id sid tid token lemma pos 4j03cz33p65 1 1 the the DET 4j03cz33p65 1 2 proliferation proliferation NOUN 4j03cz33p65 1 3 of of ADP 4j03cz33p65 1 4 personal personal ADJ 4j03cz33p65 1 5 tracking tracking NOUN 4j03cz33p65 1 6 devices device NOUN 4j03cz33p65 1 7 ( ( PUNCT 4j03cz33p65 1 8 e.g. e.g. X 4j03cz33p65 1 9 smart smart ADJ 4j03cz33p65 1 10 wristband wristband NOUN 4j03cz33p65 1 11 ) ) PUNCT 4j03cz33p65 1 12 allows allow VERB 4j03cz33p65 1 13 for for ADP 4j03cz33p65 1 14 the the DET 4j03cz33p65 1 15 continuous continuous ADJ 4j03cz33p65 1 16 and and CCONJ 4j03cz33p65 1 17 pervasive pervasive ADJ 4j03cz33p65 1 18 collection collection NOUN 4j03cz33p65 1 19 of of ADP 4j03cz33p65 1 20 an an DET 4j03cz33p65 1 21 individual individual NOUN 4j03cz33p65 1 22 's 's PART 4j03cz33p65 1 23 behavioral behavioral ADJ 4j03cz33p65 1 24 and and CCONJ 4j03cz33p65 1 25 physiological physiological ADJ 4j03cz33p65 1 26 data datum NOUN 4j03cz33p65 1 27 . . PUNCT 4j03cz33p65 2 1 these these DET 4j03cz33p65 2 2 sensed sense VERB 4j03cz33p65 2 3 multi multi ADJ 4j03cz33p65 2 4 - - ADJ 4j03cz33p65 2 5 modal modal ADJ 4j03cz33p65 2 6 streams stream NOUN 4j03cz33p65 2 7 are be AUX 4j03cz33p65 2 8 often often ADV 4j03cz33p65 2 9 chronologically chronologically ADV 4j03cz33p65 2 10 ordered order VERB 4j03cz33p65 2 11 ( ( PUNCT 4j03cz33p65 2 12 e.g. e.g. ADJ 4j03cz33p65 2 13 time time NOUN 4j03cz33p65 2 14 series series NOUN 4j03cz33p65 2 15 of of ADP 4j03cz33p65 2 16 heart heart NOUN 4j03cz33p65 2 17 rate rate NOUN 4j03cz33p65 2 18 measurements measurement NOUN 4j03cz33p65 2 19 ) ) PUNCT 4j03cz33p65 2 20 , , PUNCT 4j03cz33p65 2 21 which which PRON 4j03cz33p65 2 22 we we PRON 4j03cz33p65 2 23 refer refer VERB 4j03cz33p65 2 24 to to ADP 4j03cz33p65 2 25 as as ADP 4j03cz33p65 2 26 temporal temporal ADJ 4j03cz33p65 2 27 multi multi ADJ 4j03cz33p65 2 28 - - ADJ 4j03cz33p65 2 29 modal modal ADJ 4j03cz33p65 2 30 sensory sensory ADJ 4j03cz33p65 2 31 data datum NOUN 4j03cz33p65 2 32 in in ADP 4j03cz33p65 2 33 this this DET 4j03cz33p65 2 34 thesis thesis NOUN 4j03cz33p65 2 35 . . PUNCT 4j03cz33p65 3 1 such such ADJ 4j03cz33p65 3 2 data datum NOUN 4j03cz33p65 3 3 , , PUNCT 4j03cz33p65 3 4 which which PRON 4j03cz33p65 3 5 is be AUX 4j03cz33p65 3 6 from from ADP 4j03cz33p65 3 7 multiple multiple ADJ 4j03cz33p65 3 8 sensor sensor NOUN 4j03cz33p65 3 9 sources source NOUN 4j03cz33p65 3 10 , , PUNCT 4j03cz33p65 3 11 can can AUX 4j03cz33p65 3 12 benefit benefit VERB 4j03cz33p65 3 13 a a DET 4j03cz33p65 3 14 wide wide ADJ 4j03cz33p65 3 15 spectrum spectrum NOUN 4j03cz33p65 3 16 of of ADP 4j03cz33p65 3 17 applications application NOUN 4j03cz33p65 3 18 , , PUNCT 4j03cz33p65 3 19 such such ADJ 4j03cz33p65 3 20 as as ADP 4j03cz33p65 3 21 personality personality NOUN 4j03cz33p65 3 22 inference inference NOUN 4j03cz33p65 3 23 , , PUNCT 4j03cz33p65 3 24 wellness wellness NOUN 