaifddpftczprcome 381 6 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 381 7 10.1086/599247 10.1086/599247 NNPS work_zbpzx43flfaifddpftczprcome 381 8 . . . work_zbpzx43flfaifddpftczprcome 382 1 Le Le NNP work_zbpzx43flfaifddpftczprcome 382 2 Q Q NNP work_zbpzx43flfaifddpftczprcome 382 3 , , , work_zbpzx43flfaifddpftczprcome 382 4 Mikolov Mikolov NNP work_zbpzx43flfaifddpftczprcome 382 5 T. T. NNP work_zbpzx43flfaifddpftczprcome 382 6 2014 2014 CD work_zbpzx43flfaifddpftczprcome 382 7 . . . work_zbpzx43flfaifddpftczprcome 383 1 Distributed distribute VBN work_zbpzx43flfaifddpftczprcome 383 2 representations representation NNS work_zbpzx43flfaifddpftczprcome 383 3 of of IN work_zbpzx43flfaifddpftczprcome 383 4 sentences sentence NNS work_zbpzx43flfaifddpftczprcome 383 5 and and CC work_zbpzx43flfaifddpftczprcome 383 6 documents document NNS work_zbpzx43flfaifddpftczprcome 383 7 . . . work_zbpzx43flfaifddpftczprcome 384 1 In in IN work_zbpzx43flfaifddpftczprcome 384 2 : : : work_zbpzx43flfaifddpftczprcome 384 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 384 4 of of IN work_zbpzx43flfaifddpftczprcome 384 5 the the DT work_zbpzx43flfaifddpftczprcome 384 6 31st 31st JJ work_zbpzx43flfaifddpftczprcome 384 7 International International NNP work_zbpzx43flfaifddpftczprcome 384 8 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 384 9 on on IN work_zbpzx43flfaifddpftczprcome 384 10 Machine Machine NNP work_zbpzx43flfaifddpftczprcome 384 11 Learning Learning NNP work_zbpzx43flfaifddpftczprcome 384 12 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 384 13 ICML-14 ICML-14 , work_zbpzx43flfaifddpftczprcome 384 14 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 384 15 , , , work_zbpzx43flfaifddpftczprcome 384 16 Cambridge Cambridge NNP work_zbpzx43flfaifddpftczprcome 384 17 : : : work_zbpzx43flfaifddpftczprcome 384 18 MIT MIT NNP work_zbpzx43flfaifddpftczprcome 384 19 Press Press NNP work_zbpzx43flfaifddpftczprcome 384 20 , , , work_zbpzx43flfaifddpftczprcome 384 21 1188–1196 1188–1196 CD work_zbpzx43flfaifddpftczprcome 384 22 . . . work_zbpzx43flfaifddpftczprcome 385 1 Li Li NNP work_zbpzx43flfaifddpftczprcome 385 2 X X NNP work_zbpzx43flfaifddpftczprcome 385 3 , , , work_zbpzx43flfaifddpftczprcome 385 4 Chen Chen NNP work_zbpzx43flfaifddpftczprcome 385 5 H. H. NNP work_zbpzx43flfaifddpftczprcome 385 6 2009 2009 CD work_zbpzx43flfaifddpftczprcome 385 7 . . . work_zbpzx43flfaifddpftczprcome 386 1 Recommendation recommendation NN work_zbpzx43flfaifddpftczprcome 386 2 as as IN work_zbpzx43flfaifddpftczprcome 386 3 link link NN work_zbpzx43flfaifddpftczprcome 386 4 prediction prediction NN work_zbpzx43flfaifddpftczprcome 386 5 : : : work_zbpzx43flfaifddpftczprcome 386 6 a a DT work_zbpzx43flfaifddpftczprcome 386 7 graph graph NN work_zbpzx43flfaifddpftczprcome 386 8 kernel kernel NN work_zbpzx43flfaifddpftczprcome 386 9 - - HYPH work_zbpzx43flfaifddpftczprcome 386 10 based base VBN work_zbpzx43flfaifddpftczprcome 386 11 machine machine NN work_zbpzx43flfaifddpftczprcome 386 12 learning learning NN work_zbpzx43flfaifddpftczprcome 386 13 approach approach NN work_zbpzx43flfaifddpftczprcome 386 14 . . . work_zbpzx43flfaifddpftczprcome 387 1 In in IN work_zbpzx43flfaifddpftczprcome 387 2 : : : work_zbpzx43flfaifddpftczprcome 387 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 387 4 of of IN work_zbpzx43flfaifddpftczprcome 387 5 the the DT work_zbpzx43flfaifddpftczprcome 387 6 9th 9th JJ work_zbpzx43flfaifddpftczprcome 387 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 387 8 / / SYM work_zbpzx43flfaifddpftczprcome 387 9 IEEE IEEE NNP work_zbpzx43flfaifddpftczprcome 387 10 - - HYPH work_zbpzx43flfaifddpftczprcome 387 11 CS CS NNP work_zbpzx43flfaifddpftczprcome 387 12 Joint Joint NNP work_zbpzx43flfaifddpftczprcome 387 13 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 387 14 on on IN work_zbpzx43flfaifddpftczprcome 387 15 Digital Digital NNP work_zbpzx43flfaifddpftczprcome 387 16 Libraries Libraries NNPS work_zbpzx43flfaifddpftczprcome 387 17 , , , work_zbpzx43flfaifddpftczprcome 387 18 JCDL JCDL NNP work_zbpzx43flfaifddpftczprcome 387 19 ’ ' '' work_zbpzx43flfaifddpftczprcome 387 20 09 09 CD work_zbpzx43flfaifddpftczprcome 387 21 . . . work_zbpzx43flfaifddpftczprcome 388 1 New New NNP work_zbpzx43flfaifddpftczprcome 388 2 York York NNP work_zbpzx43flfaifddpftczprcome 388 3 : : : work_zbpzx43flfaifddpftczprcome 388 4 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 388 5 , , , work_zbpzx43flfaifddpftczprcome 388 6 213–216 213–216 CD work_zbpzx43flfaifddpftczprcome 388 7 . . . work_zbpzx43flfaifddpftczprcome 389 1 Liang Liang NNP work_zbpzx43flfaifddpftczprcome 389 2 Y Y NNP work_zbpzx43flfaifddpftczprcome 389 3 , , , work_zbpzx43flfaifddpftczprcome 389 4 Li Li NNP work_zbpzx43flfaifddpftczprcome 389 5 Q Q NNP work_zbpzx43flfaifddpftczprcome 389 6 , , , work_zbpzx43flfaifddpftczprcome 389 7 Qian Qian NNP work_zbpzx43flfaifddpftczprcome 389 8 T. T. NNP work_zbpzx43flfaifddpftczprcome 389 9 2011 2011 CD work_zbpzx43flfaifddpftczprcome 389 10 . . . work_zbpzx43flfaifddpftczprcome 390 1 Finding find VBG work_zbpzx43flfaifddpftczprcome 390 2 relevant relevant JJ work_zbpzx43flfaifddpftczprcome 390 3 papers paper NNS work_zbpzx43flfaifddpftczprcome 390 4 based base VBN work_zbpzx43flfaifddpftczprcome 390 5 on on IN work_zbpzx43flfaifddpftczprcome 390 6 citation citation NN work_zbpzx43flfaifddpftczprcome 390 7 relations relation NNS work_zbpzx43flfaifddpftczprcome 390 8 . . . work_zbpzx43flfaifddpftczprcome 391 1 In in IN work_zbpzx43flfaifddpftczprcome 391 2 : : : work_zbpzx43flfaifddpftczprcome 391 3 International International NNP work_zbpzx43flfaifddpftczprcome 391 4 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 391 5 on on IN work_zbpzx43flfaifddpftczprcome 391 6 Web Web NNP work_zbpzx43flfaifddpftczprcome 391 7 - - HYPH work_zbpzx43flfaifddpftczprcome 391 8 Age Age NNP work_zbpzx43flfaifddpftczprcome 391 9 Information Information NNP work_zbpzx43flfaifddpftczprcome 391 10 Management Management NNP work_zbpzx43flfaifddpftczprcome 391 11 , , , work_zbpzx43flfaifddpftczprcome 391 12 Berlin Berlin NNP work_zbpzx43flfaifddpftczprcome 391 13 : : : work_zbpzx43flfaifddpftczprcome 391 14 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 391 15 , , , work_zbpzx43flfaifddpftczprcome 391 16 403–414 403–414 CD work_zbpzx43flfaifddpftczprcome 391 17 . . . work_zbpzx43flfaifddpftczprcome 392 1 Liao Liao NNP work_zbpzx43flfaifddpftczprcome 392 2 L L NNP work_zbpzx43flfaifddpftczprcome 392 3 , , , work_zbpzx43flfaifddpftczprcome 392 4 He He NNP work_zbpzx43flfaifddpftczprcome 392 5 X X NNP work_zbpzx43flfaifddpftczprcome 392 6 , , , work_zbpzx43flfaifddpftczprcome 392 7 Zhang Zhang NNP work_zbpzx43flfaifddpftczprcome 392 8 H H NNP work_zbpzx43flfaifddpftczprcome 392 9 , , , work_zbpzx43flfaifddpftczprcome 392 10 Chua Chua NNP work_zbpzx43flfaifddpftczprcome 392 11 T T NNP work_zbpzx43flfaifddpftczprcome 392 12 - - HYPH work_zbpzx43flfaifddpftczprcome 392 13 S. S. NNP work_zbpzx43flfaifddpftczprcome 392 14 2017 2017 CD work_zbpzx43flfaifddpftczprcome 392 15 . . . work_zbpzx43flfaifddpftczprcome 393 1 Attributed attribute VBN work_zbpzx43flfaifddpftczprcome 393 2 social social JJ work_zbpzx43flfaifddpftczprcome 393 3 network network NN work_zbpzx43flfaifddpftczprcome 393 4 embedding embedding NN work_zbpzx43flfaifddpftczprcome 393 5 . . . work_zbpzx43flfaifddpftczprcome 394 1 arXiv arXiv NNP work_zbpzx43flfaifddpftczprcome 394 2 preprint preprint NN work_zbpzx43flfaifddpftczprcome 394 3 arXiv:1705.04969 arXiv:1705.04969 NNP work_zbpzx43flfaifddpftczprcome 394 4 . . . work_zbpzx43flfaifddpftczprcome 395 1 Liben Liben NNP work_zbpzx43flfaifddpftczprcome 395 2 - - HYPH work_zbpzx43flfaifddpftczprcome 395 3 Nowell Nowell NNP work_zbpzx43flfaifddpftczprcome 395 4 D D NNP work_zbpzx43flfaifddpftczprcome 395 5 , , , work_zbpzx43flfaifddpftczprcome 395 6 Kleinberg Kleinberg NNP work_zbpzx43flfaifddpftczprcome 395 7 J. J. NNP work_zbpzx43flfaifddpftczprcome 396 1 2007 2007 CD work_zbpzx43flfaifddpftczprcome 396 2 . . . work_zbpzx43flfaifddpftczprcome 397 1 The the DT work_zbpzx43flfaifddpftczprcome 397 2 link link NN work_zbpzx43flfaifddpftczprcome 397 3 - - HYPH work_zbpzx43flfaifddpftczprcome 397 4 prediction prediction NN work_zbpzx43flfaifddpftczprcome 397 5 problem problem NN work_zbpzx43flfaifddpftczprcome 397 6 for for IN work_zbpzx43flfaifddpftczprcome 397 7 social social JJ work_zbpzx43flfaifddpftczprcome 397 8 networks network NNS work_zbpzx43flfaifddpftczprcome 397 9 . . . work_zbpzx43flfaifddpftczprcome 398 1 Journal Journal NNP work_zbpzx43flfaifddpftczprcome 398 2 of of IN work_zbpzx43flfaifddpftczprcome 398 3 the the DT work_zbpzx43flfaifddpftczprcome 398 4 Association Association NNP work_zbpzx43flfaifddpftczprcome 398 5 for for IN work_zbpzx43flfaifddpftczprcome 398 6 Information Information NNP work_zbpzx43flfaifddpftczprcome 398 7 Science Science NNP work_zbpzx43flfaifddpftczprcome 398 8 and and CC work_zbpzx43flfaifddpftczprcome 398 9 Technology Technology NNP work_zbpzx43flfaifddpftczprcome 398 10 58(7):1019–1031 58(7):1019–1031 CD work_zbpzx43flfaifddpftczprcome 398 11 . . . work_zbpzx43flfaifddpftczprcome 399 1 Liu Liu NNP work_zbpzx43flfaifddpftczprcome 399 2 Y Y NNP work_zbpzx43flfaifddpftczprcome 399 3 , , , work_zbpzx43flfaifddpftczprcome 399 4 Kou Kou NNP work_zbpzx43flfaifddpftczprcome 399 5 Z. Z. NNP work_zbpzx43flfaifddpftczprcome 400 1 2007 2007 CD work_zbpzx43flfaifddpftczprcome 400 2 . . . work_zbpzx43flfaifddpftczprcome 401 1 Predicting predict VBG work_zbpzx43flfaifddpftczprcome 401 2 who who WP work_zbpzx43flfaifddpftczprcome 401 3 rated rate VBD work_zbpzx43flfaifddpftczprcome 401 4 what what WP work_zbpzx43flfaifddpftczprcome 401 5 in in IN work_zbpzx43flfaifddpftczprcome 401 6 large large JJ work_zbpzx43flfaifddpftczprcome 401 7 - - HYPH work_zbpzx43flfaifddpftczprcome 401 8 scale scale NN work_zbpzx43flfaifddpftczprcome 401 9 datasets dataset NNS work_zbpzx43flfaifddpftczprcome 401 10 . . . work_zbpzx43flfaifddpftczprcome 402 1 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 402 2 SIGKDD SIGKDD NNP work_zbpzx43flfaifddpftczprcome 402 3 Explorations Explorations NNPS work_zbpzx43flfaifddpftczprcome 402 4 Newsletter Newsletter NNP work_zbpzx43flfaifddpftczprcome 402 5 9(2):62–65 9(2):62–65 CD work_zbpzx43flfaifddpftczprcome 402 6 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 402 7 10.1145/1345448.1345462 10.1145/1345448.1345462 NNS work_zbpzx43flfaifddpftczprcome 402 8 . . . work_zbpzx43flfaifddpftczprcome 403 1 Lü Lü NNP work_zbpzx43flfaifddpftczprcome 403 2 L L NNP work_zbpzx43flfaifddpftczprcome 403 3 , , , work_zbpzx43flfaifddpftczprcome 403 4 Zhou Zhou NNP work_zbpzx43flfaifddpftczprcome 403 5 T. t. NN work_zbpzx43flfaifddpftczprcome 403 6 2011 2011 CD work_zbpzx43flfaifddpftczprcome 403 7 . . . work_zbpzx43flfaifddpftczprcome 404 1 Link link VB work_zbpzx43flfaifddpftczprcome 404 2 prediction prediction NN work_zbpzx43flfaifddpftczprcome 404 3 in in IN work_zbpzx43flfaifddpftczprcome 404 4 complex complex JJ work_zbpzx43flfaifddpftczprcome 404 5 networks network NNS work_zbpzx43flfaifddpftczprcome 404 6 : : : work_zbpzx43flfaifddpftczprcome 404 7 a a DT work_zbpzx43flfaifddpftczprcome 404 8 survey survey NN work_zbpzx43flfaifddpftczprcome 404 9 . . . work_zbpzx43flfaifddpftczprcome 405 1 Physica Physica NNP work_zbpzx43flfaifddpftczprcome 405 2 A A NNP work_zbpzx43flfaifddpftczprcome 405 3 : : : work_zbpzx43flfaifddpftczprcome 405 4 Statistical Statistical NNP work_zbpzx43flfaifddpftczprcome 405 5 Mechanics Mechanics NNPS work_zbpzx43flfaifddpftczprcome 405 6 and and CC work_zbpzx43flfaifddpftczprcome 405 7 its -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 405 8 Applications Applications NNPS work_zbpzx43flfaifddpftczprcome 405 9 390(6):1150–1170 390(6):1150–1170 CD work_zbpzx43flfaifddpftczprcome 405 10 . . . work_zbpzx43flfaifddpftczprcome 406 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 406 2 I I NNP work_zbpzx43flfaifddpftczprcome 406 3 , , , work_zbpzx43flfaifddpftczprcome 406 4 Bulanov Bulanov NNP work_zbpzx43flfaifddpftczprcome 406 5 O O NNP work_zbpzx43flfaifddpftczprcome 406 6 , , , work_zbpzx43flfaifddpftczprcome 406 7 Gerasimova Gerasimova NNP work_zbpzx43flfaifddpftczprcome 406 8 O O NNP work_zbpzx43flfaifddpftczprcome 406 9 , , , work_zbpzx43flfaifddpftczprcome 406 10 Meshcheryakova Meshcheryakova NNP work_zbpzx43flfaifddpftczprcome 406 11 N N NNP work_zbpzx43flfaifddpftczprcome 406 12 , , , work_zbpzx43flfaifddpftczprcome 406 13 Karpov Karpov NNP work_zbpzx43flfaifddpftczprcome 406 14 I I NNP work_zbpzx43flfaifddpftczprcome 406 15 , , , work_zbpzx43flfaifddpftczprcome 406 16 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 406 17 LE LE NNP work_zbpzx43flfaifddpftczprcome 406 18 . . . work_zbpzx43flfaifddpftczprcome 407 1 2018a 2018a CD work_zbpzx43flfaifddpftczprcome 407 2 . . . work_zbpzx43flfaifddpftczprcome 408 1 Scientific scientific JJ work_zbpzx43flfaifddpftczprcome 408 2 matchmaker matchmaker NN