id sid tid token lemma pos c821gh9697t 1 1 human human ADJ c821gh9697t 1 2 behavior behavior NOUN c821gh9697t 1 3 is be AUX c821gh9697t 1 4 highly highly ADV c821gh9697t 1 5 complex complex ADJ c821gh9697t 1 6 and and CCONJ c821gh9697t 1 7 dependent dependent ADJ c821gh9697t 1 8 on on ADP c821gh9697t 1 9 the the DET c821gh9697t 1 10 interplay interplay NOUN c821gh9697t 1 11 of of ADP c821gh9697t 1 12 various various ADJ c821gh9697t 1 13 intrinsic intrinsic ADJ c821gh9697t 1 14 and and CCONJ c821gh9697t 1 15 extrinsic extrinsic ADJ c821gh9697t 1 16 variables variable NOUN c821gh9697t 1 17 making make VERB c821gh9697t 1 18 its its PRON c821gh9697t 1 19 study study NOUN c821gh9697t 1 20 extremely extremely ADV c821gh9697t 1 21 challenging challenging ADJ c821gh9697t 1 22 . . PUNCT c821gh9697t 2 1 in in ADP c821gh9697t 2 2 the the DET c821gh9697t 2 3 era era NOUN c821gh9697t 2 4 of of ADP c821gh9697t 2 5 big big ADJ c821gh9697t 2 6 data datum NOUN c821gh9697t 2 7 , , PUNCT c821gh9697t 2 8 exponential exponential ADJ c821gh9697t 2 9 growth growth NOUN c821gh9697t 2 10 of of ADP c821gh9697t 2 11 data datum NOUN c821gh9697t 2 12 across across ADP c821gh9697t 2 13 multiple multiple ADJ c821gh9697t 2 14 domains domain NOUN c821gh9697t 2 15 has have AUX c821gh9697t 2 16 provided provide VERB c821gh9697t 2 17 a a DET c821gh9697t 2 18 unique unique ADJ c821gh9697t 2 19 opportunity opportunity NOUN c821gh9697t 2 20 for for SCONJ c821gh9697t 2 21 us we PRON c821gh9697t 2 22 to to PART c821gh9697t 2 23 study study VERB c821gh9697t 2 24 human human ADJ c821gh9697t 2 25 behavior behavior NOUN c821gh9697t 2 26 , , PUNCT c821gh9697t 2 27 actions action NOUN c821gh9697t 2 28 and and CCONJ c821gh9697t 2 29 relationships relationship NOUN c821gh9697t 2 30 at at ADP c821gh9697t 2 31 scale scale NOUN c821gh9697t 2 32 by by ADP c821gh9697t 2 33 combining combine VERB c821gh9697t 2 34 data datum NOUN c821gh9697t 2 35 from from ADP c821gh9697t 2 36 diverse diverse ADJ c821gh9697t 2 37 sources.this sources.this NOUN c821gh9697t 2 38 dissertation dissertation NOUN c821gh9697t 2 39 is be AUX c821gh9697t 2 40 guided guide VERB c821gh9697t 2 41 by by ADP c821gh9697t 2 42 the the DET c821gh9697t 2 43 following follow VERB c821gh9697t 2 44 principles principle NOUN c821gh9697t 2 45 : : PUNCT c821gh9697t 2 46 1 1 X c821gh9697t 2 47 ) ) PUNCT c821gh9697t 2 48 leveraging leverage VERB c821gh9697t 2 49 rich rich ADJ c821gh9697t 2 50 situational situational NOUN c821gh9697t 2 51 and and CCONJ c821gh9697t 2 52 interaction interaction NOUN c821gh9697t 2 53 context context NOUN c821gh9697t 2 54 2 2 NUM c821gh9697t 2 55 ) ) PUNCT c821gh9697t 2 56 fusing fuse VERB c821gh9697t 2 57 information information NOUN c821gh9697t 2 58 from from ADP c821gh9697t 2 59 heterogeneous heterogeneous ADJ c821gh9697t 2 60 data data NOUN c821gh9697t 2 61 sources source NOUN c821gh9697t 2 62 using use VERB c821gh9697t 2 63 efficient efficient ADJ c821gh9697t 2 64 and and CCONJ c821gh9697t 2 65 effective effective ADJ c821gh9697t 2 66 computational computational ADJ c821gh9697t 2 67 models model NOUN c821gh9697t 2 68 and and CCONJ c821gh9697t 2 69 3 3 X c821gh9697t 2 70 ) ) PUNCT c821gh9697t 2 71 studying study VERB c821gh9697t 2 72 human human ADJ c821gh9697t 2 73 behavior