id sid tid token lemma pos qj72p556t40 1 1 the the DET qj72p556t40 1 2 connections connection NOUN qj72p556t40 1 3 between between ADP qj72p556t40 1 4 individuals individual NOUN qj72p556t40 1 5 form form VERB qj72p556t40 1 6 the the DET qj72p556t40 1 7 structural structural ADJ qj72p556t40 1 8 backbone backbone NOUN qj72p556t40 1 9 of of ADP qj72p556t40 1 10 human human ADJ qj72p556t40 1 11 societies society NOUN qj72p556t40 1 12 , , PUNCT qj72p556t40 1 13 which which PRON qj72p556t40 1 14 manifest manifest VERB qj72p556t40 1 15 as as ADP qj72p556t40 1 16 networks network NOUN qj72p556t40 1 17 . . PUNCT qj72p556t40 2 1 in in ADP qj72p556t40 2 2 a a DET qj72p556t40 2 3 network network NOUN qj72p556t40 2 4 sense sense NOUN qj72p556t40 2 5 , , PUNCT qj72p556t40 2 6 individuals individual NOUN qj72p556t40 2 7 matter matter VERB qj72p556t40 2 8 in in ADP qj72p556t40 2 9 the the DET qj72p556t40 2 10 ways way NOUN qj72p556t40 2 11 in in ADP qj72p556t40 2 12 which which PRON qj72p556t40 2 13 their their PRON qj72p556t40 2 14 unique unique ADJ qj72p556t40 2 15 demographic demographic ADJ qj72p556t40 2 16 attributes attribute NOUN qj72p556t40 2 17 and and CCONJ qj72p556t40 2 18 diverse diverse ADJ qj72p556t40 2 19 interactions interaction NOUN qj72p556t40 2 20 activate activate VERB qj72p556t40 2 21 the the DET qj72p556t40 2 22 emergence emergence NOUN qj72p556t40 2 23 of of ADP qj72p556t40 2 24 new new ADJ qj72p556t40 2 25 phenomena phenomenon NOUN qj72p556t40 2 26 at at ADP qj72p556t40 2 27 larger large ADJ qj72p556t40 2 28 , , PUNCT qj72p556t40 2 29 societal societal ADJ qj72p556t40 2 30 levels level NOUN qj72p556t40 2 31 . . PUNCT qj72p556t40 3 1 accordingly accordingly ADV qj72p556t40 3 2 , , PUNCT qj72p556t40 3 3 this this DET qj72p556t40 3 4 thesis thesis NOUN qj72p556t40 3 5 develops develop VERB qj72p556t40 3 6 computational computational ADJ qj72p556t40 3 7 models model NOUN qj72p556t40 3 8 to to ADP qj72p556t40 3 9 investigating investigate VERB qj72p556t40 3 10 the the DET qj72p556t40 3 11 ways way NOUN qj72p556t40 3 12 that that PRON qj72p556t40 3 13 individuals individual NOUN qj72p556t40 3 14 are be AUX qj72p556t40 3 15 embedded embed VERB qj72p556t40 3 16 in in ADP qj72p556t40 3 17 and and CCONJ qj72p556t40 3 18 interact interact VERB qj72p556t40 3 19 within within ADP qj72p556t40 3 20 a a DET qj72p556t40 3 21 wide wide ADJ qj72p556t40 3 22 range range NOUN qj72p556t40 3 23 of of ADP qj72p556t40 3 24 over over ADP qj72p556t40 3 25 one one NUM qj72p556t40 3 26 hundred hundred NUM qj72p556t40 3 27 big big ADJ qj72p556t40 3 28 networks network NOUN qj72p556t40 3 29 --- --- PUNCT qj72p556t40 3 30 the the DET qj72p556t40 3 31 biggest big ADJ qj72p556t40 3 32 with with ADP qj72p556t40 3 33 over over ADP qj72p556t40 3 34 60 60 NUM qj72p556t40 3 35 million million NUM qj72p556t40 3 36 nodes node NOUN qj72p556t40 3 37 and and CCONJ qj72p556t40 3 38 1.8 1.8 NUM qj72p556t40 3 39 billion billion NUM qj72p556t40 3 40 edges edge NOUN qj72p556t40 3 41 --- --- PUNCT qj72p556t40 3 42 with with ADP qj72p556t40 3 43 an an DET qj72p556t40 3 44 emphasis emphasis NOUN qj72p556t40 3 45 on on ADP qj72p556t40 3 46 two two NUM qj72p556t40 3 47 fundamental