work_zbpzx43flfaifddpftczprcome 408 3 : : : work_zbpzx43flfaifddpftczprcome 408 4 collaborator collaborator NN work_zbpzx43flfaifddpftczprcome 408 5 recommender recommender NN work_zbpzx43flfaifddpftczprcome 408 6 system system NN work_zbpzx43flfaifddpftczprcome 408 7 . . . work_zbpzx43flfaifddpftczprcome 409 1 In in IN work_zbpzx43flfaifddpftczprcome 409 2 : : : work_zbpzx43flfaifddpftczprcome 409 3 Analysis Analysis NNP work_zbpzx43flfaifddpftczprcome 409 4 of of IN work_zbpzx43flfaifddpftczprcome 409 5 Images Images NNPS work_zbpzx43flfaifddpftczprcome 409 6 , , , work_zbpzx43flfaifddpftczprcome 409 7 Social Social NNP work_zbpzx43flfaifddpftczprcome 409 8 Networks Networks NNPS work_zbpzx43flfaifddpftczprcome 409 9 and and CC work_zbpzx43flfaifddpftczprcome 409 10 Texts Texts NNP work_zbpzx43flfaifddpftczprcome 409 11 , , , work_zbpzx43flfaifddpftczprcome 409 12 Cham Cham NNP work_zbpzx43flfaifddpftczprcome 409 13 : : : work_zbpzx43flfaifddpftczprcome 409 14 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 409 15 International International NNP work_zbpzx43flfaifddpftczprcome 409 16 Publishing Publishing NNP work_zbpzx43flfaifddpftczprcome 409 17 , , , work_zbpzx43flfaifddpftczprcome 409 18 404–410 404–410 CD work_zbpzx43flfaifddpftczprcome 409 19 . . . work_zbpzx43flfaifddpftczprcome 410 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 410 2 I I NNP work_zbpzx43flfaifddpftczprcome 410 3 , , , work_zbpzx43flfaifddpftczprcome 410 4 Bulanov Bulanov NNP work_zbpzx43flfaifddpftczprcome 410 5 O O NNP work_zbpzx43flfaifddpftczprcome 410 6 , , , work_zbpzx43flfaifddpftczprcome 410 7 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 410 8 L. L. NNP work_zbpzx43flfaifddpftczprcome 410 9 2017 2017 CD work_zbpzx43flfaifddpftczprcome 410 10 . . . work_zbpzx43flfaifddpftczprcome 411 1 Co co NN work_zbpzx43flfaifddpftczprcome 411 2 - - NN work_zbpzx43flfaifddpftczprcome 411 3 author author NN work_zbpzx43flfaifddpftczprcome 411 4 recommender recommender NN work_zbpzx43flfaifddpftczprcome 411 5 system system NN work_zbpzx43flfaifddpftczprcome 411 6 . . . work_zbpzx43flfaifddpftczprcome 412 1 In in IN work_zbpzx43flfaifddpftczprcome 412 2 : : : work_zbpzx43flfaifddpftczprcome 412 3 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 412 4 Proceedings Proceedings NNPS work_zbpzx43flfaifddpftczprcome 412 5 in in IN work_zbpzx43flfaifddpftczprcome 412 6 Mathematics Mathematics NNP work_zbpzx43flfaifddpftczprcome 412 7 and and CC work_zbpzx43flfaifddpftczprcome 412 8 Statistic Statistic NNP work_zbpzx43flfaifddpftczprcome 412 9 , , , work_zbpzx43flfaifddpftczprcome 412 10 Berlin Berlin NNP work_zbpzx43flfaifddpftczprcome 412 11 : : : work_zbpzx43flfaifddpftczprcome 412 12 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 412 13 , , , work_zbpzx43flfaifddpftczprcome 412 14 1–6 1–6 CD work_zbpzx43flfaifddpftczprcome 412 15 . . . work_zbpzx43flfaifddpftczprcome 413 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 413 2 I I NNP work_zbpzx43flfaifddpftczprcome 413 3 , , , work_zbpzx43flfaifddpftczprcome 413 4 Gerasimova Gerasimova NNP work_zbpzx43flfaifddpftczprcome 413 5 O O NNP work_zbpzx43flfaifddpftczprcome 413 6 , , , work_zbpzx43flfaifddpftczprcome 413 7 Sulimov Sulimov NNP work_zbpzx43flfaifddpftczprcome 413 8 P P NNP work_zbpzx43flfaifddpftczprcome 413 9 , , , work_zbpzx43flfaifddpftczprcome 413 10 Korovina Korovina NNP work_zbpzx43flfaifddpftczprcome 413 11 K K NNP work_zbpzx43flfaifddpftczprcome 413 12 , , , work_zbpzx43flfaifddpftczprcome 413 13 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 413 14 L. L. NNP work_zbpzx43flfaifddpftczprcome 413 15 2019a 2019a NNS work_zbpzx43flfaifddpftczprcome 413 16 . . . work_zbpzx43flfaifddpftczprcome 414 1 Joint joint JJ work_zbpzx43flfaifddpftczprcome 414 2 node node JJ work_zbpzx43flfaifddpftczprcome 414 3 - - HYPH work_zbpzx43flfaifddpftczprcome 414 4 edge edge NN work_zbpzx43flfaifddpftczprcome 414 5 network network NN work_zbpzx43flfaifddpftczprcome 414 6 embedding embed VBG work_zbpzx43flfaifddpftczprcome 414 7 for for IN work_zbpzx43flfaifddpftczprcome 414 8 link link NN work_zbpzx43flfaifddpftczprcome 414 9 prediction prediction NN work_zbpzx43flfaifddpftczprcome 414 10 . . . work_zbpzx43flfaifddpftczprcome 415 1 In in IN work_zbpzx43flfaifddpftczprcome 415 2 : : : work_zbpzx43flfaifddpftczprcome 415 3 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 415 4 Proceedings Proceedings NNPS work_zbpzx43flfaifddpftczprcome 415 5 in in IN work_zbpzx43flfaifddpftczprcome 415 6 Mathematics Mathematics NNP work_zbpzx43flfaifddpftczprcome 415 7 and and CC work_zbpzx43flfaifddpftczprcome 415 8 Statistic Statistic NNP work_zbpzx43flfaifddpftczprcome 415 9 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 415 10 to to TO work_zbpzx43flfaifddpftczprcome 415 11 appear appear VB work_zbpzx43flfaifddpftczprcome 415 12 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 415 13 , , , work_zbpzx43flfaifddpftczprcome 415 14 Berlin Berlin NNP work_zbpzx43flfaifddpftczprcome 415 15 : : : work_zbpzx43flfaifddpftczprcome 415 16 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 415 17 , , , work_zbpzx43flfaifddpftczprcome 415 18 1–12 1–12 NNP work_zbpzx43flfaifddpftczprcome 415 19 . . . work_zbpzx43flfaifddpftczprcome 416 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 416 2 et et NNP work_zbpzx43flfaifddpftczprcome 416 3 al al NNP work_zbpzx43flfaifddpftczprcome 416 4 . . . work_zbpzx43flfaifddpftczprcome 417 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 417 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 417 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 417 4 , , , work_zbpzx43flfaifddpftczprcome 417 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 417 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 417 7 . . . work_zbpzx43flfaifddpftczprcome 418 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 418 2 . . NNP work_zbpzx43flfaifddpftczprcome 418 3 , , , work_zbpzx43flfaifddpftczprcome 418 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 418 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 418 6 / / SYM work_zbpzx43flfaifddpftczprcome 418 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 418 8 - - HYPH work_zbpzx43flfaifddpftczprcome 418 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 418 10 18/20 18/20 CD work_zbpzx43flfaifddpftczprcome 418 11 http://dx.doi.org/10.1016/j.knosys.2018.03.022 http://dx.doi.org/10.1016/j.knosys.2018.03.022 VBD work_zbpzx43flfaifddpftczprcome 418 12 http://dx.doi.org/10.1109/tetc.2018.2830698 http://dx.doi.org/10.1109/tetc.2018.2830698 NNP work_zbpzx43flfaifddpftczprcome 418 13 http://dx.doi.org/10.1086/599247 http://dx.doi.org/10.1086/599247 XX work_zbpzx43flfaifddpftczprcome 418 14 http://dx.doi.org/10.1145/1345448.1345462 http://dx.doi.org/10.1145/1345448.1345462 NNP work_zbpzx43flfaifddpftczprcome 418 15 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 418 16 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNP work_zbpzx43flfaifddpftczprcome 418 17 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 418 18 I I NNP work_zbpzx43flfaifddpftczprcome 418 19 , , , work_zbpzx43flfaifddpftczprcome 418 20 Gerasimova Gerasimova NNP work_zbpzx43flfaifddpftczprcome 418 21 O O NNP work_zbpzx43flfaifddpftczprcome 418 22 , , , work_zbpzx43flfaifddpftczprcome 418 23 Sulimov Sulimov NNP work_zbpzx43flfaifddpftczprcome 418 24 P P NNP work_zbpzx43flfaifddpftczprcome 418 25 , , , work_zbpzx43flfaifddpftczprcome 418 26 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 418 27 L. L. NNP work_zbpzx43flfaifddpftczprcome 418 28 2019b 2019b CD work_zbpzx43flfaifddpftczprcome 418 29 . . . work_zbpzx43flfaifddpftczprcome 419 1 Co co NN work_zbpzx43flfaifddpftczprcome 419 2 - - NN work_zbpzx43flfaifddpftczprcome 419 3 authorship authorship NN work_zbpzx43flfaifddpftczprcome 419 4 network network NN work_zbpzx43flfaifddpftczprcome 419 5 embedding embed VBG work_zbpzx43flfaifddpftczprcome 419 6 and and CC work_zbpzx43flfaifddpftczprcome 419 7 recommending recommend VBG work_zbpzx43flfaifddpftczprcome 419 8 collaborators collaborator NNS work_zbpzx43flfaifddpftczprcome 419 9 via via IN work_zbpzx43flfaifddpftczprcome 419 10 network network NN work_zbpzx43flfaifddpftczprcome 419 11 embedding embedding NN work_zbpzx43flfaifddpftczprcome 419 12 . . . work_zbpzx43flfaifddpftczprcome 420 1 In in IN work_zbpzx43flfaifddpftczprcome 420 2 : : : work_zbpzx43flfaifddpftczprcome 420 3 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 420 4 Proceedings Proceedings NNPS work_zbpzx43flfaifddpftczprcome 420 5 in in IN work_zbpzx43flfaifddpftczprcome 420 6 Mathematics Mathematics NNP work_zbpzx43flfaifddpftczprcome 420 7 and and CC work_zbpzx43flfaifddpftczprcome 420 8 Statistic Statistic NNP work_zbpzx43flfaifddpftczprcome 420 9 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 420 10 to to TO work_zbpzx43flfaifddpftczprcome 420 11 appear appear VB work_zbpzx43flfaifddpftczprcome 420 12 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 420 13 , , , work_zbpzx43flfaifddpftczprcome 420 14 Berlin Berlin NNP work_zbpzx43flfaifddpftczprcome 420 15 : : : work_zbpzx43flfaifddpftczprcome 420 16 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 420 17 , , , work_zbpzx43flfaifddpftczprcome 420 18 1–6 1–6 CD work_zbpzx43flfaifddpftczprcome 420 19 . . . work_zbpzx43flfaifddpftczprcome 421 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 421 2 I I NNP work_zbpzx43flfaifddpftczprcome 421 3 , , , work_zbpzx43flfaifddpftczprcome 421 4 Gerasimova Gerasimova NNP work_zbpzx43flfaifddpftczprcome 421 5 O O NNP work_zbpzx43flfaifddpftczprcome 421 6 , , , work_zbpzx43flfaifddpftczprcome 421 7 Sulimov Sulimov NNP work_zbpzx43flfaifddpftczprcome 421 8 P P NNP work_zbpzx43flfaifddpftczprcome 421 9 , , , work_zbpzx43flfaifddpftczprcome 421 10 Zhukov Zhukov NNP work_zbpzx43flfaifddpftczprcome 421 11 LE LE NNP work_zbpzx43flfaifddpftczprcome 421 12 . . . work_zbpzx43flfaifddpftczprcome 422 1 2018b 2018b LS work_zbpzx43flfaifddpftczprcome 422 2 . . . work_zbpzx43flfaifddpftczprcome 423 1 Recommending recommend VBG work_zbpzx43flfaifddpftczprcome 423 2 co co NN work_zbpzx43flfaifddpftczprcome 423 3 - - NN work_zbpzx43flfaifddpftczprcome 423 4 authorship authorship NN work_zbpzx43flfaifddpftczprcome 423 5 via via IN work_zbpzx43flfaifddpftczprcome 423 6 network network NN work_zbpzx43flfaifddpftczprcome 423 7 embeddings embedding NNS work_zbpzx43flfaifddpftczprcome 423 8 and and CC work_zbpzx43flfaifddpftczprcome 423 9 feature feature NN work_zbpzx43flfaifddpftczprcome 423 10 engineering engineering NN work_zbpzx43flfaifddpftczprcome 423 11 : : : work_zbpzx43flfaifddpftczprcome 423 12 the the DT work_zbpzx43flfaifddpftczprcome 423 13 case case NN work_zbpzx43flfaifddpftczprcome 423 14 of of IN work_zbpzx43flfaifddpftczprcome 423 15 national national NNP work_zbpzx43flfaifddpftczprcome 423 16 research research NNP work_zbpzx43flfaifddpftczprcome 423 17 university university NNP work_zbpzx43flfaifddpftczprcome 423 18 higher high JJR work_zbpzx43flfaifddpftczprcome 423 19 school school NNP work_zbpzx43flfaifddpftczprcome 423 20 of of IN work_zbpzx43flfaifddpftczprcome 423 21 economics economic NNS work_zbpzx43flfaifddpftczprcome 423 22 . . . work_zbpzx43flfaifddpftczprcome 424 1 In in IN work_zbpzx43flfaifddpftczprcome 424 2 : : : work_zbpzx43flfaifddpftczprcome 424 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 424 4 of of IN work_zbpzx43flfaifddpftczprcome 424 5 the the DT work_zbpzx43flfaifddpftczprcome 424 6 18th 18th JJ work_zbpzx43flfaifddpftczprcome 424 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 424 8 / / , work_zbpzx43flfaifddpftczprcome 424 9 IEEE IEEE NNP work_zbpzx43flfaifddpftczprcome 424 10 on on IN work_zbpzx43flfaifddpftczprcome 424 11 Joint Joint NNP work_zbpzx43flfaifddpftczprcome 424 12 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 424 13 on on IN work_zbpzx43flfaifddpftczprcome 424 14 Digital Digital NNP work_zbpzx43flfaifddpftczprcome 424 15 Libraries Libraries NNPS work_zbpzx43flfaifddpftczprcome 424 16 . . . work_zbpzx43flfaifddpftczprcome 425 1 New New NNP work_zbpzx43flfaifddpftczprcome 425 2 York York NNP work_zbpzx43flfaifddpftczprcome 425 3 : : : work_zbpzx43flfaifddpftczprcome 425 4 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 425 5 , , , work_zbpzx43flfaifddpftczprcome 425 6 365–366 365–366 CD work_zbpzx43flfaifddpftczprcome 425 7 . . . work_zbpzx43flfaifddpftczprcome 426 1 McPherson McPherson NNP work_zbpzx43flfaifddpftczprcome 426 2 M M NNP work_zbpzx43flfaifddpftczprcome 426 3 , , , work_zbpzx43flfaifddpftczprcome 426 4 Smith Smith NNP work_zbpzx43flfaifddpftczprcome 426 5 - - HYPH work_zbpzx43flfaifddpftczprcome 426 6 Lovin Lovin NNP work_zbpzx43flfaifddpftczprcome 426 7 L L NNP work_zbpzx43flfaifddpftczprcome 426 8 , , , work_zbpzx43flfaifddpftczprcome 426 9 Cook Cook NNP work_zbpzx43flfaifddpftczprcome 426 10 JM JM NNP work_zbpzx43flfaifddpftczprcome 426 11 . . . work_zbpzx43flfaifddpftczprcome 427 1 2001 2001 CD work_zbpzx43flfaifddpftczprcome 427 2 . . . work_zbpzx43flfaifddpftczprcome 428 1 Birds bird NNS work_zbpzx43flfaifddpftczprcome 428 2 of of IN work_zbpzx43flfaifddpftczprcome 428 3 a a DT work_zbpzx43flfaifddpftczprcome 428 4 feather feather NN work_zbpzx43flfaifddpftczprcome 428 5 : : : work_zbpzx43flfaifddpftczprcome 428 6 homophily homophily RB work_zbpzx43flfaifddpftczprcome 428 7 in in IN work_zbpzx43flfaifddpftczprcome 428 8 social social JJ work_zbpzx43flfaifddpftczprcome 428 9 networks network NNS work_zbpzx43flfaifddpftczprcome 428 10 . . . work_zbpzx43flfaifddpftczprcome 429 1 Annual Annual NNP work_zbpzx43flfaifddpftczprcome 429 2 Review Review NNP work_zbpzx43flfaifddpftczprcome 429 3 of of IN work_zbpzx43flfaifddpftczprcome 429 4 Sociology Sociology NNP work_zbpzx43flfaifddpftczprcome 429 5 27(1):415–444 27(1):415–444 CD work_zbpzx43flfaifddpftczprcome 429 6 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 429 7 10.1146 10.1146 CD work_zbpzx43flfaifddpftczprcome 429 8 / / SYM work_zbpzx43flfaifddpftczprcome 429 9 annurev.soc.27.1.415 annurev.soc.27.1.415 ADD work_zbpzx43flfaifddpftczprcome 429 10 . . . work_zbpzx43flfaifddpftczprcome 430 1 Mikolov Mikolov NNP work_zbpzx43flfaifddpftczprcome 430 2 T T NNP work_zbpzx43flfaifddpftczprcome 430 3 , , , work_zbpzx43flfaifddpftczprcome 430 4 Sutskever Sutskever NNP work_zbpzx43flfaifddpftczprcome 430 5 I I NNP work_zbpzx43flfaifddpftczprcome 430 6 , , , work_zbpzx43flfaifddpftczprcome 430 7 Chen Chen NNP work_zbpzx43flfaifddpftczprcome 430 8 K K NNP work_zbpzx43flfaifddpftczprcome 430 9 , , , work_zbpzx43flfaifddpftczprcome 430 10 Corrado Corrado NNP work_zbpzx43flfaifddpftczprcome 430 11 GS GS NNP work_zbpzx43flfaifddpftczprcome 430 12 , , , work_zbpzx43flfaifddpftczprcome 430 13 Dean Dean NNP work_zbpzx43flfaifddpftczprcome 430 14 J. J. NNP work_zbpzx43flfaifddpftczprcome 431 1 2013 2013 CD work_zbpzx43flfaifddpftczprcome 431 2 . . . work_zbpzx43flfaifddpftczprcome 432 1 Distributed distribute VBN work_zbpzx43flfaifddpftczprcome 432 2 representations representation NNS work_zbpzx43flfaifddpftczprcome 432 3 of of IN work_zbpzx43flfaifddpftczprcome 432 4 words word NNS work_zbpzx43flfaifddpftczprcome 432 5 and and CC work_zbpzx43flfaifddpftczprcome 432 6 phrases phrase NNS work_zbpzx43flfaifddpftczprcome 432 7 and and CC work_zbpzx43flfaifddpftczprcome 432 8 their -PRON- PRP$ work_zbpzx43flfaifddpftczprcome 432 9 compositionality compositionality NN work_zbpzx43flfaifddpftczprcome 432 10 . . . work_zbpzx43flfaifddpftczprcome 433 1 In in IN work_zbpzx43flfaifddpftczprcome 433 2 : : : work_zbpzx43flfaifddpftczprcome 433 3 Advances advance NNS work_zbpzx43flfaifddpftczprcome 433 4 in in IN work_zbpzx43flfaifddpftczprcome 433 5 Neural Neural NNP work_zbpzx43flfaifddpftczprcome 433 6 Information Information NNP work_zbpzx43flfaifddpftczprcome 433 7 Processing Processing NNP work_zbpzx43flfaifddpftczprcome 433 8 Systems Systems NNPS work_zbpzx43flfaifddpftczprcome 433 9 , , , work_zbpzx43flfaifddpftczprcome 433 10 3111–3119 3111–3119 CD work_zbpzx43flfaifddpftczprcome 433 11 . . . work_zbpzx43flfaifddpftczprcome 434 1 Available available JJ work_zbpzx43flfaifddpftczprcome 434 2 at at IN work_zbpzx43flfaifddpftczprcome 434 3 https://papers.nips.cc/paper/5021-distributed-representations-of-words-and- https://papers.nips.cc/paper/5021-distributed-representations-of-words-and- NNP work_zbpzx43flfaifddpftczprcome 434 4 phrases-and-their-compositionality.pdf phrases-and-their-compositionality.pdf NNP work_zbpzx43flfaifddpftczprcome 434 5 . . . work_zbpzx43flfaifddpftczprcome 435 1 Morel Morel NNP work_zbpzx43flfaifddpftczprcome 435 2 CM CM NNP work_zbpzx43flfaifddpftczprcome 435 3 , , , work_zbpzx43flfaifddpftczprcome 435 4 Serruya Serruya NNP work_zbpzx43flfaifddpftczprcome 435 5 SJ SJ NNP work_zbpzx43flfaifddpftczprcome 435 6 , , , work_zbpzx43flfaifddpftczprcome 435 7 Penna Penna NNP work_zbpzx43flfaifddpftczprcome 435 8 GO GO NNP work_zbpzx43flfaifddpftczprcome 435 9 , , , work_zbpzx43flfaifddpftczprcome 435 10 Guimarães Guimarães NNP work_zbpzx43flfaifddpftczprcome 435 11 R. R. NNP work_zbpzx43flfaifddpftczprcome 435 12 2009 2009 CD work_zbpzx43flfaifddpftczprcome 435 13 . . . work_zbpzx43flfaifddpftczprcome 436 1 Co co NN work_zbpzx43flfaifddpftczprcome 436 2 - - NN work_zbpzx43flfaifddpftczprcome 436 3 authorship authorship NN work_zbpzx43flfaifddpftczprcome 436 4 network network NN work_zbpzx43flfaifddpftczprcome 436 5 analysis analysis NN work_zbpzx43flfaifddpftczprcome 436 6 : : : work_zbpzx43flfaifddpftczprcome 436 7 a a DT work_zbpzx43flfaifddpftczprcome 436 8 powerful powerful JJ work_zbpzx43flfaifddpftczprcome 436 9 tool tool NN work_zbpzx43flfaifddpftczprcome 436 10 for for IN work_zbpzx43flfaifddpftczprcome 436 11 strategic strategic JJ work_zbpzx43flfaifddpftczprcome 436 12 planning planning NN work_zbpzx43flfaifddpftczprcome 436 13 of of IN work_zbpzx43flfaifddpftczprcome 436 14 research research NN work_zbpzx43flfaifddpftczprcome 436 15 , , , work_zbpzx43flfaifddpftczprcome 436 16 development development NN work_zbpzx43flfaifddpftczprcome 436 17 and and CC work_zbpzx43flfaifddpftczprcome 436 18 capacity capacity NN work_zbpzx43flfaifddpftczprcome 436 19 building building NN work_zbpzx43flfaifddpftczprcome 436 20 programs program NNS work_zbpzx43flfaifddpftczprcome 436 21 on on IN work_zbpzx43flfaifddpftczprcome 436 22 neglected neglect VBN work_zbpzx43flfaifddpftczprcome 436 23 diseases disease NNS work_zbpzx43flfaifddpftczprcome 436 24 . . . work_zbpzx43flfaifddpftczprcome 437 1 PLOS PLOS NNP work_zbpzx43flfaifddpftczprcome 437 2 Neglected neglect VBN work_zbpzx43flfaifddpftczprcome 437 3 Tropical Tropical NNP work_zbpzx43flfaifddpftczprcome 437 4 Diseases Diseases NNPS work_zbpzx43flfaifddpftczprcome 437 5 3(8):e501 3(8):e501 CD work_zbpzx43flfaifddpftczprcome 437 6 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 437 7 10.1371 10.1371 CD work_zbpzx43flfaifddpftczprcome 437 8 / / SYM work_zbpzx43flfaifddpftczprcome 437 9 journal.pntd.0000501 journal.pntd.0000501 NNP work_zbpzx43flfaifddpftczprcome 437 10 . . . work_zbpzx43flfaifddpftczprcome 438 1 National National NNP work_zbpzx43flfaifddpftczprcome 438 2 Research Research NNP work_zbpzx43flfaifddpftczprcome 438 3 University University NNP work_zbpzx43flfaifddpftczprcome 438 4 Higher Higher NNP work_zbpzx43flfaifddpftczprcome 438 5 School School NNP work_zbpzx43flfaifddpftczprcome 438 6 of of IN work_zbpzx43flfaifddpftczprcome 438 7 Economics Economics NNP work_zbpzx43flfaifddpftczprcome 438 8 . . . work_zbpzx43flfaifddpftczprcome 439 1 2017 2017 CD work_zbpzx43flfaifddpftczprcome 439 2 . . . work_zbpzx43flfaifddpftczprcome 440 1 Publications publication NNS work_zbpzx43flfaifddpftczprcome 440 2 of of IN work_zbpzx43flfaifddpftczprcome 440 3 HSE HSE NNP work_zbpzx43flfaifddpftczprcome 440 4 . . . work_zbpzx43flfaifddpftczprcome 441 1 Available available JJ work_zbpzx43flfaifddpftczprcome 441 2 at at IN work_zbpzx43flfaifddpftczprcome 441 3 http://publications.hse.ru/en http://publications.hse.ru/en CD work_zbpzx43flfaifddpftczprcome 441 4 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 441 5 accessed access VBN work_zbpzx43flfaifddpftczprcome 441 6 9 9 CD work_zbpzx43flfaifddpftczprcome 441 7 May May NNP work_zbpzx43flfaifddpftczprcome 441 8 2017 2017 CD work_zbpzx43flfaifddpftczprcome 441 9 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 441 10 . . . work_zbpzx43flfaifddpftczprcome 442 1 Newman Newman NNP work_zbpzx43flfaifddpftczprcome 442 2 MEJ MEJ NNP work_zbpzx43flfaifddpftczprcome 442 3 . . . work_zbpzx43flfaifddpftczprcome 443 1 2004a 2004a CD work_zbpzx43flfaifddpftczprcome 443 2 . . . work_zbpzx43flfaifddpftczprcome 444 1 Coauthorship coauthorship NN work_zbpzx43flfaifddpftczprcome 444 2 networks network NNS work_zbpzx43flfaifddpftczprcome 444 3 and and CC work_zbpzx43flfaifddpftczprcome 444 4 patterns pattern NNS work_zbpzx43flfaifddpftczprcome 444 5 of of IN work_zbpzx43flfaifddpftczprcome 444 6 scientific scientific JJ work_zbpzx43flfaifddpftczprcome 444 7 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 444 8 . . . work_zbpzx43flfaifddpftczprcome 445 1 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 445 2 of of IN work_zbpzx43flfaifddpftczprcome 445 3 the the DT work_zbpzx43flfaifddpftczprcome 445 4 National National NNP work_zbpzx43flfaifddpftczprcome 445 5 Academy Academy NNP work_zbpzx43flfaifddpftczprcome 445 6 of of IN work_zbpzx43flfaifddpftczprcome 445 7 Sciences Sciences NNPS work_zbpzx43flfaifddpftczprcome 445 8 of of IN work_zbpzx43flfaifddpftczprcome 445 9 the the DT work_zbpzx43flfaifddpftczprcome 445 10 United United NNP work_zbpzx43flfaifddpftczprcome 445 11 States States NNP work_zbpzx43flfaifddpftczprcome 445 12 of of IN work_zbpzx43flfaifddpftczprcome 445 13 America America NNP work_zbpzx43flfaifddpftczprcome 445 14 101(suppl 101(suppl CD work_zbpzx43flfaifddpftczprcome 445 15 1):5200–5205 1):5200–5205 CD work_zbpzx43flfaifddpftczprcome 445 16 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 445 17 10.1073 10.1073 CD work_zbpzx43flfaifddpftczprcome 445 18 / / SYM work_zbpzx43flfaifddpftczprcome 445 19 pnas.0307545100 pnas.0307545100 CD work_zbpzx43flfaifddpftczprcome 445 20 . . . work_zbpzx43flfaifddpftczprcome 446 1 Newman newman NN work_zbpzx43flfaifddpftczprcome 446 2 ME ME NNP work_zbpzx43flfaifddpftczprcome 446 3 . . . work_zbpzx43flfaifddpftczprcome 447 1 2004b 2004b CD work_zbpzx43flfaifddpftczprcome 447 2 . . . work_zbpzx43flfaifddpftczprcome 448 1 Who who WP work_zbpzx43flfaifddpftczprcome 448 2 is be VBZ work_zbpzx43flfaifddpftczprcome 448 3 the the DT work_zbpzx43flfaifddpftczprcome 448 4 best good JJS work_zbpzx43flfaifddpftczprcome 448 5 connected connected JJ work_zbpzx43flfaifddpftczprcome 448 6 scientist scientist NN work_zbpzx43flfaifddpftczprcome 448 7 ? ? . work_zbpzx43flfaifddpftczprcome 449 1 a a DT work_zbpzx43flfaifddpftczprcome 449 2 study study NN work_zbpzx43flfaifddpftczprcome 449 3 of of IN work_zbpzx43flfaifddpftczprcome 449 4 scientific scientific JJ work_zbpzx43flfaifddpftczprcome 449 5 coauthorship coauthorship NN work_zbpzx43flfaifddpftczprcome 449 6 networks network NNS work_zbpzx43flfaifddpftczprcome 449 7 . . . work_zbpzx43flfaifddpftczprcome 450 1 Complex Complex NNP work_zbpzx43flfaifddpftczprcome 450 2 Networks Networks NNP work_zbpzx43flfaifddpftczprcome 450 3 1:337–370 1:337–370 CD work_zbpzx43flfaifddpftczprcome 450 4 . . . work_zbpzx43flfaifddpftczprcome 451 1 Pan Pan NNP work_zbpzx43flfaifddpftczprcome 451 2 S S NNP work_zbpzx43flfaifddpftczprcome 451 3 , , , work_zbpzx43flfaifddpftczprcome 451 4 Wu Wu NNP work_zbpzx43flfaifddpftczprcome 451 5 J J NNP work_zbpzx43flfaifddpftczprcome 451 6 , , , work_zbpzx43flfaifddpftczprcome 451 7 Zhu Zhu NNP work_zbpzx43flfaifddpftczprcome 451 8 X X NNP work_zbpzx43flfaifddpftczprcome 451 9 , , , work_zbpzx43flfaifddpftczprcome 451 10 Zhang Zhang NNP work_zbpzx43flfaifddpftczprcome 451 11 C C NNP work_zbpzx43flfaifddpftczprcome 451 12 , , , work_zbpzx43flfaifddpftczprcome 451 13 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 451 14 Y. Y. NNP work_zbpzx43flfaifddpftczprcome 452 1 2016 2016 CD work_zbpzx43flfaifddpftczprcome 452 2 . . . work_zbpzx43flfaifddpftczprcome 453 1 Tri Tri NNP work_zbpzx43flfaifddpftczprcome 453 2 - - HYPH work_zbpzx43flfaifddpftczprcome 453 3 party party NN work_zbpzx43flfaifddpftczprcome 453 4 deep deep JJ work_zbpzx43flfaifddpftczprcome 453 5 network network NN work_zbpzx43flfaifddpftczprcome 453 6 representation representation NN work_zbpzx43flfaifddpftczprcome 453 7 . . . work_zbpzx43flfaifddpftczprcome 454 1 Network Network NNP work_zbpzx43flfaifddpftczprcome 454 2 11(9):12 11(9):12 NNP work_zbpzx43flfaifddpftczprcome 454 3 . . . work_zbpzx43flfaifddpftczprcome 455 1 Perozzi Perozzi NNP work_zbpzx43flfaifddpftczprcome 455 2 B B NNP work_zbpzx43flfaifddpftczprcome 455 3 , , , work_zbpzx43flfaifddpftczprcome 455 4 Al Al NNP work_zbpzx43flfaifddpftczprcome 455 5 - - HYPH work_zbpzx43flfaifddpftczprcome 455 6 Rfou Rfou NNP work_zbpzx43flfaifddpftczprcome 455 7 R R NNP work_zbpzx43flfaifddpftczprcome 455 8 , , , work_zbpzx43flfaifddpftczprcome 455 9 Skiena Skiena NNP work_zbpzx43flfaifddpftczprcome 455 10 S. S. NNP work_zbpzx43flfaifddpftczprcome 455 11 2014 2014 CD work_zbpzx43flfaifddpftczprcome 455 12 . . . work_zbpzx43flfaifddpftczprcome 456 1 Deepwalk deepwalk NN work_zbpzx43flfaifddpftczprcome 456 2 : : : work_zbpzx43flfaifddpftczprcome 456 3 online online JJ work_zbpzx43flfaifddpftczprcome 456 4 learning learning NN work_zbpzx43flfaifddpftczprcome 456 5 of of IN work_zbpzx43flfaifddpftczprcome 456 6 social social JJ work_zbpzx43flfaifddpftczprcome 456 7 representations representation NNS work_zbpzx43flfaifddpftczprcome 456 8 . . . work_zbpzx43flfaifddpftczprcome 457 1 In in IN work_zbpzx43flfaifddpftczprcome 457 2 : : : work_zbpzx43flfaifddpftczprcome 457 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 457 4 of of IN work_zbpzx43flfaifddpftczprcome 457 5 the the DT work_zbpzx43flfaifddpftczprcome 457 6 20th 20th JJ work_zbpzx43flfaifddpftczprcome 457 