id sid tid token lemma pos ww72b854s0h 1 1 real real ADJ ww72b854s0h 1 2 - - PUNCT ww72b854s0h 1 3 world world NOUN ww72b854s0h 1 4 complex complex ADJ ww72b854s0h 1 5 systems system NOUN ww72b854s0h 1 6 such such ADJ ww72b854s0h 1 7 as as ADP ww72b854s0h 1 8 social social ADJ ww72b854s0h 1 9 media medium NOUN ww72b854s0h 1 10 , , PUNCT ww72b854s0h 1 11 e e NOUN ww72b854s0h 1 12 - - NOUN ww72b854s0h 1 13 commerce commerce NOUN ww72b854s0h 1 14 platform platform NOUN ww72b854s0h 1 15 , , PUNCT ww72b854s0h 1 16 cyber cyber ADJ ww72b854s0h 1 17 - - PUNCT ww72b854s0h 1 18 physical physical ADJ ww72b854s0h 1 19 system system NOUN ww72b854s0h 1 20 , , PUNCT ww72b854s0h 1 21 or or CCONJ ww72b854s0h 1 22 chemical chemical NOUN ww72b854s0h 1 23 synthesis synthesis NOUN ww72b854s0h 1 24 , , PUNCT ww72b854s0h 1 25 are be AUX ww72b854s0h 1 26 often often ADV ww72b854s0h 1 27 associated associate VERB ww72b854s0h 1 28 with with ADP ww72b854s0h 1 29 heterogeneous heterogeneous ADJ ww72b854s0h 1 30 ( ( PUNCT ww72b854s0h 1 31 multi multi ADJ ww72b854s0h 1 32 - - ADJ ww72b854s0h 1 33 modal modal ADJ ww72b854s0h 1 34 ) ) PUNCT ww72b854s0h 1 35 data datum NOUN ww72b854s0h 1 36 , , PUNCT ww72b854s0h 1 37 including include VERB ww72b854s0h 1 38 structural structural ADJ ww72b854s0h 1 39 relation relation NOUN ww72b854s0h 1 40 or or CCONJ ww72b854s0h 1 41 graph graph NOUN ww72b854s0h 1 42 / / SYM ww72b854s0h 1 43 network network NOUN ww72b854s0h 1 44 , , PUNCT ww72b854s0h 1 45 unstructured unstructured ADJ ww72b854s0h 1 46 text text NOUN ww72b854s0h 1 47 or or CCONJ ww72b854s0h 1 48 image image NOUN ww72b854s0h 1 49 , , PUNCT ww72b854s0h 1 50 temporal temporal ADJ ww72b854s0h 1 51 context context NOUN ww72b854s0h 1 52 , , PUNCT ww72b854s0h 1 53 and and CCONJ ww72b854s0h 1 54 so so ADV ww72b854s0h 1 55 on on ADV ww72b854s0h 1 56 . . PUNCT ww72b854s0h 2 1 the the DET ww72b854s0h 2 2 heterogeneous heterogeneous ADJ ww72b854s0h 2 3 data datum NOUN ww72b854s0h 2 4 provide provide VERB ww72b854s0h 2 5 opportunities opportunity NOUN ww72b854s0h 2 6 for for SCONJ ww72b854s0h 2 7 researchers researcher NOUN ww72b854s0h 2 8 and and CCONJ ww72b854s0h 2 9 practitioners practitioner NOUN ww72b854s0h 2 10 to to PART ww72b854s0h 2 11 understand understand VERB ww72b854s0h 2 12 complex complex ADJ ww72b854s0h 2 13 systems system NOUN ww72b854s0h 2 14 more more ADV ww72b854s0h 2 15 comprehensively comprehensively ADV ww72b854s0h 2 16 but but CCONJ ww72b854s0h 2 17 also also ADV ww72b854s0h 2 18 pose pose VERB ww72b854s0h 2 19 challenges challenge NOUN ww72b854s0h 2 20 to to PART ww72b854s0h 2 21 discover discover VERB ww72b854s0h 2 22 knowledge knowledge NOUN ww72b854s0h 2 23 from from ADP ww72b854s0h 2 24 them they PRON ww72b854s0h 2 25 . . PUNCT ww72b854s0h 3 1 besides besides SCONJ ww72b854s0h 3 2 the the DET ww72b854s0h 3 3 difficulty difficulty NOUN ww72b854s0h 3 4 of of ADP ww72b854s0h 3 5 extracting extract VERB ww72b854s0h 3 6 and and CCONJ ww72b854s0h 3 7 representing represent VERB ww72b854s0h 3 8 useful useful ADJ ww72b854s0h 3 9 information information NOUN ww72b854s0h 3 10 from from ADP ww72b854s0h 3 11 such such ADJ ww72b854s0h 3 12 complex complex ADJ ww72b854s0h 3 13 data datum NOUN ww72b854s0h 3 14 , , PUNCT ww72b854s0h 3 15 it it PRON ww72b854s0h 3 16 is be AUX ww72b854s0h 3 17 hard hard ADJ ww72b854s0h 3 18 to to PART ww72b854s0h 3 19 fuse