4j03cz33p65 3 25 assessment assessment NOUN 4j03cz33p65 3 26 , , PUNCT 4j03cz33p65 3 27 and and CCONJ 4j03cz33p65 3 28 demographics demographic NOUN 4j03cz33p65 3 29 prediction prediction NOUN 4j03cz33p65 3 30 . . PUNCT 4j03cz33p65 4 1 mining mining NOUN 4j03cz33p65 4 2 such such ADJ 4j03cz33p65 4 3 data datum NOUN 4j03cz33p65 4 4 has have AUX 4j03cz33p65 4 5 also also ADV 4j03cz33p65 4 6 become become VERB 4j03cz33p65 4 7 the the DET 4j03cz33p65 4 8 cornerstones cornerstone NOUN 4j03cz33p65 4 9 of of ADP 4j03cz33p65 4 10 related related ADJ 4j03cz33p65 4 11 researches research NOUN 4j03cz33p65 4 12 and and CCONJ 4j03cz33p65 4 13 applications.however applications.however NOUN 4j03cz33p65 4 14 , , PUNCT 4j03cz33p65 4 15 temporal temporal ADJ 4j03cz33p65 4 16 multi multi ADJ 4j03cz33p65 4 17 - - ADJ 4j03cz33p65 4 18 modal modal ADJ 4j03cz33p65 4 19 sensory sensory ADJ 4j03cz33p65 4 20 data datum NOUN 4j03cz33p65 4 21 poses pose VERB 4j03cz33p65 4 22 its its PRON 4j03cz33p65 4 23 unique unique ADJ 4j03cz33p65 4 24 challenges challenge NOUN 4j03cz33p65 4 25 . . PUNCT 4j03cz33p65 5 1 compared compare VERB 4j03cz33p65 5 2 to to ADP 4j03cz33p65 5 3 the the DET 4j03cz33p65 5 4 other other ADJ 4j03cz33p65 5 5 chronological chronological ADJ 4j03cz33p65 5 6 sequences sequence NOUN 4j03cz33p65 5 7 , , PUNCT 4j03cz33p65 5 8 such such ADJ 4j03cz33p65 5 9 as as ADP 4j03cz33p65 5 10 music music NOUN 4j03cz33p65 5 11 , , PUNCT 4j03cz33p65 5 12 temporal temporal ADJ 4j03cz33p65 5 13 multi multi ADJ 4j03cz33p65 5 14 - - ADJ 4j03cz33p65 5 15 modal modal ADJ 4j03cz33p65 5 16 sensory sensory ADJ 4j03cz33p65 5 17 data datum NOUN 4j03cz33p65 5 18 is be AUX 4j03cz33p65 5 19 more more ADV 4j03cz33p65 5 20 sensitive sensitive ADJ 4j03cz33p65 5 21 to to ADP 4j03cz33p65 5 22 individual individual ADJ 4j03cz33p65 5 23 characteristics characteristic NOUN 4j03cz33p65 5 24 , , PUNCT 4j03cz33p65 5 25 i.e i.e X 4j03cz33p65 5 26 , , PUNCT 4j03cz33p65 5 27 data datum NOUN 4j03cz33p65 5 28 similarities similarity NOUN 4j03cz33p65 5 29 and and CCONJ 4j03cz33p65 5 30 differences difference NOUN 4j03cz33p65 5 31 . . PUNCT 4j03cz33p65 6 1 to to PART 4j03cz33p65 6 2 tackle tackle VERB 4j03cz33p65 6 3 this this DET 4j03cz33p65 6 4 challenge challenge NOUN 4j03cz33p65 6 5 , , PUNCT 4j03cz33p65 6 6 personal personal ADJ 4j03cz33p65 6 7 features feature NOUN 4j03cz33p65 6 8 should should AUX 4j03cz33p65 6 9 be be AUX 4j03cz33p65 6 10 given give VERB 4j03cz33p65 6 11 particular particular ADJ 4j03cz33p65 6 12 attention attention NOUN 4j03cz33p65 6 13 when when SCONJ 4j03cz33p65 6 14 mining mine VERB 4j03cz33p65 6 15 such such ADJ 4j03cz33p65 6 16 data datum NOUN 4j03cz33p65 6 17 for for ADP 4j03cz33p65 6 18 research research NOUN 4j03cz33p65 6 19 purposes purpose NOUN 4j03cz33p65 6 20 . . PUNCT 4j03cz33p65 7 1 for for ADP 4j03cz33p65 7 2 example example NOUN 4j03cz33p65 