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 457 8 SIGKDD SIGKDD NNP work_zbpzx43flfaifddpftczprcome 457 9 International International NNP work_zbpzx43flfaifddpftczprcome 457 10 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 457 11 on on IN work_zbpzx43flfaifddpftczprcome 457 12 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 457 13 Discovery Discovery NNP work_zbpzx43flfaifddpftczprcome 457 14 and and CC work_zbpzx43flfaifddpftczprcome 457 15 Data Data NNP work_zbpzx43flfaifddpftczprcome 457 16 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 457 17 , , , work_zbpzx43flfaifddpftczprcome 457 18 KDD KDD NNP work_zbpzx43flfaifddpftczprcome 457 19 ’ ' '' work_zbpzx43flfaifddpftczprcome 457 20 14 14 CD work_zbpzx43flfaifddpftczprcome 457 21 , , , work_zbpzx43flfaifddpftczprcome 457 22 New New NNP work_zbpzx43flfaifddpftczprcome 457 23 York York NNP work_zbpzx43flfaifddpftczprcome 457 24 : : : work_zbpzx43flfaifddpftczprcome 457 25 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 457 26 , , , work_zbpzx43flfaifddpftczprcome 457 27 701–710 701–710 CD work_zbpzx43flfaifddpftczprcome 457 28 . . . work_zbpzx43flfaifddpftczprcome 458 1 Robins Robins NNP work_zbpzx43flfaifddpftczprcome 458 2 G G NNP work_zbpzx43flfaifddpftczprcome 458 3 , , , work_zbpzx43flfaifddpftczprcome 458 4 Snijders Snijders NNP work_zbpzx43flfaifddpftczprcome 458 5 T T NNP work_zbpzx43flfaifddpftczprcome 458 6 , , , work_zbpzx43flfaifddpftczprcome 458 7 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 458 8 P P NNP work_zbpzx43flfaifddpftczprcome 458 9 , , , work_zbpzx43flfaifddpftczprcome 458 10 Handcock Handcock NNP work_zbpzx43flfaifddpftczprcome 458 11 M M NNP work_zbpzx43flfaifddpftczprcome 458 12 , , , work_zbpzx43flfaifddpftczprcome 458 13 Pattison Pattison NNP work_zbpzx43flfaifddpftczprcome 458 14 P. P. NNP work_zbpzx43flfaifddpftczprcome 458 15 2007 2007 CD work_zbpzx43flfaifddpftczprcome 458 16 . . . work_zbpzx43flfaifddpftczprcome 459 1 Recent recent JJ work_zbpzx43flfaifddpftczprcome 459 2 developments development NNS work_zbpzx43flfaifddpftczprcome 459 3 in in IN work_zbpzx43flfaifddpftczprcome 459 4 exponential exponential JJ work_zbpzx43flfaifddpftczprcome 459 5 random random JJ work_zbpzx43flfaifddpftczprcome 459 6 graph graph NN work_zbpzx43flfaifddpftczprcome 459 7 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 459 8 p p NNP work_zbpzx43flfaifddpftczprcome 459 9 � � NNP work_zbpzx43flfaifddpftczprcome 459 10 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 459 11 models model NNS work_zbpzx43flfaifddpftczprcome 459 12 for for IN work_zbpzx43flfaifddpftczprcome 459 13 social social JJ work_zbpzx43flfaifddpftczprcome 459 14 networks network NNS work_zbpzx43flfaifddpftczprcome 459 15 . . . work_zbpzx43flfaifddpftczprcome 460 1 Social Social NNP work_zbpzx43flfaifddpftczprcome 460 2 Networks Networks NNP work_zbpzx43flfaifddpftczprcome 460 3 29(2):192–215 29(2):192–215 CD work_zbpzx43flfaifddpftczprcome 460 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 460 5 10.1016 10.1016 CD work_zbpzx43flfaifddpftczprcome 460 6 / / SYM work_zbpzx43flfaifddpftczprcome 460 7 j.socnet.2006.08.003 j.socnet.2006.08.003 CD work_zbpzx43flfaifddpftczprcome 460 8 . . . work_zbpzx43flfaifddpftczprcome 461 1 Roweis Roweis NNP work_zbpzx43flfaifddpftczprcome 461 2 ST ST NNP work_zbpzx43flfaifddpftczprcome 461 3 , , , work_zbpzx43flfaifddpftczprcome 461 4 Saul Saul NNP work_zbpzx43flfaifddpftczprcome 461 5 LK LK NNP work_zbpzx43flfaifddpftczprcome 461 6 . . . work_zbpzx43flfaifddpftczprcome 462 1 2000 2000 CD work_zbpzx43flfaifddpftczprcome 462 2 . . . work_zbpzx43flfaifddpftczprcome 463 1 Nonlinear nonlinear JJ work_zbpzx43flfaifddpftczprcome 463 2 dimensionality dimensionality NN work_zbpzx43flfaifddpftczprcome 463 3 reduction reduction NN work_zbpzx43flfaifddpftczprcome 463 4 by by IN work_zbpzx43flfaifddpftczprcome 463 5 locally locally RB work_zbpzx43flfaifddpftczprcome 463 6 linear linear JJ work_zbpzx43flfaifddpftczprcome 463 7 embedding embed VBG work_zbpzx43flfaifddpftczprcome 463 8 . . . work_zbpzx43flfaifddpftczprcome 464 1 Science science NN work_zbpzx43flfaifddpftczprcome 464 2 290(5500):2323–2326 290(5500):2323–2326 CD work_zbpzx43flfaifddpftczprcome 464 3 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 464 4 10.1126 10.1126 CD work_zbpzx43flfaifddpftczprcome 464 5 / / SYM work_zbpzx43flfaifddpftczprcome 464 6 science.290.5500.2323 science.290.5500.2323 NN work_zbpzx43flfaifddpftczprcome 464 7 . . . work_zbpzx43flfaifddpftczprcome 465 1 Scott Scott NNP work_zbpzx43flfaifddpftczprcome 465 2 J. J. NNP work_zbpzx43flfaifddpftczprcome 466 1 2017 2017 CD work_zbpzx43flfaifddpftczprcome 466 2 . . . work_zbpzx43flfaifddpftczprcome 467 1 Social social JJ work_zbpzx43flfaifddpftczprcome 467 2 network network NN work_zbpzx43flfaifddpftczprcome 467 3 analysis analysis NN work_zbpzx43flfaifddpftczprcome 467 4 . . . work_zbpzx43flfaifddpftczprcome 468 1 Thousand thousand CD work_zbpzx43flfaifddpftczprcome 468 2 Oaks Oaks NNPS work_zbpzx43flfaifddpftczprcome 468 3 : : : work_zbpzx43flfaifddpftczprcome 468 4 Sage sage NN work_zbpzx43flfaifddpftczprcome 468 5 . . . work_zbpzx43flfaifddpftczprcome 469 1 Srinivas Srinivas NNP work_zbpzx43flfaifddpftczprcome 469 2 V V NNP work_zbpzx43flfaifddpftczprcome 469 3 , , , work_zbpzx43flfaifddpftczprcome 469 4 Mitra Mitra NNP work_zbpzx43flfaifddpftczprcome 469 5 P. P. NNP work_zbpzx43flfaifddpftczprcome 469 6 2016 2016 CD work_zbpzx43flfaifddpftczprcome 469 7 . . . work_zbpzx43flfaifddpftczprcome 470 1 Applications application NNS work_zbpzx43flfaifddpftczprcome 470 2 of of IN work_zbpzx43flfaifddpftczprcome 470 3 link link NN work_zbpzx43flfaifddpftczprcome 470 4 prediction prediction NN work_zbpzx43flfaifddpftczprcome 470 5 . . . work_zbpzx43flfaifddpftczprcome 471 1 Cham Cham NNP work_zbpzx43flfaifddpftczprcome 471 2 : : : work_zbpzx43flfaifddpftczprcome 471 3 Springer Springer NNP work_zbpzx43flfaifddpftczprcome 471 4 International International NNP work_zbpzx43flfaifddpftczprcome 471 5 Publishing Publishing NNP work_zbpzx43flfaifddpftczprcome 471 6 , , , work_zbpzx43flfaifddpftczprcome 471 7 57–61 57–61 CD work_zbpzx43flfaifddpftczprcome 471 8 . . . work_zbpzx43flfaifddpftczprcome 472 1 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 472 2 J J NNP work_zbpzx43flfaifddpftczprcome 472 3 , , , work_zbpzx43flfaifddpftczprcome 472 4 Liu Liu NNP work_zbpzx43flfaifddpftczprcome 472 5 H. H. NNP work_zbpzx43flfaifddpftczprcome 472 6 2012 2012 CD work_zbpzx43flfaifddpftczprcome 472 7 . . . work_zbpzx43flfaifddpftczprcome 473 1 Unsupervised unsupervise VBN work_zbpzx43flfaifddpftczprcome 473 2 feature feature NN work_zbpzx43flfaifddpftczprcome 473 3 selection selection NN work_zbpzx43flfaifddpftczprcome 473 4 for for IN work_zbpzx43flfaifddpftczprcome 473 5 linked link VBN work_zbpzx43flfaifddpftczprcome 473 6 social social JJ work_zbpzx43flfaifddpftczprcome 473 7 media medium NNS work_zbpzx43flfaifddpftczprcome 473 8 data datum NNS work_zbpzx43flfaifddpftczprcome 473 9 . . . work_zbpzx43flfaifddpftczprcome 474 1 In in IN work_zbpzx43flfaifddpftczprcome 474 2 : : : work_zbpzx43flfaifddpftczprcome 474 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 474 4 of of IN work_zbpzx43flfaifddpftczprcome 474 5 the the DT work_zbpzx43flfaifddpftczprcome 474 6 18th 18th JJ work_zbpzx43flfaifddpftczprcome 474 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 474 8 SIGKDD SIGKDD NNP work_zbpzx43flfaifddpftczprcome 474 9 International International NNP work_zbpzx43flfaifddpftczprcome 474 10 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 474 11 on on IN work_zbpzx43flfaifddpftczprcome 474 12 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 474 13 Discovery Discovery NNP work_zbpzx43flfaifddpftczprcome 474 14 and and CC work_zbpzx43flfaifddpftczprcome 474 15 Data Data NNP work_zbpzx43flfaifddpftczprcome 474 16 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 474 17 , , , work_zbpzx43flfaifddpftczprcome 474 18 KDD KDD NNP work_zbpzx43flfaifddpftczprcome 474 19 ’ ' '' work_zbpzx43flfaifddpftczprcome 474 20 12 12 CD work_zbpzx43flfaifddpftczprcome 474 21 . . . work_zbpzx43flfaifddpftczprcome 475 1 New New NNP work_zbpzx43flfaifddpftczprcome 475 2 York York NNP work_zbpzx43flfaifddpftczprcome 475 3 : : : work_zbpzx43flfaifddpftczprcome 475 4 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 475 5 , , , work_zbpzx43flfaifddpftczprcome 475 6 904–912 904–912 CD work_zbpzx43flfaifddpftczprcome 475 7 . . . work_zbpzx43flfaifddpftczprcome 476 1 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 476 2 J J NNP work_zbpzx43flfaifddpftczprcome 476 3 , , , work_zbpzx43flfaifddpftczprcome 476 4 Qu Qu NNP work_zbpzx43flfaifddpftczprcome 476 5 M M NNP work_zbpzx43flfaifddpftczprcome 476 6 , , , work_zbpzx43flfaifddpftczprcome 476 7 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 476 8 M M NNP work_zbpzx43flfaifddpftczprcome 476 9 , , , work_zbpzx43flfaifddpftczprcome 476 10 Zhang Zhang NNP work_zbpzx43flfaifddpftczprcome 476 11 M M NNP work_zbpzx43flfaifddpftczprcome 476 12 , , , work_zbpzx43flfaifddpftczprcome 476 13 Yan Yan NNP work_zbpzx43flfaifddpftczprcome 476 14 J J NNP work_zbpzx43flfaifddpftczprcome 476 15 , , , work_zbpzx43flfaifddpftczprcome 476 16 Mei Mei NNP work_zbpzx43flfaifddpftczprcome 476 17 Q. Q. NNP work_zbpzx43flfaifddpftczprcome 477 1 2015 2015 CD work_zbpzx43flfaifddpftczprcome 477 2 . . . work_zbpzx43flfaifddpftczprcome 478 1 Line line NN work_zbpzx43flfaifddpftczprcome 478 2 : : : work_zbpzx43flfaifddpftczprcome 478 3 large large JJ work_zbpzx43flfaifddpftczprcome 478 4 - - HYPH work_zbpzx43flfaifddpftczprcome 478 5 scale scale NN work_zbpzx43flfaifddpftczprcome 478 6 information information NN work_zbpzx43flfaifddpftczprcome 478 7 network network NN work_zbpzx43flfaifddpftczprcome 478 8 embedding embedding NN work_zbpzx43flfaifddpftczprcome 478 9 . . . work_zbpzx43flfaifddpftczprcome 479 1 In in IN work_zbpzx43flfaifddpftczprcome 479 2 : : : work_zbpzx43flfaifddpftczprcome 479 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 479 4 of of IN work_zbpzx43flfaifddpftczprcome 479 5 the the DT work_zbpzx43flfaifddpftczprcome 479 6 24th 24th JJ work_zbpzx43flfaifddpftczprcome 479 7 International International NNP work_zbpzx43flfaifddpftczprcome 479 8 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 479 9 on on IN work_zbpzx43flfaifddpftczprcome 479 10 World World NNP work_zbpzx43flfaifddpftczprcome 479 11 Wide Wide NNP work_zbpzx43flfaifddpftczprcome 479 12 Web Web NNP work_zbpzx43flfaifddpftczprcome 479 13 , , , work_zbpzx43flfaifddpftczprcome 479 14 WWW WWW NNP work_zbpzx43flfaifddpftczprcome 479 15 ‘ ' `` work_zbpzx43flfaifddpftczprcome 479 16 15 15 CD work_zbpzx43flfaifddpftczprcome 479 17 , , , work_zbpzx43flfaifddpftczprcome 479 18 Republic Republic NNP work_zbpzx43flfaifddpftczprcome 479 19 and and CC work_zbpzx43flfaifddpftczprcome 479 20 Canton Canton NNP work_zbpzx43flfaifddpftczprcome 479 21 of of IN work_zbpzx43flfaifddpftczprcome 479 22 Geneva Geneva NNP work_zbpzx43flfaifddpftczprcome 479 23 , , , work_zbpzx43flfaifddpftczprcome 479 24 Switzerland Switzerland NNP work_zbpzx43flfaifddpftczprcome 479 25 : : : work_zbpzx43flfaifddpftczprcome 479 26 International International NNP work_zbpzx43flfaifddpftczprcome 479 27 World World NNP work_zbpzx43flfaifddpftczprcome 479 28 Wide wide JJ work_zbpzx43flfaifddpftczprcome 479 29 Web web NN work_zbpzx43flfaifddpftczprcome 479 30 Conferences Conferences NNPS work_zbpzx43flfaifddpftczprcome 479 31 Steering Steering NNP work_zbpzx43flfaifddpftczprcome 479 32 Committee Committee NNP work_zbpzx43flfaifddpftczprcome 479 33 , , , work_zbpzx43flfaifddpftczprcome 479 34 1067–1077 1067–1077 CD work_zbpzx43flfaifddpftczprcome 479 35 . . . work_zbpzx43flfaifddpftczprcome 480 1 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 480 2 J J NNP work_zbpzx43flfaifddpftczprcome 480 3 , , , work_zbpzx43flfaifddpftczprcome 480 4 Zhang Zhang NNP work_zbpzx43flfaifddpftczprcome 480 5 J J NNP work_zbpzx43flfaifddpftczprcome 480 6 , , , work_zbpzx43flfaifddpftczprcome 480 7 Yao Yao NNP work_zbpzx43flfaifddpftczprcome 480 8 L L NNP work_zbpzx43flfaifddpftczprcome 480 9 , , , work_zbpzx43flfaifddpftczprcome 480 10 Li Li NNP work_zbpzx43flfaifddpftczprcome 480 11 J J NNP work_zbpzx43flfaifddpftczprcome 480 12 , , , work_zbpzx43flfaifddpftczprcome 480 13 Zhang Zhang NNP work_zbpzx43flfaifddpftczprcome 480 14 L L NNP work_zbpzx43flfaifddpftczprcome 480 15 , , , work_zbpzx43flfaifddpftczprcome 480 16 Su Su NNP work_zbpzx43flfaifddpftczprcome 480 17 Z. Z. NNP work_zbpzx43flfaifddpftczprcome 481 1 2008 2008 CD work_zbpzx43flfaifddpftczprcome 481 2 . . . work_zbpzx43flfaifddpftczprcome 482 1 Arnetminer arnetminer NN work_zbpzx43flfaifddpftczprcome 482 2 : : : work_zbpzx43flfaifddpftczprcome 482 3 extraction extraction NN work_zbpzx43flfaifddpftczprcome 482 4 and and CC work_zbpzx43flfaifddpftczprcome 482 5 mining mining NN work_zbpzx43flfaifddpftczprcome 482 6 of of IN work_zbpzx43flfaifddpftczprcome 482 7 academic