fundamental ADJ qj72p556t40 3 48 and and CCONJ qj72p556t40 3 49 interconnected interconnected ADJ qj72p556t40 3 50 directions direction NOUN qj72p556t40 3 51 : : PUNCT qj72p556t40 3 52 user user NOUN qj72p556t40 3 53 demographics demographic NOUN qj72p556t40 3 54 and and CCONJ qj72p556t40 3 55 network network NOUN qj72p556t40 3 56 diversity.work diversity.work NOUN qj72p556t40 3 57 in in ADP qj72p556t40 3 58 this this DET qj72p556t40 3 59 thesis thesis NOUN qj72p556t40 3 60 in in ADP qj72p556t40 3 61 the the DET qj72p556t40 3 62 direction direction NOUN qj72p556t40 3 63 of of ADP qj72p556t40 3 64 demographics demographic NOUN qj72p556t40 3 65 unveils unveil VERB qj72p556t40 3 66 the the DET qj72p556t40 3 67 social social ADJ qj72p556t40 3 68 strategies strategy NOUN qj72p556t40 3 69 that that PRON qj72p556t40 3 70 are be AUX qj72p556t40 3 71 used use VERB qj72p556t40 3 72 to to PART qj72p556t40 3 73 satisfy satisfy VERB qj72p556t40 3 74 human human ADJ qj72p556t40 3 75 social social ADJ qj72p556t40 3 76 needs need NOUN qj72p556t40 3 77 evolve evolve VERB qj72p556t40 3 78 across across ADP qj72p556t40 3 79 the the DET qj72p556t40 3 80 lifespan lifespan NOUN qj72p556t40 3 81 , , PUNCT qj72p556t40 3 82 examines examine VERB qj72p556t40 3 83 how how SCONJ qj72p556t40 3 84 males male NOUN qj72p556t40 3 85 and and CCONJ qj72p556t40 3 86 females female NOUN qj72p556t40 3 87 build build VERB qj72p556t40 3 88 and and CCONJ qj72p556t40 3 89 maintain maintain VERB qj72p556t40 3 90 similar similar ADJ qj72p556t40 3 91 or or CCONJ qj72p556t40 3 92 dissimilar dissimilar ADJ qj72p556t40 3 93 social social ADJ qj72p556t40 3 94 circles circle NOUN qj72p556t40 3 95 , , PUNCT qj72p556t40 3 96 and and CCONJ qj72p556t40 3 97 reveals reveal VERB qj72p556t40 3 98 how how SCONJ qj72p556t40 3 99 classical classical ADJ qj72p556t40 3 100 social social ADJ qj72p556t40 3 101 theories theory NOUN qj72p556t40 3 102 --- --- PUNCT qj72p556t40 3 103 such such ADJ qj72p556t40 3 104 as as ADP qj72p556t40 3 105 weak weak ADJ qj72p556t40 3 106 / / SYM qj72p556t40 3 107 strong strong ADJ qj72p556t40 3 108 ties tie NOUN qj72p556t40 3 109 , , PUNCT qj72p556t40 3 110 social social ADJ qj72p556t40 3 111 balance balance NOUN qj72p556t40 3 112 , , PUNCT qj72p556t40 3 113 and and CCONJ qj72p556t40 3 114 small small ADJ qj72p556t40 3 115 worlds world NOUN qj72p556t40 3 116 --- --- PUNCT qj72p556t40 3 117 are be AUX qj72p556t40 3 118 influenced influence VERB qj72p556t40 3 119 in in ADP qj72p556t40 3 120 the the DET qj72p556t40 3 121 context context NOUN qj72p556t40 3 122 of of ADP qj72p556t40 3 123 digitally digitally ADV qj72p556t40 3 124 recorded record VERB qj72p556t40 3 125 big big ADJ qj72p556t40 3 126 networks network NOUN qj72p556t40 3 127 coupled couple VERB qj72p556t40 3 128 with with ADP qj72p556t40 3 129 socio socio NOUN qj72p556t40 3 130 - - NOUN qj72p556t40 3 131 demographics demographic NOUN qj72p556t40 3 132 . . PUNCT qj72p556t40 4 1 our our PRON qj72p556t40 4 2 work work NOUN qj72p556t40 4 3 on on ADP qj72p556t40 4 4 demographics demographic NOUN qj72p556t40 4 5 also also ADV qj72p556t40 4 6 develops develop VERB qj72p556t40 4 7 scalable scalable ADJ qj72p556t40 4 8 