fuse VERB ww72b854s0h 3 20 the the DET ww72b854s0h 3 21 extracted extract VERB ww72b854s0h 3 22 knowledge knowledge NOUN ww72b854s0h 3 23 in in ADP ww72b854s0h 3 24 a a DET ww72b854s0h 3 25 unified unified ADJ ww72b854s0h 3 26 and and CCONJ ww72b854s0h 3 27 customized customized ADJ ww72b854s0h 3 28 manner manner NOUN ww72b854s0h 3 29 so so SCONJ ww72b854s0h 3 30 as as SCONJ ww72b854s0h 3 31 to to PART ww72b854s0h 3 32 facilitate facilitate VERB ww72b854s0h 3 33 various various ADJ ww72b854s0h 3 34 applications.in applications.in X ww72b854s0h 3 35 this this DET ww72b854s0h 3 36 thesis thesis NOUN ww72b854s0h 3 37 , , PUNCT ww72b854s0h 3 38 we we PRON ww72b854s0h 3 39 develop develop VERB ww72b854s0h 3 40 the the DET ww72b854s0h 3 41 methodologies methodology NOUN ww72b854s0h 3 42 and and CCONJ ww72b854s0h 3 43 algorithms algorithm NOUN ww72b854s0h 3 44 for for ADP ww72b854s0h 3 45 learning learn VERB ww72b854s0h 3 46 from from ADP ww72b854s0h 3 47 heterogeneous heterogeneous ADJ ww72b854s0h 3 48 data datum NOUN ww72b854s0h 3 49 through through ADP ww72b854s0h 3 50 fusion fusion NOUN ww72b854s0h 3 51 , , PUNCT ww72b854s0h 3 52 which which PRON ww72b854s0h 3 53 have have AUX ww72b854s0h 3 54 been be AUX ww72b854s0h 3 55 deployed deploy VERB ww72b854s0h 3 56 and and CCONJ ww72b854s0h 3 57 validated validate VERB ww72b854s0h 3 58 in in ADP ww72b854s0h 3 59 a a DET ww72b854s0h 3 60 variety variety NOUN ww72b854s0h 3 61 of of ADP ww72b854s0h 3 62 real real ADJ ww72b854s0h 3 63 - - PUNCT ww72b854s0h 3 64 world world NOUN ww72b854s0h 3 65 applications application NOUN ww72b854s0h 3 66 , , PUNCT ww72b854s0h 3 67 e.g. e.g. ADV ww72b854s0h 3 68 , , PUNCT ww72b854s0h 3 69 recommender recommender ADJ ww72b854s0h 3 70 system system NOUN ww72b854s0h 3 71 , , PUNCT ww72b854s0h 3 72 relevance relevance NOUN ww72b854s0h 3 73 search search NOUN ww72b854s0h 3 74 , , PUNCT ww72b854s0h 3 75 graph graph NOUN ww72b854s0h 3 76 embedding embedding NOUN ww72b854s0h 3 77 , , PUNCT ww72b854s0h 3 78 anomaly anomaly PROPN ww72b854s0h 3 79 detection detection PROPN ww72b854s0h 3 80 . . PUNCT ww72b854s0h 4 1 extending extend VERB ww72b854s0h 4 2 from from ADP ww72b854s0h 4 3 the the DET ww72b854s0h 4 4 fusion fusion NOUN ww72b854s0h 4 5 learning learning NOUN ww72b854s0h 4 6 , , PUNCT ww72b854s0h 4 7 we we PRON ww72b854s0h 4 8 further far ADV ww72b854s0h 4 9 investigate investigate VERB ww72b854s0h 4 10 the the DET ww72b854s0h 4 11 principles principle NOUN ww72b854s0h 4 12 and and CCONJ ww72b854s0h 4 13 methodologies methodology NOUN ww72b854s0h 4 14 for for ADP ww72b854s0h 4 15 label label NOUN ww72b854s0h 4 16 - - PUNCT ww72b854s0h 4 17 efficient efficient ADJ ww72b854s0h 4 18 fusion fusion NOUN ww72b854s0h 4 19 learning learning NOUN ww72b854s0h 4 20 from from ADP ww72b854s0h 4 21 heterogeneous heterogeneous ADJ ww72b854s0h 4 22 data datum NOUN ww72b854s0h 4 23 , , PUNCT ww72b854s0h 4 24 with with ADP ww72b854s0h 4 25 the the DET ww72b854s0h 4 26 emphasis emphasis NOUN ww72b854s0h 4 27 on on ADP ww72b854s0h 4 28 the the DET ww72b854s0h 4 29 applications application NOUN ww72b854s0h 4 30 of of ADP ww72b854s0h 4 31 web web NOUN ww72b854s0h 4 32 personalization personalization NOUN ww72b854s0h 4 33 and and CCONJ ww72b854s0h 4 34 knowledge knowledge NOUN ww72b854s0h 4 35 graph graph NOUN ww72b854s0h 4 36 reasoning reasoning NOUN ww72b854s0h 4 37 . . PUNCT