academic JJ work_zbpzx43flfaifddpftczprcome 482 8 social social JJ work_zbpzx43flfaifddpftczprcome 482 9 networks network NNS work_zbpzx43flfaifddpftczprcome 482 10 . . . work_zbpzx43flfaifddpftczprcome 483 1 In in IN work_zbpzx43flfaifddpftczprcome 483 2 : : : work_zbpzx43flfaifddpftczprcome 483 3 KDD’08 KDD’08 NNP work_zbpzx43flfaifddpftczprcome 483 4 , , , work_zbpzx43flfaifddpftczprcome 483 5 New New NNP work_zbpzx43flfaifddpftczprcome 483 6 York York NNP work_zbpzx43flfaifddpftczprcome 483 7 , , , work_zbpzx43flfaifddpftczprcome 483 8 NY NY NNP work_zbpzx43flfaifddpftczprcome 483 9 , , , work_zbpzx43flfaifddpftczprcome 483 10 USA USA NNP work_zbpzx43flfaifddpftczprcome 483 11 , , , work_zbpzx43flfaifddpftczprcome 483 12 990–998 990–998 CD work_zbpzx43flfaifddpftczprcome 483 13 . . . work_zbpzx43flfaifddpftczprcome 484 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 484 2 et et NNP work_zbpzx43flfaifddpftczprcome 484 3 al al NNP work_zbpzx43flfaifddpftczprcome 484 4 . . . work_zbpzx43flfaifddpftczprcome 485 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 485 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 485 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 485 4 , , , work_zbpzx43flfaifddpftczprcome 485 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 485 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 485 7 . . . work_zbpzx43flfaifddpftczprcome 486 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 486 2 . . NNP work_zbpzx43flfaifddpftczprcome 486 3 , , , work_zbpzx43flfaifddpftczprcome 486 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 486 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 486 6 / / SYM work_zbpzx43flfaifddpftczprcome 486 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 486 8 - - HYPH work_zbpzx43flfaifddpftczprcome 486 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 486 10 19/20 19/20 CD work_zbpzx43flfaifddpftczprcome 486 11 http://dx.doi.org/10.1146/annurev.soc.27.1.415 http://dx.doi.org/10.1146/annurev.soc.27.1.415 NN work_zbpzx43flfaifddpftczprcome 486 12 https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf . work_zbpzx43flfaifddpftczprcome 486 13 https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf . work_zbpzx43flfaifddpftczprcome 486 14 http://dx.doi.org/10.1371/journal.pntd.0000501 http://dx.doi.org/10.1371/journal.pntd.0000501 NNP work_zbpzx43flfaifddpftczprcome 486 15 http://publications.hse.ru/en http://publications.hse.ru/en JJ work_zbpzx43flfaifddpftczprcome 486 16 http://dx.doi.org/10.1073/pnas.0307545100 http://dx.doi.org/10.1073/pnas.0307545100 . work_zbpzx43flfaifddpftczprcome 486 17 http://dx.doi.org/10.1016/j.socnet.2006.08.003 http://dx.doi.org/10.1016/j.socnet.2006.08.003 NNP work_zbpzx43flfaifddpftczprcome 486 18 http://dx.doi.org/10.1126/science.290.5500.2323 http://dx.doi.org/10.1126/science.290.5500.2323 NNP work_zbpzx43flfaifddpftczprcome 486 19 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 486 20 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNP work_zbpzx43flfaifddpftczprcome 486 21 Tang Tang NNP work_zbpzx43flfaifddpftczprcome 486 22 L L NNP work_zbpzx43flfaifddpftczprcome 486 23 , , , work_zbpzx43flfaifddpftczprcome 486 24 Liu Liu NNP work_zbpzx43flfaifddpftczprcome 486 25 H. H. NNP work_zbpzx43flfaifddpftczprcome 486 26 2011 2011 CD work_zbpzx43flfaifddpftczprcome 486 27 . . . work_zbpzx43flfaifddpftczprcome 487 1 Leveraging leverage VBG work_zbpzx43flfaifddpftczprcome 487 2 social social JJ work_zbpzx43flfaifddpftczprcome 487 3 media medium NNS work_zbpzx43flfaifddpftczprcome 487 4 networks network NNS work_zbpzx43flfaifddpftczprcome 487 5 for for IN work_zbpzx43flfaifddpftczprcome 487 6 classification classification NN work_zbpzx43flfaifddpftczprcome 487 7 . . . work_zbpzx43flfaifddpftczprcome 488 1 Data Data NNP work_zbpzx43flfaifddpftczprcome 488 2 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 488 3 and and CC work_zbpzx43flfaifddpftczprcome 488 4 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 488 5 Discovery Discovery NNP work_zbpzx43flfaifddpftczprcome 488 6 23(3):447–478 23(3):447–478 CD work_zbpzx43flfaifddpftczprcome 488 7 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 488 8 10.1007 10.1007 CD work_zbpzx43flfaifddpftczprcome 488 9 / / SYM work_zbpzx43flfaifddpftczprcome 488 10 s10618 s10618 CD work_zbpzx43flfaifddpftczprcome 488 11 - - HYPH work_zbpzx43flfaifddpftczprcome 488 12 010 010 CD work_zbpzx43flfaifddpftczprcome 488 13 - - HYPH work_zbpzx43flfaifddpftczprcome 488 14 0210-x 0210-x NNP work_zbpzx43flfaifddpftczprcome 488 15 . . . work_zbpzx43flfaifddpftczprcome 489 1 Tenenbaum Tenenbaum NNP work_zbpzx43flfaifddpftczprcome 489 2 JB JB NNP work_zbpzx43flfaifddpftczprcome 489 3 , , , work_zbpzx43flfaifddpftczprcome 489 4 De De NNP work_zbpzx43flfaifddpftczprcome 489 5 Silva Silva NNP work_zbpzx43flfaifddpftczprcome 489 6 , , , work_zbpzx43flfaifddpftczprcome 489 7 Langford Langford NNP work_zbpzx43flfaifddpftczprcome 489 8 JC JC NNP work_zbpzx43flfaifddpftczprcome 489 9 . . . work_zbpzx43flfaifddpftczprcome 490 1 2000 2000 CD work_zbpzx43flfaifddpftczprcome 490 2 . . . work_zbpzx43flfaifddpftczprcome 491 1 A a DT work_zbpzx43flfaifddpftczprcome 491 2 global global JJ work_zbpzx43flfaifddpftczprcome 491 3 geometric geometric JJ work_zbpzx43flfaifddpftczprcome 491 4 framework framework NN work_zbpzx43flfaifddpftczprcome 491 5 for for IN work_zbpzx43flfaifddpftczprcome 491 6 nonlinear nonlinear JJ work_zbpzx43flfaifddpftczprcome 491 7 dimensionality dimensionality NN work_zbpzx43flfaifddpftczprcome 491 8 reduction reduction NN work_zbpzx43flfaifddpftczprcome 491 9 . . . work_zbpzx43flfaifddpftczprcome 492 1 Science science NN work_zbpzx43flfaifddpftczprcome 492 2 290(5500):2319–2323 290(5500):2319–2323 CD work_zbpzx43flfaifddpftczprcome 492 3 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 492 4 10.1126 10.1126 CD work_zbpzx43flfaifddpftczprcome 492 5 / / SYM work_zbpzx43flfaifddpftczprcome 492 6 science.290.5500.2319 science.290.5500.2319 NNP work_zbpzx43flfaifddpftczprcome 492 7 . . . work_zbpzx43flfaifddpftczprcome 493 1 Velden Velden NNP work_zbpzx43flfaifddpftczprcome 493 2 T T NNP work_zbpzx43flfaifddpftczprcome 493 3 , , , work_zbpzx43flfaifddpftczprcome 493 4 Lagoze Lagoze NNP work_zbpzx43flfaifddpftczprcome 493 5 C. C. NNP work_zbpzx43flfaifddpftczprcome 493 6 2009 2009 CD work_zbpzx43flfaifddpftczprcome 493 7 . . . work_zbpzx43flfaifddpftczprcome 494 1 Patterns pattern NNS work_zbpzx43flfaifddpftczprcome 494 2 of of IN work_zbpzx43flfaifddpftczprcome 494 3 collaboration collaboration NN work_zbpzx43flfaifddpftczprcome 494 4 in in IN work_zbpzx43flfaifddpftczprcome 494 5 co co JJ work_zbpzx43flfaifddpftczprcome 494 6 - - JJ work_zbpzx43flfaifddpftczprcome 494 7 authorship authorship JJ work_zbpzx43flfaifddpftczprcome 494 8 networks network NNS work_zbpzx43flfaifddpftczprcome 494 9 in in IN work_zbpzx43flfaifddpftczprcome 494 10 chemistry chemistry NN work_zbpzx43flfaifddpftczprcome 494 11 - - HYPH work_zbpzx43flfaifddpftczprcome 494 12 mesoscopic mesoscopic JJ work_zbpzx43flfaifddpftczprcome 494 13 analysis analysis NN work_zbpzx43flfaifddpftczprcome 494 14 and and CC work_zbpzx43flfaifddpftczprcome 494 15 interpretation interpretation NN work_zbpzx43flfaifddpftczprcome 494 16 . . . work_zbpzx43flfaifddpftczprcome 495 1 In in IN work_zbpzx43flfaifddpftczprcome 495 2 : : : work_zbpzx43flfaifddpftczprcome 495 3 12th 12th JJ work_zbpzx43flfaifddpftczprcome 495 4 International International NNP work_zbpzx43flfaifddpftczprcome 495 5 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 495 6 on on IN work_zbpzx43flfaifddpftczprcome 495 7 Scientometrics Scientometrics NNPS work_zbpzx43flfaifddpftczprcome 495 8 and and CC work_zbpzx43flfaifddpftczprcome 495 9 Informetrics Informetrics NNP work_zbpzx43flfaifddpftczprcome 495 10 , , , work_zbpzx43flfaifddpftczprcome 495 11 Rio Rio NNP work_zbpzx43flfaifddpftczprcome 495 12 de de NNP work_zbpzx43flfaifddpftczprcome 495 13 Janeiro Janeiro NNP work_zbpzx43flfaifddpftczprcome 495 14 : : : work_zbpzx43flfaifddpftczprcome 495 15 ISSI ISSI NNP work_zbpzx43flfaifddpftczprcome 495 16 Society Society NNP work_zbpzx43flfaifddpftczprcome 495 17 , , , work_zbpzx43flfaifddpftczprcome 495 18 1–12 1–12 NNP work_zbpzx43flfaifddpftczprcome 495 19 . . . work_zbpzx43flfaifddpftczprcome 496 1 Vorontsov Vorontsov NNP work_zbpzx43flfaifddpftczprcome 496 2 K K NNP work_zbpzx43flfaifddpftczprcome 496 3 , , , work_zbpzx43flfaifddpftczprcome 496 4 Frei Frei NNP work_zbpzx43flfaifddpftczprcome 496 5 O O NNP work_zbpzx43flfaifddpftczprcome 496 6 , , , work_zbpzx43flfaifddpftczprcome 496 7 Apishev Apishev NNP work_zbpzx43flfaifddpftczprcome 496 8 M M NNP work_zbpzx43flfaifddpftczprcome 496 9 , , , work_zbpzx43flfaifddpftczprcome 496 10 Romov Romov NNP work_zbpzx43flfaifddpftczprcome 496 11 P P NNP work_zbpzx43flfaifddpftczprcome 496 12 , , , work_zbpzx43flfaifddpftczprcome 496 13 Dudarenko Dudarenko NNP work_zbpzx43flfaifddpftczprcome 496 14 M. M. NNP work_zbpzx43flfaifddpftczprcome 496 15 2016 2016 CD work_zbpzx43flfaifddpftczprcome 496 16 . . . work_zbpzx43flfaifddpftczprcome 497 1 Bigartm Bigartm NNP work_zbpzx43flfaifddpftczprcome 497 2 . . . work_zbpzx43flfaifddpftczprcome 498 1 v0.8.2 v0.8.2 NNP work_zbpzx43flfaifddpftczprcome 498 2 . . . work_zbpzx43flfaifddpftczprcome 499 1 Available available JJ work_zbpzx43flfaifddpftczprcome 499 2 at at IN work_zbpzx43flfaifddpftczprcome 499 3 https://doi.org/10.5281/zenodo.288960 https://doi.org/10.5281/zenodo.288960 NN work_zbpzx43flfaifddpftczprcome 499 4 . . . work_zbpzx43flfaifddpftczprcome 500 1 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 500 2 D D NNP work_zbpzx43flfaifddpftczprcome 500 3 , , , work_zbpzx43flfaifddpftczprcome 500 4 Cui Cui NNP work_zbpzx43flfaifddpftczprcome 500 5 P P NNP work_zbpzx43flfaifddpftczprcome 500 6 , , , work_zbpzx43flfaifddpftczprcome 500 7 Zhu Zhu NNP work_zbpzx43flfaifddpftczprcome 500 8 W. W. NNP work_zbpzx43flfaifddpftczprcome 500 9 2016 2016 CD work_zbpzx43flfaifddpftczprcome 500 10 . . . work_zbpzx43flfaifddpftczprcome 501 1 Structural structural JJ work_zbpzx43flfaifddpftczprcome 501 2 deep deep JJ work_zbpzx43flfaifddpftczprcome 501 3 network network NN work_zbpzx43flfaifddpftczprcome 501 4 embedding embedding NN work_zbpzx43flfaifddpftczprcome 501 5 . . . work_zbpzx43flfaifddpftczprcome 502 1 In in IN work_zbpzx43flfaifddpftczprcome 502 2 : : : work_zbpzx43flfaifddpftczprcome 502 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 502 4 of of IN work_zbpzx43flfaifddpftczprcome 502 5 the the DT work_zbpzx43flfaifddpftczprcome 502 6 22nd 22nd JJ work_zbpzx43flfaifddpftczprcome 502 7 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 502 8 SIGKDD SIGKDD NNP work_zbpzx43flfaifddpftczprcome 502 9 International International NNP work_zbpzx43flfaifddpftczprcome 502 10 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 502 11 on on IN work_zbpzx43flfaifddpftczprcome 502 12 Knowledge Knowledge NNP work_zbpzx43flfaifddpftczprcome 502 13 Discovery Discovery NNP work_zbpzx43flfaifddpftczprcome 502 14 and and CC work_zbpzx43flfaifddpftczprcome 502 15 Data Data NNP work_zbpzx43flfaifddpftczprcome 502 16 Mining Mining NNP work_zbpzx43flfaifddpftczprcome 502 17 , , , work_zbpzx43flfaifddpftczprcome 502 18 KDD KDD NNP work_zbpzx43flfaifddpftczprcome 502 19 ’ ' '' work_zbpzx43flfaifddpftczprcome 502 20 16 16 CD work_zbpzx43flfaifddpftczprcome 502 21 . . . work_zbpzx43flfaifddpftczprcome 503 1 New New NNP work_zbpzx43flfaifddpftczprcome 503 2 York York NNP work_zbpzx43flfaifddpftczprcome 503 3 : : : work_zbpzx43flfaifddpftczprcome 503 4 ACM ACM NNP work_zbpzx43flfaifddpftczprcome 503 5 , , , work_zbpzx43flfaifddpftczprcome 503 6 1225–1234 1225–1234 CD work_zbpzx43flfaifddpftczprcome 503 7 . . . work_zbpzx43flfaifddpftczprcome 504 1 Wang Wang NNP work_zbpzx43flfaifddpftczprcome 504 2 P P NNP work_zbpzx43flfaifddpftczprcome 504 3 , , , work_zbpzx43flfaifddpftczprcome 504 4 Xu Xu NNP work_zbpzx43flfaifddpftczprcome 504 5 B B NNP work_zbpzx43flfaifddpftczprcome 504 6 , , , work_zbpzx43flfaifddpftczprcome 504 7 Wu Wu NNP work_zbpzx43flfaifddpftczprcome 504 8 Y Y NNP work_zbpzx43flfaifddpftczprcome 504 9 , , , work_zbpzx43flfaifddpftczprcome 504 10 Zhou Zhou NNP work_zbpzx43flfaifddpftczprcome 504 11 X. X. NNP work_zbpzx43flfaifddpftczprcome 505 1 2015 2015 CD work_zbpzx43flfaifddpftczprcome 505 2 . . . work_zbpzx43flfaifddpftczprcome 506 1 Link link VB work_zbpzx43flfaifddpftczprcome 506 2 prediction prediction NN work_zbpzx43flfaifddpftczprcome 506 3 in in IN work_zbpzx43flfaifddpftczprcome 506 4 social social JJ work_zbpzx43flfaifddpftczprcome 506 5 networks network NNS work_zbpzx43flfaifddpftczprcome 506 6 : : : work_zbpzx43flfaifddpftczprcome 506 7 the the DT work_zbpzx43flfaifddpftczprcome 506 8 state state NN work_zbpzx43flfaifddpftczprcome 506 9 - - HYPH work_zbpzx43flfaifddpftczprcome 506 10 of of IN work_zbpzx43flfaifddpftczprcome 506 11 - - HYPH work_zbpzx43flfaifddpftczprcome 506 12 the the DT work_zbpzx43flfaifddpftczprcome 