7 3 , , PUNCT 4j03cz33p65 7 4 small small ADJ 4j03cz33p65 7 5 fluctuations fluctuation NOUN 4j03cz33p65 7 6 in in ADP 4j03cz33p65 7 7 heart heart NOUN 4j03cz33p65 7 8 rate rate NOUN 4j03cz33p65 7 9 data datum NOUN 4j03cz33p65 7 10 can can AUX 4j03cz33p65 7 11 pose pose VERB 4j03cz33p65 7 12 significant significant ADJ 4j03cz33p65 7 13 impacts impact NOUN 4j03cz33p65 7 14 on on ADP 4j03cz33p65 7 15 the the DET 4j03cz33p65 7 16 data datum NOUN 4j03cz33p65 7 17 analysis analysis NOUN 4j03cz33p65 7 18 , , PUNCT 4j03cz33p65 7 19 and and CCONJ 4j03cz33p65 7 20 it it PRON 4j03cz33p65 7 21 is be AUX 4j03cz33p65 7 22 important important ADJ 4j03cz33p65 7 23 to to PART 4j03cz33p65 7 24 consider consider VERB 4j03cz33p65 7 25 recovering recover VERB 4j03cz33p65 7 26 the the DET 4j03cz33p65 7 27 personal personal ADJ 4j03cz33p65 7 28 characteristics characteristic NOUN 4j03cz33p65 7 29 in in ADP 4j03cz33p65 7 30 heart heart NOUN 4j03cz33p65 7 31 rate rate NOUN 4j03cz33p65 7 32 missing miss VERB 4j03cz33p65 7 33 imputation imputation NOUN 4j03cz33p65 7 34 . . PUNCT 4j03cz33p65 8 1 as as ADP 4j03cz33p65 8 2 such such ADJ 4j03cz33p65 8 3 , , PUNCT 4j03cz33p65 8 4 this this DET 4j03cz33p65 8 5 thesis thesis NOUN 4j03cz33p65 8 6 aims aim VERB 4j03cz33p65 8 7 to to PART 4j03cz33p65 8 8 address address VERB 4j03cz33p65 8 9 the the DET 4j03cz33p65 8 10 research research NOUN 4j03cz33p65 8 11 question question NOUN 4j03cz33p65 8 12 : : PUNCT 4j03cz33p65 8 13 how how SCONJ 4j03cz33p65 8 14 can can AUX 4j03cz33p65 8 15 we we PRON 4j03cz33p65 8 16 make make VERB 4j03cz33p65 8 17 full full ADJ 4j03cz33p65 8 18 use use NOUN 4j03cz33p65 8 19 of of ADP 4j03cz33p65 8 20 personal personal ADJ 4j03cz33p65 8 21 insights insight NOUN 4j03cz33p65 8 22 when when SCONJ 4j03cz33p65 8 23 modeling model VERB 4j03cz33p65 8 24 the the DET 4j03cz33p65 8 25 temporal temporal ADJ 4j03cz33p65 8 26 multi multi ADJ 4j03cz33p65 8 27 - - ADJ 4j03cz33p65 8 28 modal modal ADJ 4j03cz33p65 8 29 sensory sensory ADJ 4j03cz33p65 8 30 data?the data?the DET 4j03cz33p65 8 31 main main ADJ 4j03cz33p65 8 32 thrust thrust NOUN 4j03cz33p65 8 33 of of ADP 4j03cz33p65 8 34 this this DET 4j03cz33p65 8 35 dissertation dissertation NOUN 4j03cz33p65 8 36 focuses focus VERB 4j03cz33p65 8 37 on on ADP 4j03cz33p65 8 38 advancing advance VERB 4j03cz33p65 8 39 the the DET 4j03cz33p65 8 40 personalized personalized ADJ 4j03cz33p65 8 41 knowledge knowledge NOUN 4j03cz33p65 8 42 in in ADP 4j03cz33p65 8 43 temporal temporal ADJ 4j03cz33p65 8 44 multi multi ADJ 4j03cz33p65 8 45 - - ADJ 4j03cz33p65 8 46 modal modal ADJ 4j03cz33p65 8 47 sensory sensory ADJ 4j03cz33p65 8 48 data datum NOUN 4j03cz33p65 8 49 mining mining NOUN 4j03cz33p65 8 50 and and CCONJ 4j03cz33p65 8 51 proposing propose VERB 4j03cz33p65 8 52 novel novel NOUN 4j03cz33p65 8 53 solutions solution NOUN 4j03cz33p65 8 54 in in ADP 4j03cz33p65 