graphical graphical ADJ qj72p556t40 4 9 models model NOUN qj72p556t40 4 10 that that PRON qj72p556t40 4 11 are be AUX qj72p556t40 4 12 capable capable ADJ qj72p556t40 4 13 of of ADP qj72p556t40 4 14 incorporating incorporate VERB qj72p556t40 4 15 structured structure VERB qj72p556t40 4 16 discoveries discovery NOUN qj72p556t40 4 17 ( ( PUNCT qj72p556t40 4 18 features feature NOUN qj72p556t40 4 19 ) ) PUNCT qj72p556t40 4 20 , , PUNCT qj72p556t40 4 21 facilitating facilitate VERB qj72p556t40 4 22 conventional conventional ADJ qj72p556t40 4 23 data datum NOUN qj72p556t40 4 24 mining mining NOUN qj72p556t40 4 25 tasks task NOUN qj72p556t40 4 26 in in ADP qj72p556t40 4 27 networks network NOUN qj72p556t40 4 28 . . PUNCT qj72p556t40 5 1 work work NOUN qj72p556t40 5 2 in in ADP qj72p556t40 5 3 this this DET qj72p556t40 5 4 part part NOUN qj72p556t40 5 5 demonstrates demonstrate VERB qj72p556t40 5 6 the the DET qj72p556t40 5 7 predictability predictability NOUN qj72p556t40 5 8 of of ADP qj72p556t40 5 9 user user NOUN qj72p556t40 5 10 demographic demographic ADJ qj72p556t40 5 11 attributes attribute VERB qj72p556t40 5 12 from from ADP qj72p556t40 5 13 networked networked ADJ qj72p556t40 5 14 systems system NOUN qj72p556t40 5 15 , , PUNCT qj72p556t40 5 16 enabling enable VERB qj72p556t40 5 17 the the DET qj72p556t40 5 18 potential potential NOUN qj72p556t40 5 19 for for ADP qj72p556t40 5 20 precision precision NOUN qj72p556t40 5 21 marketing marketing NOUN qj72p556t40 5 22 and and CCONJ qj72p556t40 5 23 business business NOUN qj72p556t40 5 24 intelligence intelligence NOUN qj72p556t40 5 25 in in ADP qj72p556t40 5 26 social social ADJ qj72p556t40 5 27 networking networking NOUN qj72p556t40 5 28 services service NOUN qj72p556t40 5 29 . . PUNCT qj72p556t40 6 1 work work NOUN qj72p556t40 6 2 in in ADP qj72p556t40 6 3 this this DET qj72p556t40 6 4 thesis thesis NOUN qj72p556t40 6 5 in in ADP qj72p556t40 6 6 the the DET qj72p556t40 6 7 direction direction NOUN qj72p556t40 6 8 of of ADP qj72p556t40 6 9 diversity diversity NOUN qj72p556t40 6 10 examines examine VERB qj72p556t40 6 11 how how SCONJ qj72p556t40 6 12 the the DET qj72p556t40 6 13 diverse diverse ADJ qj72p556t40 6 14 structures structure NOUN qj72p556t40 6 15 of of ADP qj72p556t40 6 16 common common ADJ qj72p556t40 6 17 neighborhood neighborhood NOUN qj72p556t40 6 18 influence influence NOUN qj72p556t40 6 19 link link NOUN qj72p556t40 6 20 formation formation NOUN qj72p556t40 6 21 locally locally ADV qj72p556t40 6 22 and and CCONJ qj72p556t40 6 23 network network NOUN qj72p556t40 6 24 organization organization NOUN qj72p556t40 6 25 globally globally ADV qj72p556t40 6 26 , , PUNCT qj72p556t40 6 27 how how SCONJ qj72p556t40 6 28 this this DET qj72p556t40 6 29 influence influence NOUN qj72p556t40 6 30 varies vary VERB qj72p556t40 6 31 across across ADP qj72p556t40 6 32 different different ADJ qj72p556t40 6 33 types type NOUN qj72p556t40 6 34 of of ADP qj72p556t40 6 35 social social ADJ qj72p556t40 6 36 and and CCONJ qj72p556t40 6 37 information information NOUN qj72p556t40 6 38 networks network NOUN qj72p556t40 6 39 , , PUNCT qj72p556t40 6 40 and and CCONJ qj72p556t40 6 41 how how SCONJ qj72p556t40 