506 13 - - HYPH work_zbpzx43flfaifddpftczprcome 506 14 art art NN work_zbpzx43flfaifddpftczprcome 506 15 . . . work_zbpzx43flfaifddpftczprcome 507 1 Science Science NNP work_zbpzx43flfaifddpftczprcome 507 2 China China NNP work_zbpzx43flfaifddpftczprcome 507 3 Information Information NNP work_zbpzx43flfaifddpftczprcome 507 4 Sciences Sciences NNPS work_zbpzx43flfaifddpftczprcome 507 5 58(1):1–38 58(1):1–38 CD work_zbpzx43flfaifddpftczprcome 507 6 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 507 7 10.1007 10.1007 CD work_zbpzx43flfaifddpftczprcome 507 8 / / SYM work_zbpzx43flfaifddpftczprcome 507 9 s11432 s11432 CD work_zbpzx43flfaifddpftczprcome 507 10 - - HYPH work_zbpzx43flfaifddpftczprcome 507 11 014 014 CD work_zbpzx43flfaifddpftczprcome 507 12 - - HYPH work_zbpzx43flfaifddpftczprcome 507 13 5237-y 5237-y NNP work_zbpzx43flfaifddpftczprcome 507 14 . . . work_zbpzx43flfaifddpftczprcome 508 1 Wasserman Wasserman NNP work_zbpzx43flfaifddpftczprcome 508 2 S S NNP work_zbpzx43flfaifddpftczprcome 508 3 , , , work_zbpzx43flfaifddpftczprcome 508 4 Faust Faust NNP work_zbpzx43flfaifddpftczprcome 508 5 K. K. NNP work_zbpzx43flfaifddpftczprcome 508 6 1994 1994 CD work_zbpzx43flfaifddpftczprcome 508 7 . . . work_zbpzx43flfaifddpftczprcome 509 1 Social social JJ work_zbpzx43flfaifddpftczprcome 509 2 network network NN work_zbpzx43flfaifddpftczprcome 509 3 analysis analysis NN work_zbpzx43flfaifddpftczprcome 509 4 : : : work_zbpzx43flfaifddpftczprcome 509 5 methods method NNS work_zbpzx43flfaifddpftczprcome 509 6 and and CC work_zbpzx43flfaifddpftczprcome 509 7 applications application NNS work_zbpzx43flfaifddpftczprcome 509 8 . . . work_zbpzx43flfaifddpftczprcome 510 1 Vol Vol NNP work_zbpzx43flfaifddpftczprcome 510 2 . . . work_zbpzx43flfaifddpftczprcome 511 1 8 8 LS work_zbpzx43flfaifddpftczprcome 511 2 . . . work_zbpzx43flfaifddpftczprcome 512 1 Cambridge Cambridge NNP work_zbpzx43flfaifddpftczprcome 512 2 : : : work_zbpzx43flfaifddpftczprcome 512 3 Cambridge Cambridge NNP work_zbpzx43flfaifddpftczprcome 512 4 University University NNP work_zbpzx43flfaifddpftczprcome 512 5 Press Press NNP work_zbpzx43flfaifddpftczprcome 512 6 . . . work_zbpzx43flfaifddpftczprcome 513 1 Wu Wu NNP work_zbpzx43flfaifddpftczprcome 513 2 H H NNP work_zbpzx43flfaifddpftczprcome 513 3 , , , work_zbpzx43flfaifddpftczprcome 513 4 Lerman Lerman NNP work_zbpzx43flfaifddpftczprcome 513 5 K. K. NNP work_zbpzx43flfaifddpftczprcome 513 6 2017 2017 CD work_zbpzx43flfaifddpftczprcome 513 7 . . . work_zbpzx43flfaifddpftczprcome 514 1 Network network NN work_zbpzx43flfaifddpftczprcome 514 2 vector vector NN work_zbpzx43flfaifddpftczprcome 514 3 : : : work_zbpzx43flfaifddpftczprcome 514 4 distributed distribute VBN work_zbpzx43flfaifddpftczprcome 514 5 representations representation NNS work_zbpzx43flfaifddpftczprcome 514 6 of of IN work_zbpzx43flfaifddpftczprcome 514 7 networks network NNS work_zbpzx43flfaifddpftczprcome 514 8 with with IN work_zbpzx43flfaifddpftczprcome 514 9 global global JJ work_zbpzx43flfaifddpftczprcome 514 10 context context NN work_zbpzx43flfaifddpftczprcome 514 11 . . . work_zbpzx43flfaifddpftczprcome 515 1 arXiv arXiv NNP work_zbpzx43flfaifddpftczprcome 515 2 preprint preprint NN work_zbpzx43flfaifddpftczprcome 515 3 arXiv:1709.02448 arXiv:1709.02448 NNS work_zbpzx43flfaifddpftczprcome 515 4 . . . work_zbpzx43flfaifddpftczprcome 516 1 Yan Yan NNP work_zbpzx43flfaifddpftczprcome 516 2 E E NNP work_zbpzx43flfaifddpftczprcome 516 3 , , , work_zbpzx43flfaifddpftczprcome 516 4 Ding Ding NNP work_zbpzx43flfaifddpftczprcome 516 5 Y. Y. NNP work_zbpzx43flfaifddpftczprcome 517 1 2009 2009 CD work_zbpzx43flfaifddpftczprcome 517 2 . . . work_zbpzx43flfaifddpftczprcome 518 1 Applying apply VBG work_zbpzx43flfaifddpftczprcome 518 2 centrality centrality NN work_zbpzx43flfaifddpftczprcome 518 3 measures measure NNS work_zbpzx43flfaifddpftczprcome 518 4 to to TO work_zbpzx43flfaifddpftczprcome 518 5 impact impact VB work_zbpzx43flfaifddpftczprcome 518 6 analysis analysis NN work_zbpzx43flfaifddpftczprcome 518 7 : : : work_zbpzx43flfaifddpftczprcome 518 8 a a DT work_zbpzx43flfaifddpftczprcome 518 9 coauthorship coauthorship NN work_zbpzx43flfaifddpftczprcome 518 10 network network NN work_zbpzx43flfaifddpftczprcome 518 11 analysis analysis NN work_zbpzx43flfaifddpftczprcome 518 12 . . . work_zbpzx43flfaifddpftczprcome 519 1 Journal Journal NNP work_zbpzx43flfaifddpftczprcome 519 2 of of IN work_zbpzx43flfaifddpftczprcome 519 3 the the DT work_zbpzx43flfaifddpftczprcome 519 4 American American NNP work_zbpzx43flfaifddpftczprcome 519 5 Society Society NNP work_zbpzx43flfaifddpftczprcome 519 6 for for IN work_zbpzx43flfaifddpftczprcome 519 7 Information Information NNP work_zbpzx43flfaifddpftczprcome 519 8 Science Science NNP work_zbpzx43flfaifddpftczprcome 519 9 and and CC work_zbpzx43flfaifddpftczprcome 519 10 Technology Technology NNP work_zbpzx43flfaifddpftczprcome 519 11 60(10):2107–2118 60(10):2107–2118 CD work_zbpzx43flfaifddpftczprcome 519 12 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 519 13 10.1002 10.1002 CD work_zbpzx43flfaifddpftczprcome 519 14 / / SYM work_zbpzx43flfaifddpftczprcome 519 15 asi.21128 asi.21128 NNP work_zbpzx43flfaifddpftczprcome 519 16 . . . work_zbpzx43flfaifddpftczprcome 520 1 Yan Yan NNP work_zbpzx43flfaifddpftczprcome 520 2 S S NNP work_zbpzx43flfaifddpftczprcome 520 3 , , , work_zbpzx43flfaifddpftczprcome 520 4 Xu Xu NNP work_zbpzx43flfaifddpftczprcome 520 5 D D NNP work_zbpzx43flfaifddpftczprcome 520 6 , , , work_zbpzx43flfaifddpftczprcome 520 7 Zhang Zhang NNP work_zbpzx43flfaifddpftczprcome 520 8 B B NNP work_zbpzx43flfaifddpftczprcome 520 9 , , , work_zbpzx43flfaifddpftczprcome 520 10 Zhang Zhang NNP work_zbpzx43flfaifddpftczprcome 520 11 HJ HJ NNP work_zbpzx43flfaifddpftczprcome 520 12 , , , work_zbpzx43flfaifddpftczprcome 520 13 Yang Yang NNP work_zbpzx43flfaifddpftczprcome 520 14 Q Q NNP work_zbpzx43flfaifddpftczprcome 520 15 , , , work_zbpzx43flfaifddpftczprcome 520 16 Lin Lin NNP work_zbpzx43flfaifddpftczprcome 520 17 S. S. NNP work_zbpzx43flfaifddpftczprcome 520 18 2007 2007 CD work_zbpzx43flfaifddpftczprcome 520 19 . . . work_zbpzx43flfaifddpftczprcome 521 1 Graph graph NN work_zbpzx43flfaifddpftczprcome 521 2 embedding embedding NN work_zbpzx43flfaifddpftczprcome 521 3 and and CC work_zbpzx43flfaifddpftczprcome 521 4 extensions extension NNS work_zbpzx43flfaifddpftczprcome 521 5 : : : work_zbpzx43flfaifddpftczprcome 521 6 a a DT work_zbpzx43flfaifddpftczprcome 521 7 general general JJ work_zbpzx43flfaifddpftczprcome 521 8 framework framework NN work_zbpzx43flfaifddpftczprcome 521 9 for for IN work_zbpzx43flfaifddpftczprcome 521 10 dimensionality dimensionality NN work_zbpzx43flfaifddpftczprcome 521 11 reduction reduction NN work_zbpzx43flfaifddpftczprcome 521 12 . . . work_zbpzx43flfaifddpftczprcome 522 1 IEEE IEEE NNP work_zbpzx43flfaifddpftczprcome 522 2 Transactions transaction NNS work_zbpzx43flfaifddpftczprcome 522 3 on on IN work_zbpzx43flfaifddpftczprcome 522 4 Pattern Pattern NNP work_zbpzx43flfaifddpftczprcome 522 5 Analysis Analysis NNP work_zbpzx43flfaifddpftczprcome 522 6 and and CC work_zbpzx43flfaifddpftczprcome 522 7 Machine Machine NNP work_zbpzx43flfaifddpftczprcome 522 8 Intelligence Intelligence NNP work_zbpzx43flfaifddpftczprcome 522 9 29(1):40–51 29(1):40–51 CD work_zbpzx43flfaifddpftczprcome 522 10 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 522 11 10.1109 10.1109 CD work_zbpzx43flfaifddpftczprcome 522 12 / / SYM work_zbpzx43flfaifddpftczprcome 522 13 tpami.2007.250598 tpami.2007.250598 CD work_zbpzx43flfaifddpftczprcome 522 14 . . . work_zbpzx43flfaifddpftczprcome 523 1 Yang Yang NNP work_zbpzx43flfaifddpftczprcome 523 2 C C NNP work_zbpzx43flfaifddpftczprcome 523 3 , , , work_zbpzx43flfaifddpftczprcome 523 4 Liu Liu NNP work_zbpzx43flfaifddpftczprcome 523 5 Z Z NNP work_zbpzx43flfaifddpftczprcome 523 6 , , , work_zbpzx43flfaifddpftczprcome 523 7 Zhao Zhao NNP work_zbpzx43flfaifddpftczprcome 523 8 D D NNP work_zbpzx43flfaifddpftczprcome 523 9 , , , work_zbpzx43flfaifddpftczprcome 523 10 Sun Sun NNP work_zbpzx43flfaifddpftczprcome 523 11 M M NNP work_zbpzx43flfaifddpftczprcome 523 12 , , , work_zbpzx43flfaifddpftczprcome 523 13 Chang Chang NNP work_zbpzx43flfaifddpftczprcome 523 14 EY EY NNP work_zbpzx43flfaifddpftczprcome 523 15 . . . work_zbpzx43flfaifddpftczprcome 524 1 2015 2015 CD work_zbpzx43flfaifddpftczprcome 524 2 . . . work_zbpzx43flfaifddpftczprcome 525 1 Network network NN work_zbpzx43flfaifddpftczprcome 525 2 representation representation NN work_zbpzx43flfaifddpftczprcome 525 3 learning learn VBG work_zbpzx43flfaifddpftczprcome 525 4 with with IN work_zbpzx43flfaifddpftczprcome 525 5 rich rich JJ work_zbpzx43flfaifddpftczprcome 525 6 text text NN work_zbpzx43flfaifddpftczprcome 525 7 information information NN work_zbpzx43flfaifddpftczprcome 525 8 . . . work_zbpzx43flfaifddpftczprcome 526 1 In in IN work_zbpzx43flfaifddpftczprcome 526 2 : : : work_zbpzx43flfaifddpftczprcome 526 3 Proceedings proceeding NNS work_zbpzx43flfaifddpftczprcome 526 4 of of IN work_zbpzx43flfaifddpftczprcome 526 5 the the DT work_zbpzx43flfaifddpftczprcome 526 6 24th 24th JJ work_zbpzx43flfaifddpftczprcome 526 7 International International NNP work_zbpzx43flfaifddpftczprcome 526 8 Joint Joint NNP work_zbpzx43flfaifddpftczprcome 526 9 Conference Conference NNP work_zbpzx43flfaifddpftczprcome 526 10 on on IN work_zbpzx43flfaifddpftczprcome 526 11 Artificial Artificial NNP work_zbpzx43flfaifddpftczprcome 526 12 Intelligence Intelligence NNP work_zbpzx43flfaifddpftczprcome 526 13 , , , work_zbpzx43flfaifddpftczprcome 526 14 Palo Palo NNP work_zbpzx43flfaifddpftczprcome 526 15 Alto Alto NNP work_zbpzx43flfaifddpftczprcome 526 16 , , , work_zbpzx43flfaifddpftczprcome 526 17 CA CA NNP work_zbpzx43flfaifddpftczprcome 526 18 , , , work_zbpzx43flfaifddpftczprcome 526 19 USA USA NNP work_zbpzx43flfaifddpftczprcome 526 20 , , , work_zbpzx43flfaifddpftczprcome 526 21 2111–2117 2111–2117 CD work_zbpzx43flfaifddpftczprcome 526 22 . . . work_zbpzx43flfaifddpftczprcome 527 1 Makarov Makarov NNP work_zbpzx43flfaifddpftczprcome 527 2 et et NNP work_zbpzx43flfaifddpftczprcome 527 3 al al NNP work_zbpzx43flfaifddpftczprcome 527 4 . . . work_zbpzx43flfaifddpftczprcome 528 1 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 528 2 2019 2019 CD work_zbpzx43flfaifddpftczprcome 528 3 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 528 4 , , , work_zbpzx43flfaifddpftczprcome 528 5 PeerJ PeerJ NNP work_zbpzx43flfaifddpftczprcome 528 6 Comput Comput NNP work_zbpzx43flfaifddpftczprcome 528 7 . . . work_zbpzx43flfaifddpftczprcome 529 1 Sci Sci NNP work_zbpzx43flfaifddpftczprcome 529 2 . . NNP work_zbpzx43flfaifddpftczprcome 529 3 , , , work_zbpzx43flfaifddpftczprcome 529 4 DOI DOI NNP work_zbpzx43flfaifddpftczprcome 529 5 10.7717 10.7717 CD work_zbpzx43flfaifddpftczprcome 529 6 / / SYM work_zbpzx43flfaifddpftczprcome 529 7 peerj peerj NNP work_zbpzx43flfaifddpftczprcome 529 8 - - HYPH work_zbpzx43flfaifddpftczprcome 529 9 cs.172 cs.172 NNP work_zbpzx43flfaifddpftczprcome 529 10 20/20 20/20 CD work_zbpzx43flfaifddpftczprcome 529 11 http://dx.doi.org/10.1007/s10618-010-0210-x http://dx.doi.org/10.1007/s10618-010-0210-x NNP work_zbpzx43flfaifddpftczprcome 529 12 http://dx.doi.org/10.1126/science.290.5500.2319 http://dx.doi.org/10.1126/science.290.5500.2319 NNP work_zbpzx43flfaifddpftczprcome 529 13 https://doi.org/10.5281/zenodo.288960 https://doi.org/10.5281/zenodo.288960 NN work_zbpzx43flfaifddpftczprcome 529 14 http://dx.doi.org/10.1007/s11432-014-5237-y http://dx.doi.org/10.1007/s11432-014-5237-y NNP work_zbpzx43flfaifddpftczprcome 529 15 http://dx.doi.org/10.1002/asi.21128 http://dx.doi.org/10.1002/asi.21128 SYM work_zbpzx43flfaifddpftczprcome 529 16 http://dx.doi.org/10.1109/tpami.2007.250598 http://dx.doi.org/10.1109/tpami.2007.250598 NNP work_zbpzx43flfaifddpftczprcome 529 17 http://dx.doi.org/10.7717/peerj-cs.172 http://dx.doi.org/10.7717/peerj-cs.172 CD work_zbpzx43flfaifddpftczprcome 529 18 https://peerj.com/computer-science/ https://peerj.com/computer-science/ NNS work_zbpzx43flfaifddpftczprcome 529 19 Dual dual JJ work_zbpzx43flfaifddpftczprcome 529 20 network network NN work_zbpzx43flfaifddpftczprcome 529 21 embedding embed VBG work_zbpzx43flfaifddpftczprcome 529 22 for for IN work_zbpzx43flfaifddpftczprcome 529 23 representing represent VBG work_zbpzx43flfaifddpftczprcome 529 24 research research NN work_zbpzx43flfaifddpftczprcome 529 25 interests interest NNS work_zbpzx43flfaifddpftczprcome 529 26 in in IN work_zbpzx43flfaifddpftczprcome 529 27 the the DT work_zbpzx43flfaifddpftczprcome 529 28 link link NN work_zbpzx43flfaifddpftczprcome 529 29 prediction prediction NN work_zbpzx43flfaifddpftczprcome 529 30 problem problem NN work_zbpzx43flfaifddpftczprcome 529 31 on on IN work_zbpzx43flfaifddpftczprcome 529 32 co co JJ work_zbpzx43flfaifddpftczprcome 529 33 - - JJ work_zbpzx43flfaifddpftczprcome 529 34 authorship authorship NN work_zbpzx43flfaifddpftczprcome 529 35 networks