behavior NOUN c821gh9697t 2 74 across across ADP c821gh9697t 2 75 multiple multiple ADJ c821gh9697t 2 76 application application NOUN c821gh9697t 2 77 domains domain NOUN c821gh9697t 2 78 to to PART c821gh9697t 2 79 draw draw VERB c821gh9697t 2 80 actionable actionable ADJ c821gh9697t 2 81 insights insight NOUN c821gh9697t 2 82 to to PART c821gh9697t 2 83 address address VERB c821gh9697t 2 84 real real ADJ c821gh9697t 2 85 world world NOUN c821gh9697t 2 86 challenges challenge NOUN c821gh9697t 2 87 . . PUNCT c821gh9697t 3 1 to to ADP c821gh9697t 3 2 that that DET c821gh9697t 3 3 end end NOUN c821gh9697t 3 4 , , PUNCT c821gh9697t 3 5 the the DET c821gh9697t 3 6 goal goal NOUN c821gh9697t 3 7 of of ADP c821gh9697t 3 8 this this DET c821gh9697t 3 9 dissertation dissertation NOUN c821gh9697t 3 10 is be AUX c821gh9697t 3 11 to to PART c821gh9697t 3 12 design design VERB c821gh9697t 3 13 data datum NOUN c821gh9697t 3 14 driven drive VERB c821gh9697t 3 15 , , PUNCT c821gh9697t 3 16 context context NOUN c821gh9697t 3 17 aware aware ADJ c821gh9697t 3 18 and and CCONJ c821gh9697t 3 19 user user NOUN c821gh9697t 3 20 centered center VERB c821gh9697t 3 21 computational computational ADJ c821gh9697t 3 22 models model NOUN c821gh9697t 3 23 that that PRON c821gh9697t 3 24 help help VERB c821gh9697t 3 25 us we PRON c821gh9697t 3 26 to to PART c821gh9697t 3 27 understand understand VERB c821gh9697t 3 28 , , PUNCT c821gh9697t 3 29 analyze analyze NOUN c821gh9697t 3 30 , , PUNCT c821gh9697t 3 31 model model NOUN c821gh9697t 3 32 and and CCONJ c821gh9697t 3 33 infer infer VERB c821gh9697t 3 34 a a DET c821gh9697t 3 35 range range NOUN c821gh9697t 3 36 of of ADP c821gh9697t 3 37 individual individual ADJ c821gh9697t 3 38 and and CCONJ c821gh9697t 3 39 collective collective ADJ c821gh9697t 3 40 human human ADJ c821gh9697t 3 41 behavior behavior NOUN c821gh9697t 3 42 aspects aspect NOUN c821gh9697t 3 43 from from ADP c821gh9697t 3 44 preference preference NOUN c821gh9697t 3 45 to to AUX c821gh9697t 3 46 engagement engagement VERB c821gh9697t 3 47 ; ; PUNCT c821gh9697t 3 48 from from ADP c821gh9697t 3 49 personality personality NOUN c821gh9697t 3 50 traits trait NOUN c821gh9697t 3 51 to to ADP c821gh9697t 3 52 political political ADJ c821gh9697t 3 53 behaviors behavior NOUN c821gh9697t 3 54 ; ; PUNCT c821gh9697t 3 55 from from ADP c821gh9697t 3 56 public public ADJ c821gh9697t 3 57 opinion opinion NOUN c821gh9697t 3 58 to to PART c821gh9697t 3 59 relationship relationship VERB c821gh9697t 3 60 formation formation NOUN c821gh9697t 3 61 . . PUNCT c821gh9697t 4 1 we we PRON c821gh9697t 4 2 primarily primarily ADV c821gh9697t 4 3 study study VERB c821gh9697t 4 4 three three NUM c821gh9697t 4 5 aspect aspect NOUN c821gh9697t 4 6 of of ADP c821gh9697t 4 7 human human ADJ c821gh9697t 4 8 behavior behavior NOUN c821gh9697t 4 9 : : PUNCT c821gh9697t 4 10 1 1 X c821gh9697t 4 11 ) ) PUNCT c821gh9697t 4 12 preference preference NOUN c821gh9697t 4 13 , , PUNCT c821gh9697t 4 14 engagement engagement NOUN c821gh9697t 4 15 and and CCONJ c821gh9697t 4 16 recommendation recommendation NOUN c821gh9697t 4 17 2 2 NUM c821gh9697t 4 18 ) ) PUNCT c821gh9697t 4 19 personal personal ADJ c821gh9697t 4 20 traits trait NOUN c821gh9697t 4 21 , , PUNCT c821gh9697t 4 22 