6 42 it it PRON qj72p556t40 6 43 concords concord VERB qj72p556t40 6 44 or or CCONJ qj72p556t40 6 45 conflicts conflict NOUN qj72p556t40 6 46 with with ADP qj72p556t40 6 47 the the DET qj72p556t40 6 48 principle principle NOUN qj72p556t40 6 49 of of ADP qj72p556t40 6 50 homophily homophily ADV qj72p556t40 6 51 . . PUNCT qj72p556t40 7 1 work work VERB qj72p556t40 7 2 in in ADP qj72p556t40 7 3 this this DET qj72p556t40 7 4 direction direction NOUN qj72p556t40 7 5 reveals reveal VERB qj72p556t40 7 6 how how SCONJ qj72p556t40 7 7 topic topic NOUN qj72p556t40 7 8 diversity diversity NOUN qj72p556t40 7 9 --- --- PUNCT qj72p556t40 7 10 in in ADP qj72p556t40 7 11 contrast contrast NOUN qj72p556t40 7 12 to to ADP qj72p556t40 7 13 authority authority NOUN qj72p556t40 7 14 and and CCONJ qj72p556t40 7 15 popularity popularity NOUN qj72p556t40 7 16 --- --- PUNCT qj72p556t40 7 17 drives drive VERB qj72p556t40 7 18 the the DET qj72p556t40 7 19 growth growth NOUN qj72p556t40 7 20 of of ADP qj72p556t40 7 21 impact impact NOUN qj72p556t40 7 22 in in ADP qj72p556t40 7 23 academic academic ADJ qj72p556t40 7 24 collaboration collaboration NOUN qj72p556t40 7 25 and and CCONJ qj72p556t40 7 26 citation citation NOUN qj72p556t40 7 27 networks network NOUN qj72p556t40 7 28 as as ADV qj72p556t40 7 29 well well ADV qj72p556t40 7 30 . . PUNCT qj72p556t40 8 1 finally finally ADV qj72p556t40 8 2 , , PUNCT qj72p556t40 8 3 our our PRON qj72p556t40 8 4 work work NOUN qj72p556t40 8 5 on on ADP qj72p556t40 8 6 diversity diversity NOUN qj72p556t40 8 7 presents present VERB qj72p556t40 8 8 neural neural ADJ qj72p556t40 8 9 network network NOUN qj72p556t40 8 10 based base VERB qj72p556t40 8 11 representation representation NOUN qj72p556t40 8 12 learning learning NOUN qj72p556t40 8 13 models model NOUN qj72p556t40 8 14 for for ADP qj72p556t40 8 15 embedding embed VERB qj72p556t40 8 16 heterogeneous heterogeneous ADJ qj72p556t40 8 17 networks network NOUN qj72p556t40 8 18 in in ADP qj72p556t40 8 19 which which PRON qj72p556t40 8 20 there there PRON qj72p556t40 8 21 exist exist VERB qj72p556t40 8 22 diverse diverse ADJ qj72p556t40 8 23 types type NOUN qj72p556t40 8 24 of of ADP qj72p556t40 8 25 nodes node NOUN qj72p556t40 8 26 and and CCONJ qj72p556t40 8 27 edges edge NOUN qj72p556t40 8 28 , , PUNCT qj72p556t40 8 29 giving give VERB qj72p556t40 8 30 rise rise NOUN qj72p556t40 8 31 to to ADP qj72p556t40 8 32 important important ADJ qj72p556t40 8 33 implications implication NOUN qj72p556t40 8 34 for for ADP qj72p556t40 8 35 traditional traditional ADJ qj72p556t40 8 36 mining mining NOUN qj72p556t40 8 37 and and CCONJ qj72p556t40 8 38 learning learning NOUN qj72p556t40 8 39 tasks task NOUN qj72p556t40 8 40 in in ADP qj72p556t40 8 41 heterogeneous heterogeneous ADJ qj72p556t40 8 42 network network NOUN qj72p556t40 8 43 data datum NOUN qj72p556t40 8 44 , , PUNCT qj72p556t40 8 45 including include VERB qj72p556t40 8 46 similarity similarity NOUN qj72p556t40 8 47 search search NOUN qj72p556t40 8 48 , , PUNCT qj72p556t40 8 49 clustering clustering NOUN qj72p556t40 8 50 , , PUNCT qj72p556t40 8 51 and and CCONJ qj72p556t40 8 52 classification classification NOUN qj72p556t40 8 53 . . PUNCT