network NNS work_zbpzx43flfaifddpftczprcome 529 36 Introduction introduction NN work_zbpzx43flfaifddpftczprcome 529 37 Related Related NNP work_zbpzx43flfaifddpftczprcome 529 38 Work Work NNP work_zbpzx43flfaifddpftczprcome 529 39 Dataset dataset NN work_zbpzx43flfaifddpftczprcome 529 40 Description description NN work_zbpzx43flfaifddpftczprcome 529 41 and and CC work_zbpzx43flfaifddpftczprcome 529 42 Preprocessing Preprocessing NNP work_zbpzx43flfaifddpftczprcome 529 43 Feature Feature NNP work_zbpzx43flfaifddpftczprcome 529 44 Engineering Engineering NNP work_zbpzx43flfaifddpftczprcome 529 45 Link Link NNP work_zbpzx43flfaifddpftczprcome 529 46 Embeddings Embeddings NNP work_zbpzx43flfaifddpftczprcome 529 47 Training Training NNP work_zbpzx43flfaifddpftczprcome 529 48 Model Model NNP work_zbpzx43flfaifddpftczprcome 529 49 Experiments Experiments NNPS work_zbpzx43flfaifddpftczprcome 529 50 for for IN work_zbpzx43flfaifddpftczprcome 529 51 a a DT work_zbpzx43flfaifddpftczprcome 529 52 Large Large NNP work_zbpzx43flfaifddpftczprcome 529 53 Network Network NNP work_zbpzx43flfaifddpftczprcome 529 54 Discussion Discussion NNP work_zbpzx43flfaifddpftczprcome 529 55 Conclusion Conclusion NNP work_zbpzx43flfaifddpftczprcome 529 56 flink10 flink10 VBZ work_zbpzx43flfaifddpftczprcome 529 57 References References NNPS work_zbpzx43flfaifddpftczprcome 529 58 < < XX work_zbpzx43flfaifddpftczprcome 529 59 < < XX work_zbpzx43flfaifddpftczprcome 529 60 /ASCII85EncodePages /ASCII85EncodePages , work_zbpzx43flfaifddpftczprcome 529 61 false false JJ work_zbpzx43flfaifddpftczprcome 529 62 /AllowTransparency /allowtransparency NN work_zbpzx43flfaifddpftczprcome 529 63 false false JJ work_zbpzx43flfaifddpftczprcome 529 64 /AutoPositionEPSFiles /AutoPositionEPSFiles . work_zbpzx43flfaifddpftczprcome 529 65 true true JJ work_zbpzx43flfaifddpftczprcome 529 66 /AutoRotatePages /AutoRotatePages . work_zbpzx43flfaifddpftczprcome 529 67 /None /None NFP work_zbpzx43flfaifddpftczprcome 529 68 /Binding /Binding . work_zbpzx43flfaifddpftczprcome 529 69 /Left /Left . work_zbpzx43flfaifddpftczprcome 529 70 /CalGrayProfile /CalGrayProfile . work_zbpzx43flfaifddpftczprcome 529 71 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 529 72 Dot dot NN work_zbpzx43flfaifddpftczprcome 529 73 Gain Gain NNP work_zbpzx43flfaifddpftczprcome 529 74 20 20 CD work_zbpzx43flfaifddpftczprcome 529 75 % % NN work_zbpzx43flfaifddpftczprcome 529 76 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 529 77 /CalRGBProfile /CalRGBProfile . work_zbpzx43flfaifddpftczprcome 529 78 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 529 79 sRGB srgb NN work_zbpzx43flfaifddpftczprcome 529 80 IEC61966 IEC61966 NNP work_zbpzx43flfaifddpftczprcome 529 81 - - HYPH work_zbpzx43flfaifddpftczprcome 529 82 2.1 2.1 CD work_zbpzx43flfaifddpftczprcome 529 83 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 529 84 /CalCMYKProfile /CalCMYKProfile . work_zbpzx43flfaifddpftczprcome 529 85 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 529 86 U.S. U.S. NNP work_zbpzx43flfaifddpftczprcome 530 1 Web web NN work_zbpzx43flfaifddpftczprcome 530 2 Coated Coated NNP work_zbpzx43flfaifddpftczprcome 530 3 \050SWOP\051 \050SWOP\051 NNP work_zbpzx43flfaifddpftczprcome 530 4 v2 v2 NN work_zbpzx43flfaifddpftczprcome 530 5 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 530 6 /sRGBProfile /sRGBProfile . work_zbpzx43flfaifddpftczprcome 530 7 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 530 8 sRGB srgb NN work_zbpzx43flfaifddpftczprcome 530 9 IEC61966 IEC61966 NNP work_zbpzx43flfaifddpftczprcome 530 10 - - HYPH work_zbpzx43flfaifddpftczprcome 530 11 2.1 2.1 CD work_zbpzx43flfaifddpftczprcome 530 12 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 530 13 /CannotEmbedFontPolicy /CannotEmbedFontPolicy . work_zbpzx43flfaifddpftczprcome 530 14 /Warning /Warning NFP work_zbpzx43flfaifddpftczprcome 530 15 /CompatibilityLevel /compatibilitylevel NN work_zbpzx43flfaifddpftczprcome 530 16 1.4 1.4 CD work_zbpzx43flfaifddpftczprcome 530 17 /CompressObjects /CompressObjects . work_zbpzx43flfaifddpftczprcome 530 18 /Off /Off . work_zbpzx43flfaifddpftczprcome 530 19 /CompressPages /CompressPages . work_zbpzx43flfaifddpftczprcome 530 20 true true JJ work_zbpzx43flfaifddpftczprcome 530 21 /ConvertImagesToIndexed /ConvertImagesToIndexed . work_zbpzx43flfaifddpftczprcome 530 22 true true JJ work_zbpzx43flfaifddpftczprcome 530 23 /PassThroughJPEGImages /PassThroughJPEGImages . work_zbpzx43flfaifddpftczprcome 530 24 true true JJ work_zbpzx43flfaifddpftczprcome 530 25 /CreateJobTicket /createjobticket NN work_zbpzx43flfaifddpftczprcome 530 26 false false JJ work_zbpzx43flfaifddpftczprcome 530 27 /DefaultRenderingIntent /DefaultRenderingIntent NFP work_zbpzx43flfaifddpftczprcome 530 28 /Default /Default . work_zbpzx43flfaifddpftczprcome 530 29 /DetectBlends /DetectBlends NFP work_zbpzx43flfaifddpftczprcome 530 30 true true JJ work_zbpzx43flfaifddpftczprcome 530 31 /DetectCurves /DetectCurves . work_zbpzx43flfaifddpftczprcome 530 32 0.0000 0.0000 CD work_zbpzx43flfaifddpftczprcome 530 33 /ColorConversionStrategy /ColorConversionStrategy . work_zbpzx43flfaifddpftczprcome 530 34 /LeaveColorUnchanged /LeaveColorUnchanged . work_zbpzx43flfaifddpftczprcome 530 35 /DoThumbnails /DoThumbnails NNP work_zbpzx43flfaifddpftczprcome 530 36 false false JJ work_zbpzx43flfaifddpftczprcome 530 37 /EmbedAllFonts /embedallfont NNS work_zbpzx43flfaifddpftczprcome 530 38 true true JJ work_zbpzx43flfaifddpftczprcome 530 39 /EmbedOpenType /EmbedOpenType . work_zbpzx43flfaifddpftczprcome 530 40 false false JJ work_zbpzx43flfaifddpftczprcome 530 41 /ParseICCProfilesInComments /ParseICCProfilesInComments . work_zbpzx43flfaifddpftczprcome 530 42 true true JJ work_zbpzx43flfaifddpftczprcome 530 43 /EmbedJobOptions /embedjoboption NNS work_zbpzx43flfaifddpftczprcome 530 44 true true JJ work_zbpzx43flfaifddpftczprcome 530 45 /DSCReportingLevel /DSCReportingLevel . work_zbpzx43flfaifddpftczprcome 530 46 0 0 NFP work_zbpzx43flfaifddpftczprcome 530 47 /EmitDSCWarnings /EmitDSCWarnings . work_zbpzx43flfaifddpftczprcome 530 48 false false JJ work_zbpzx43flfaifddpftczprcome 530 49 /EndPage /endpage NN work_zbpzx43flfaifddpftczprcome 530 50 -1 -1 . work_zbpzx43flfaifddpftczprcome 530 51 /ImageMemory /imagememory NN work_zbpzx43flfaifddpftczprcome 530 52 1048576 1048576 CD work_zbpzx43flfaifddpftczprcome 530 53 /LockDistillerParams /lockdistillerparams CD work_zbpzx43flfaifddpftczprcome 530 54 false false JJ work_zbpzx43flfaifddpftczprcome 530 55 /MaxSubsetPct /MaxSubsetPct NNP work_zbpzx43flfaifddpftczprcome 530 56 100 100 CD work_zbpzx43flfaifddpftczprcome 530 57 /Optimize /optimize VBP work_zbpzx43flfaifddpftczprcome 530 58 true true JJ work_zbpzx43flfaifddpftczprcome 530 59 /OPM /OPM . work_zbpzx43flfaifddpftczprcome 530 60 1 1 CD work_zbpzx43flfaifddpftczprcome 530 61 /ParseDSCComments /ParseDSCComments . work_zbpzx43flfaifddpftczprcome 530 62 true true JJ work_zbpzx43flfaifddpftczprcome 530 63 /ParseDSCCommentsForDocInfo /ParseDSCCommentsForDocInfo . work_zbpzx43flfaifddpftczprcome 530 64 true true JJ work_zbpzx43flfaifddpftczprcome 530 65 /PreserveCopyPage /PreserveCopyPage . work_zbpzx43flfaifddpftczprcome 530 66 true true JJ work_zbpzx43flfaifddpftczprcome 530 67 /PreserveDICMYKValues /PreserveDICMYKValues . work_zbpzx43flfaifddpftczprcome 530 68 true true JJ work_zbpzx43flfaifddpftczprcome 530 69 /PreserveEPSInfo /PreserveEPSInfo . work_zbpzx43flfaifddpftczprcome 530 70 true true JJ work_zbpzx43flfaifddpftczprcome 530 71 /PreserveFlatness /PreserveFlatness . work_zbpzx43flfaifddpftczprcome 530 72 true true JJ work_zbpzx43flfaifddpftczprcome 530 73 /PreserveHalftoneInfo /preservehalftoneinfo CD work_zbpzx43flfaifddpftczprcome 530 74 false false JJ work_zbpzx43flfaifddpftczprcome 530 75 /PreserveOPIComments /PreserveOPIComments , work_zbpzx43flfaifddpftczprcome 530 76 false false JJ work_zbpzx43flfaifddpftczprcome 530 77 /PreserveOverprintSettings /PreserveOverprintSettings . work_zbpzx43flfaifddpftczprcome 530 78 true true JJ work_zbpzx43flfaifddpftczprcome 530 79 /StartPage /StartPage : work_zbpzx43flfaifddpftczprcome 530 80 1 1 CD work_zbpzx43flfaifddpftczprcome 530 81 /SubsetFonts /subsetfonts CD work_zbpzx43flfaifddpftczprcome 530 82 true true JJ work_zbpzx43flfaifddpftczprcome 530 83 /TransferFunctionInfo /TransferFunctionInfo . work_zbpzx43flfaifddpftczprcome 530 84 /Apply /apply JJ work_zbpzx43flfaifddpftczprcome 530 85 /UCRandBGInfo /UCRandBGInfo . work_zbpzx43flfaifddpftczprcome 530 86 /Preserve /Preserve : work_zbpzx43flfaifddpftczprcome 530 87 /UsePrologue /UsePrologue NFP work_zbpzx43flfaifddpftczprcome 530 88 false false JJ work_zbpzx43flfaifddpftczprcome 530 89 /ColorSettingsFile /ColorSettingsFile . work_zbpzx43flfaifddpftczprcome 530 90 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 530 91 None none NN work_zbpzx43flfaifddpftczprcome 530 92 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 530 93 /AlwaysEmbed /alwaysembed VB work_zbpzx43flfaifddpftczprcome 530 94 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 95 true true JJ work_zbpzx43flfaifddpftczprcome 530 96 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 97 /NeverEmbed /neverembe VBN work_zbpzx43flfaifddpftczprcome 530 98 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 99 true true JJ work_zbpzx43flfaifddpftczprcome 530 100 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 101 /AntiAliasColorImages /AntiAliasColorImages NFP work_zbpzx43flfaifddpftczprcome 530 102 false false JJ work_zbpzx43flfaifddpftczprcome 530 103 /CropColorImages /cropcolorimage NNS work_zbpzx43flfaifddpftczprcome 530 104 true true JJ work_zbpzx43flfaifddpftczprcome 530 105 /ColorImageMinResolution /colorimageminresolution NN work_zbpzx43flfaifddpftczprcome 530 106 300 300 CD work_zbpzx43flfaifddpftczprcome 530 107 /ColorImageMinResolutionPolicy /colorimageminresolutionpolicy SYM work_zbpzx43flfaifddpftczprcome 530 108 /OK /OK . work_zbpzx43flfaifddpftczprcome 530 109 /DownsampleColorImages /DownsampleColorImages NFP work_zbpzx43flfaifddpftczprcome 530 110 false false JJ work_zbpzx43flfaifddpftczprcome 530 111 /ColorImageDownsampleType /ColorImageDownsampleType NNS work_zbpzx43flfaifddpftczprcome 530 112 /Average /Average . work_zbpzx43flfaifddpftczprcome 530 113 /ColorImageResolution /ColorImageResolution NFP work_zbpzx43flfaifddpftczprcome 530 114 300 300 CD work_zbpzx43flfaifddpftczprcome 530 115 /ColorImageDepth /colorimagedepth SYM work_zbpzx43flfaifddpftczprcome 530 116 8 8 CD work_zbpzx43flfaifddpftczprcome 530 117 /ColorImageMinDownsampleDepth /colorimagemindownsampledepth SYM work_zbpzx43flfaifddpftczprcome 530 118 1 1 CD work_zbpzx43flfaifddpftczprcome 530 119 /ColorImageDownsampleThreshold /colorimagedownsamplethreshold SYM work_zbpzx43flfaifddpftczprcome 530 120 1.50000 1.50000 CD work_zbpzx43flfaifddpftczprcome 530 121 /EncodeColorImages /EncodeColorImages . work_zbpzx43flfaifddpftczprcome 530 122 true true JJ work_zbpzx43flfaifddpftczprcome 530 123 /ColorImageFilter /ColorImageFilter . work_zbpzx43flfaifddpftczprcome 530 124 /FlateEncode /FlateEncode NFP work_zbpzx43flfaifddpftczprcome 530 125 /AutoFilterColorImages /AutoFilterColorImages NFP work_zbpzx43flfaifddpftczprcome 530 126 false false JJ work_zbpzx43flfaifddpftczprcome 530 127 /ColorImageAutoFilterStrategy /ColorImageAutoFilterStrategy NNP work_zbpzx43flfaifddpftczprcome 530 128 /JPEG /JPEG . work_zbpzx43flfaifddpftczprcome 530 129 /ColorACSImageDict /ColorACSImageDict NNP work_zbpzx43flfaifddpftczprcome 530 130 < < XX work_zbpzx43flfaifddpftczprcome 530 131 < < XX work_zbpzx43flfaifddpftczprcome 530 132 /QFactor /qfactor XX work_zbpzx43flfaifddpftczprcome 530 133 0.15 0.15 CD work_zbpzx43flfaifddpftczprcome 530 134 /HSamples /HSamples . work_zbpzx43flfaifddpftczprcome 530 135 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 136 1 1 CD work_zbpzx43flfaifddpftczprcome 530 137 1 1 CD work_zbpzx43flfaifddpftczprcome 530 138 1 1 CD work_zbpzx43flfaifddpftczprcome 530 139 1 1 CD work_zbpzx43flfaifddpftczprcome 530 140 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 141 /VSamples /VSamples . work_zbpzx43flfaifddpftczprcome 530 142 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 143 1 1 CD work_zbpzx43flfaifddpftczprcome 530 144 1 1 CD work_zbpzx43flfaifddpftczprcome 530 145 1 1 CD work_zbpzx43flfaifddpftczprcome 530 146 1 1 CD work_zbpzx43flfaifddpftczprcome 530 147 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 148 > > XX work_zbpzx43flfaifddpftczprcome 530 149 > > XX work_zbpzx43flfaifddpftczprcome 530 150 /ColorImageDict /ColorImageDict . work_zbpzx43flfaifddpftczprcome 530 151 < < XX work_zbpzx43flfaifddpftczprcome 530 152 < < XX work_zbpzx43flfaifddpftczprcome 530 153 /QFactor /qfactor XX work_zbpzx43flfaifddpftczprcome 530 154 0.15 0.15 CD work_zbpzx43flfaifddpftczprcome 530 155 /HSamples /HSamples . work_zbpzx43flfaifddpftczprcome 530 156 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 157 1 1 CD work_zbpzx43flfaifddpftczprcome 530 158 1 1 CD