sentiment sentiment NOUN c821gh9697t 4 23 and and CCONJ c821gh9697t 4 24 opinions opinion NOUN c821gh9697t 4 25 and and CCONJ c821gh9697t 4 26 3 3 NUM c821gh9697t 4 27 ) ) PUNCT c821gh9697t 4 28 opinion opinion NOUN c821gh9697t 4 29 and and CCONJ c821gh9697t 4 30 network network NOUN c821gh9697t 4 31 evolution evolution NOUN c821gh9697t 4 32 . . PUNCT c821gh9697t 5 1 in in ADP c821gh9697t 5 2 particular particular ADJ c821gh9697t 5 3 , , PUNCT c821gh9697t 5 4 we we PRON c821gh9697t 5 5 ask ask VERB c821gh9697t 5 6 the the DET c821gh9697t 5 7 following follow VERB c821gh9697t 5 8 questions question NOUN c821gh9697t 5 9 : : PUNCT c821gh9697t 5 10 how how SCONJ c821gh9697t 5 11 do do VERB c821gh9697t 5 12 personal personal ADJ c821gh9697t 5 13 factors factor NOUN c821gh9697t 5 14 such such ADJ c821gh9697t 5 15 as as ADP c821gh9697t 5 16 age age NOUN c821gh9697t 5 17 , , PUNCT c821gh9697t 5 18 gender gender NOUN c821gh9697t 5 19 and and CCONJ c821gh9697t 5 20 location location NOUN c821gh9697t 5 21 impact impact NOUN c821gh9697t 5 22 content content NOUN c821gh9697t 5 23 preference preference NOUN c821gh9697t 5 24 , , PUNCT c821gh9697t 5 25 engagement engagement NOUN c821gh9697t 5 26 and and CCONJ c821gh9697t 5 27 consumption consumption NOUN c821gh9697t 5 28 ? ? PUNCT c821gh9697t 6 1 how how SCONJ c821gh9697t 6 2 personal personal ADJ c821gh9697t 6 3 attributes attribute NOUN c821gh9697t 6 4 , , PUNCT c821gh9697t 6 5 physical physical ADJ c821gh9697t 6 6 and and CCONJ c821gh9697t 6 7 social social ADJ c821gh9697t 6 8 context context NOUN c821gh9697t 6 9 guide guide NOUN c821gh9697t 6 10 individuals individual NOUN c821gh9697t 6 11 to to PART c821gh9697t 6 12 navigate navigate VERB c821gh9697t 6 13 information information NOUN c821gh9697t 6 14 , , PUNCT c821gh9697t 6 15 select select ADJ c821gh9697t 6 16 friends friend NOUN c821gh9697t 6 17 , , PUNCT c821gh9697t 6 18 and and CCONJ c821gh9697t 6 19 grow grow VERB c821gh9697t 6 20 their their PRON c821gh9697t 6 21 social social ADJ c821gh9697t 6 22 networks network NOUN c821gh9697t 6 23 ? ? PUNCT c821gh9697t 7 1 how how SCONJ c821gh9697t 7 2 do do AUX c821gh9697t 7 3 individuals individual NOUN c821gh9697t 7 4 express express VERB c821gh9697t 7 5 themselves themselves PRON c821gh9697t 7 6 ? ? PUNCT c821gh9697t 8 1 how how SCONJ c821gh9697t 8 2 do do AUX c821gh9697t 8 3 opinions opinion NOUN c821gh9697t 8 4 evolve evolve VERB c821gh9697t 8 5 over over ADP c821gh9697t 8 6 time time NOUN c821gh9697t 8 7 ? ? PUNCT c821gh9697t 9 1 how how SCONJ c821gh9697t 9 2 are be AUX c821gh9697t 9 3 friendships friendship NOUN c821gh9697t 9 4 formed form VERB c821gh9697t 9 5 ? ? PUNCT c821gh9697t 10 1 by by ADP c821gh9697t 10 2 answering answer VERB c821gh9697t 10 3 such such ADJ c821gh9697t 10 4 questions question NOUN c821gh9697t 10 5 , , PUNCT c821gh9697t 10 6 this this DET c821gh9697t 10 7 dissertation dissertation NOUN c821gh9697t 10 8 aims aim VERB c821gh9697t 10 9 to to PART c821gh9697t 10 10 move move VERB c821gh9697t 10 11 one one NUM c821gh9697t 10 12 step step NOUN c821gh9697t 10 13 closer close ADV c821gh9697t 10 14 to to ADP c821gh9697t 10 15 understanding understand VERB c821gh9697t 10 16 human human ADJ c821gh9697t 10 17 behavior behavior NOUN c821gh9697t 10 18 . . PUNCT