work_zbpzx43flfaifddpftczprcome 530 159 1 1 CD work_zbpzx43flfaifddpftczprcome 530 160 1 1 CD work_zbpzx43flfaifddpftczprcome 530 161 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 162 /VSamples /VSamples . work_zbpzx43flfaifddpftczprcome 530 163 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 164 1 1 CD work_zbpzx43flfaifddpftczprcome 530 165 1 1 CD work_zbpzx43flfaifddpftczprcome 530 166 1 1 CD work_zbpzx43flfaifddpftczprcome 530 167 1 1 CD work_zbpzx43flfaifddpftczprcome 530 168 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 169 > > XX work_zbpzx43flfaifddpftczprcome 530 170 > > XX work_zbpzx43flfaifddpftczprcome 530 171 /JPEG2000ColorACSImageDict /JPEG2000ColorACSImageDict NFP work_zbpzx43flfaifddpftczprcome 530 172 < < XX work_zbpzx43flfaifddpftczprcome 530 173 < < XX work_zbpzx43flfaifddpftczprcome 530 174 /TileWidth /TileWidth NFP work_zbpzx43flfaifddpftczprcome 530 175 256 256 CD work_zbpzx43flfaifddpftczprcome 530 176 /TileHeight /tileheight SYM work_zbpzx43flfaifddpftczprcome 530 177 256 256 CD work_zbpzx43flfaifddpftczprcome 530 178 /Quality /quality SYM work_zbpzx43flfaifddpftczprcome 530 179 30 30 CD work_zbpzx43flfaifddpftczprcome 530 180 > > NN work_zbpzx43flfaifddpftczprcome 530 181 > > XX work_zbpzx43flfaifddpftczprcome 530 182 /JPEG2000ColorImageDict /JPEG2000ColorImageDict NFP work_zbpzx43flfaifddpftczprcome 530 183 < < XX work_zbpzx43flfaifddpftczprcome 530 184 < < XX work_zbpzx43flfaifddpftczprcome 530 185 /TileWidth /TileWidth NFP work_zbpzx43flfaifddpftczprcome 530 186 256 256 CD work_zbpzx43flfaifddpftczprcome 530 187 /TileHeight /tileheight SYM work_zbpzx43flfaifddpftczprcome 530 188 256 256 CD work_zbpzx43flfaifddpftczprcome 530 189 /Quality /quality SYM work_zbpzx43flfaifddpftczprcome 530 190 30 30 CD work_zbpzx43flfaifddpftczprcome 530 191 > > NN work_zbpzx43flfaifddpftczprcome 530 192 > > XX work_zbpzx43flfaifddpftczprcome 530 193 /AntiAliasGrayImages /AntiAliasGrayImages : work_zbpzx43flfaifddpftczprcome 530 194 false false JJ work_zbpzx43flfaifddpftczprcome 530 195 /CropGrayImages /CropGrayImages . work_zbpzx43flfaifddpftczprcome 530 196 true true JJ work_zbpzx43flfaifddpftczprcome 530 197 /GrayImageMinResolution /GrayImageMinResolution : work_zbpzx43flfaifddpftczprcome 530 198 300 300 CD work_zbpzx43flfaifddpftczprcome 530 199 /GrayImageMinResolutionPolicy /grayimageminresolutionpolicy CD work_zbpzx43flfaifddpftczprcome 530 200 /OK /OK . work_zbpzx43flfaifddpftczprcome 530 201 /DownsampleGrayImages /DownsampleGrayImages , work_zbpzx43flfaifddpftczprcome 530 202 false false JJ work_zbpzx43flfaifddpftczprcome 530 203 /GrayImageDownsampleType /GrayImageDownsampleType . work_zbpzx43flfaifddpftczprcome 530 204 /Average /average NN work_zbpzx43flfaifddpftczprcome 530 205 /GrayImageResolution /GrayImageResolution NFP work_zbpzx43flfaifddpftczprcome 530 206 300 300 CD work_zbpzx43flfaifddpftczprcome 530 207 /GrayImageDepth /grayimagedepth SYM work_zbpzx43flfaifddpftczprcome 530 208 8 8 CD work_zbpzx43flfaifddpftczprcome 530 209 /GrayImageMinDownsampleDepth /grayimagemindownsampledepth SYM work_zbpzx43flfaifddpftczprcome 530 210 2 2 CD work_zbpzx43flfaifddpftczprcome 530 211 /GrayImageDownsampleThreshold /grayimagedownsamplethreshold SYM work_zbpzx43flfaifddpftczprcome 530 212 1.50000 1.50000 CD work_zbpzx43flfaifddpftczprcome 530 213 /EncodeGrayImages /encodegrayimages CD work_zbpzx43flfaifddpftczprcome 530 214 true true JJ work_zbpzx43flfaifddpftczprcome 530 215 /GrayImageFilter /GrayImageFilter NFP work_zbpzx43flfaifddpftczprcome 530 216 /FlateEncode /flateencode NN work_zbpzx43flfaifddpftczprcome 530 217 /AutoFilterGrayImages /AutoFilterGrayImages , work_zbpzx43flfaifddpftczprcome 530 218 false false JJ work_zbpzx43flfaifddpftczprcome 530 219 /GrayImageAutoFilterStrategy /grayimageautofilterstrategy CD work_zbpzx43flfaifddpftczprcome 530 220 /JPEG /JPEG NFP work_zbpzx43flfaifddpftczprcome 530 221 /GrayACSImageDict /GrayACSImageDict NFP work_zbpzx43flfaifddpftczprcome 530 222 < < XX work_zbpzx43flfaifddpftczprcome 530 223 < < XX work_zbpzx43flfaifddpftczprcome 530 224 /QFactor /qfactor XX work_zbpzx43flfaifddpftczprcome 530 225 0.15 0.15 CD work_zbpzx43flfaifddpftczprcome 530 226 /HSamples /HSamples . work_zbpzx43flfaifddpftczprcome 530 227 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 228 1 1 CD work_zbpzx43flfaifddpftczprcome 530 229 1 1 CD work_zbpzx43flfaifddpftczprcome 530 230 1 1 CD work_zbpzx43flfaifddpftczprcome 530 231 1 1 CD work_zbpzx43flfaifddpftczprcome 530 232 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 233 /VSamples /VSamples . work_zbpzx43flfaifddpftczprcome 530 234 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 235 1 1 CD work_zbpzx43flfaifddpftczprcome 530 236 1 1 CD work_zbpzx43flfaifddpftczprcome 530 237 1 1 CD work_zbpzx43flfaifddpftczprcome 530 238 1 1 CD work_zbpzx43flfaifddpftczprcome 530 239 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 240 > > XX work_zbpzx43flfaifddpftczprcome 530 241 > > XX work_zbpzx43flfaifddpftczprcome 530 242 /GrayImageDict /GrayImageDict NFP work_zbpzx43flfaifddpftczprcome 530 243 < < XX work_zbpzx43flfaifddpftczprcome 530 244 < < XX work_zbpzx43flfaifddpftczprcome 530 245 /QFactor /qfactor XX work_zbpzx43flfaifddpftczprcome 530 246 0.15 0.15 CD work_zbpzx43flfaifddpftczprcome 530 247 /HSamples /HSamples . work_zbpzx43flfaifddpftczprcome 530 248 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 249 1 1 CD work_zbpzx43flfaifddpftczprcome 530 250 1 1 CD work_zbpzx43flfaifddpftczprcome 530 251 1 1 CD work_zbpzx43flfaifddpftczprcome 530 252 1 1 CD work_zbpzx43flfaifddpftczprcome 530 253 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 254 /VSamples /VSamples . work_zbpzx43flfaifddpftczprcome 530 255 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 530 256 1 1 CD work_zbpzx43flfaifddpftczprcome 530 257 1 1 CD work_zbpzx43flfaifddpftczprcome 530 258 1 1 CD work_zbpzx43flfaifddpftczprcome 530 259 1 1 CD work_zbpzx43flfaifddpftczprcome 530 260 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 530 261 > > XX work_zbpzx43flfaifddpftczprcome 530 262 > > XX work_zbpzx43flfaifddpftczprcome 530 263 /JPEG2000GrayACSImageDict /JPEG2000GrayACSImageDict NFP work_zbpzx43flfaifddpftczprcome 530 264 < < XX work_zbpzx43flfaifddpftczprcome 530 265 < < XX work_zbpzx43flfaifddpftczprcome 530 266 /TileWidth /TileWidth NFP work_zbpzx43flfaifddpftczprcome 530 267 256 256 CD work_zbpzx43flfaifddpftczprcome 530 268 /TileHeight /tileheight SYM work_zbpzx43flfaifddpftczprcome 530 269 256 256 CD work_zbpzx43flfaifddpftczprcome 530 270 /Quality /quality SYM work_zbpzx43flfaifddpftczprcome 530 271 30 30 CD work_zbpzx43flfaifddpftczprcome 530 272 > > XX work_zbpzx43flfaifddpftczprcome 530 273 > > XX work_zbpzx43flfaifddpftczprcome 530 274 /JPEG2000GrayImageDict /JPEG2000GrayImageDict NNP work_zbpzx43flfaifddpftczprcome 530 275 < < XX work_zbpzx43flfaifddpftczprcome 530 276 < < XX work_zbpzx43flfaifddpftczprcome 530 277 /TileWidth /TileWidth NFP work_zbpzx43flfaifddpftczprcome 530 278 256 256 CD work_zbpzx43flfaifddpftczprcome 530 279 /TileHeight /tileheight SYM work_zbpzx43flfaifddpftczprcome 530 280 256 256 CD work_zbpzx43flfaifddpftczprcome 530 281 /Quality /quality SYM work_zbpzx43flfaifddpftczprcome 530 282 30 30 CD work_zbpzx43flfaifddpftczprcome 530 283 > > NN work_zbpzx43flfaifddpftczprcome 530 284 > > XX work_zbpzx43flfaifddpftczprcome 530 285 /AntiAliasMonoImages /AntiAliasMonoImages : work_zbpzx43flfaifddpftczprcome 530 286 false false JJ work_zbpzx43flfaifddpftczprcome 530 287 /CropMonoImages /CropMonoImages . work_zbpzx43flfaifddpftczprcome 530 288 true true JJ work_zbpzx43flfaifddpftczprcome 530 289 /MonoImageMinResolution /MonoImageMinResolution NFP work_zbpzx43flfaifddpftczprcome 530 290 1200 1200 CD work_zbpzx43flfaifddpftczprcome 530 291 /MonoImageMinResolutionPolicy /MonoImageMinResolutionPolicy NFP work_zbpzx43flfaifddpftczprcome 530 292 /OK /OK , work_zbpzx43flfaifddpftczprcome 530 293 /DownsampleMonoImages /DownsampleMonoImages NFP work_zbpzx43flfaifddpftczprcome 530 294 false false JJ work_zbpzx43flfaifddpftczprcome 530 295 /MonoImageDownsampleType /MonoImageDownsampleType , work_zbpzx43flfaifddpftczprcome 530 296 /Average /average NN work_zbpzx43flfaifddpftczprcome 530 297 /MonoImageResolution /MonoImageResolution NFP work_zbpzx43flfaifddpftczprcome 530 298 1200 1200 CD work_zbpzx43flfaifddpftczprcome 530 299 /MonoImageDepth /monoimagedepth SYM work_zbpzx43flfaifddpftczprcome 530 300 -1 -1 . work_zbpzx43flfaifddpftczprcome 530 301 /MonoImageDownsampleThreshold /MonoImageDownsampleThreshold NFP work_zbpzx43flfaifddpftczprcome 530 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work_zbpzx43flfaifddpftczprcome 534 72 /DestinationProfileSelector /DestinationProfileSelector NFP work_zbpzx43flfaifddpftczprcome 534 73 /NA /NA . work_zbpzx43flfaifddpftczprcome 534 74 /Downsample16BitImages /Downsample16BitImages , work_zbpzx43flfaifddpftczprcome 534 75 true true JJ work_zbpzx43flfaifddpftczprcome 534 76 /FlattenerPreset /FlattenerPreset . work_zbpzx43flfaifddpftczprcome 534 77 < < XX work_zbpzx43flfaifddpftczprcome 534 78 < < XX work_zbpzx43flfaifddpftczprcome 534 79 /PresetSelector /presetselector NN work_zbpzx43flfaifddpftczprcome 534 80 /MediumResolution /MediumResolution . work_zbpzx43flfaifddpftczprcome 534 81 > > XX work_zbpzx43flfaifddpftczprcome 534 82 > > XX work_zbpzx43flfaifddpftczprcome 534 83 /FormElements /formelement NNS work_zbpzx43flfaifddpftczprcome 534 84 false false JJ work_zbpzx43flfaifddpftczprcome 534 85 /GenerateStructure /generatestructure NN work_zbpzx43flfaifddpftczprcome 534 86 true true JJ work_zbpzx43flfaifddpftczprcome 534 87 /IncludeBookmarks /IncludeBookmarks . work_zbpzx43flfaifddpftczprcome 534 88 false false JJ work_zbpzx43flfaifddpftczprcome 534 89 /IncludeHyperlinks /includehyperlinks NN work_zbpzx43flfaifddpftczprcome 534 90 false false JJ work_zbpzx43flfaifddpftczprcome 534 91 /IncludeInteractive /includeinteractive JJ work_zbpzx43flfaifddpftczprcome 534 92 false false JJ work_zbpzx43flfaifddpftczprcome 534 93 /IncludeLayers /IncludeLayers , work_zbpzx43flfaifddpftczprcome 534 94 false false JJ work_zbpzx43flfaifddpftczprcome 534 95 /IncludeProfiles /IncludeProfiles . work_zbpzx43flfaifddpftczprcome 534 96 true true JJ work_zbpzx43flfaifddpftczprcome 534 97 /MultimediaHandling /multimediahandling NN work_zbpzx43flfaifddpftczprcome 534 98 /UseObjectSettings /UseObjectSettings . work_zbpzx43flfaifddpftczprcome 534 99 /Namespace /Namespace . work_zbpzx43flfaifddpftczprcome 534 100 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 534 101 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 534 102 Adobe Adobe NNP work_zbpzx43flfaifddpftczprcome 534 103 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 534 104 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 534 105 CreativeSuite CreativeSuite NNP work_zbpzx43flfaifddpftczprcome 534 106 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 534 107 ( ( -LRB- work_zbpzx43flfaifddpftczprcome 534 108 2.0 2.0 CD work_zbpzx43flfaifddpftczprcome 534 109 ) ) -RRB- work_zbpzx43flfaifddpftczprcome 534 110 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 534 111 /PDFXOutputIntentProfileSelector /pdfxoutputintentprofileselector NN work_zbpzx43flfaifddpftczprcome 534 112 /NA /NA . work_zbpzx43flfaifddpftczprcome 534 113 /PreserveEditing /preserveedite VBG work_zbpzx43flfaifddpftczprcome 534 114 true true JJ work_zbpzx43flfaifddpftczprcome 534 115 /UntaggedCMYKHandling /untaggedcmykhandling JJ work_zbpzx43flfaifddpftczprcome 534 116 /LeaveUntagged /leaveuntagged PRP$ work_zbpzx43flfaifddpftczprcome 534 117 /UntaggedRGBHandling /untaggedrgbhandle VBG work_zbpzx43flfaifddpftczprcome 534 118 /LeaveUntagged /leaveuntagged UH work_zbpzx43flfaifddpftczprcome 534 119 /UseDocumentBleed /UseDocumentBleed , work_zbpzx43flfaifddpftczprcome 534 120 false false JJ work_zbpzx43flfaifddpftczprcome 534 121 > > XX work_zbpzx43flfaifddpftczprcome 534 122 > > XX work_zbpzx43flfaifddpftczprcome 534 123 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 534 124 > > XX work_zbpzx43flfaifddpftczprcome 534 125 > > XX work_zbpzx43flfaifddpftczprcome 534 126 setdistillerparams setdistillerparam NNS work_zbpzx43flfaifddpftczprcome 534 127 < < XX work_zbpzx43flfaifddpftczprcome 534 128 < < XX work_zbpzx43flfaifddpftczprcome 534 129 /HWResolution /HWResolution NNP work_zbpzx43flfaifddpftczprcome 534 130 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 534 131 2400 2400 CD work_zbpzx43flfaifddpftczprcome 534 132 2400 2400 CD work_zbpzx43flfaifddpftczprcome 534 133 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 534 134 /PageSize /PageSize . work_zbpzx43flfaifddpftczprcome 534 135 [ [ -LRB- work_zbpzx43flfaifddpftczprcome 534 136 612.000 612.000 CD work_zbpzx43flfaifddpftczprcome 534 137 792.000 792.000 CD work_zbpzx43flfaifddpftczprcome 534 138 ] ] -RRB- work_zbpzx43flfaifddpftczprcome 534 139 > > XX work_zbpzx43flfaifddpftczprcome 534 140 > > XX work_zbpzx43flfaifddpftczprcome 534 141 setpagedevice setpagedevice NN