8 55 their their PRON 4j03cz33p65 8 56 applications application NOUN 4j03cz33p65 8 57 . . PUNCT 4j03cz33p65 9 1 specifically specifically ADV 4j03cz33p65 9 2 , , PUNCT 4j03cz33p65 9 3 we we PRON 4j03cz33p65 9 4 present present VERB 4j03cz33p65 9 5 research research NOUN 4j03cz33p65 9 6 across across ADP 4j03cz33p65 9 7 the the DET 4j03cz33p65 9 8 data datum NOUN 4j03cz33p65 9 9 mining mining NOUN 4j03cz33p65 9 10 end end NOUN 4j03cz33p65 9 11 - - PUNCT 4j03cz33p65 9 12 to to ADP 4j03cz33p65 9 13 - - PUNCT 4j03cz33p65 9 14 end end NOUN 4j03cz33p65 9 15 procedures procedure NOUN 4j03cz33p65 9 16 , , PUNCT 4j03cz33p65 9 17 including include VERB 4j03cz33p65 9 18 : : PUNCT 4j03cz33p65 9 19 i. i. PROPN 4j03cz33p65 9 20 introducing introduce VERB 4j03cz33p65 9 21 personalized personalized ADJ 4j03cz33p65 9 22 characteristics characteristic NOUN 4j03cz33p65 9 23 in in ADP 4j03cz33p65 9 24 data datum NOUN 4j03cz33p65 9 25 preprocessing preprocessing NOUN 4j03cz33p65 9 26 ; ; PUNCT 4j03cz33p65 9 27 ii ii PROPN 4j03cz33p65 9 28 . . PROPN 4j03cz33p65 9 29 generating generate VERB 4j03cz33p65 9 30 the the DET 4j03cz33p65 9 31 individual individual ADJ 4j03cz33p65 9 32 feature feature NOUN 4j03cz33p65 9 33 representations representation NOUN 4j03cz33p65 9 34 while while SCONJ 4j03cz33p65 9 35 capturing capture VERB 4j03cz33p65 9 36 the the DET 4j03cz33p65 9 37 temporal temporal ADJ 4j03cz33p65 9 38 and and CCONJ 4j03cz33p65 9 39 semantic semantic ADJ 4j03cz33p65 9 40 patterns pattern NOUN 4j03cz33p65 9 41 in in ADP 4j03cz33p65 9 42 the the DET 4j03cz33p65 9 43 data datum NOUN 4j03cz33p65 9 44 ; ; PUNCT 4j03cz33p65 9 45 iii iii NUM 4j03cz33p65 9 46 . . PROPN 4j03cz33p65 9 47 learning learning PROPN 4j03cz33p65 9 48 and and CCONJ 4j03cz33p65 9 49 aggregating aggregate VERB 4j03cz33p65 9 50 the the DET 4j03cz33p65 9 51 personal personal ADJ 4j03cz33p65 9 52 insights insight NOUN 4j03cz33p65 9 53 from from ADP 4j03cz33p65 9 54 multiple multiple ADJ 4j03cz33p65 9 55 sources source NOUN 4j03cz33p65 9 56 in in ADP 4j03cz33p65 9 57 various various ADJ 4j03cz33p65 9 58 applications.this applications.this DET 4j03cz33p65 9 59 dissertation dissertation NOUN 4j03cz33p65 9 60 will will AUX 4j03cz33p65 9 61 not not PART 4j03cz33p65 9 62 only only ADV 4j03cz33p65 9 63 provide provide VERB 4j03cz33p65 9 64 practical practical ADJ 4j03cz33p65 9 65 solutions solution NOUN 4j03cz33p65 9 66 to to PART 4j03cz33p65 9 67 address address VERB 4j03cz33p65 9 68 the the DET 4j03cz33p65 9 69 domain domain NOUN 4j03cz33p65 9 70 - - PUNCT 4j03cz33p65 9 71 specific specific ADJ 4j03cz33p65 9 72 problems problem NOUN 4j03cz33p65 9 73 , , PUNCT 4j03cz33p65 9 74 but but CCONJ 4j03cz33p65 9 75 also also ADV 4j03cz33p65 9 76 emphasize emphasize VERB 4j03cz33p65 9 77 the the DET 4j03cz33p65 9 78 focus focus NOUN 4j03cz33p65 9 79 of of ADP 4j03cz33p65 9 80 personal personal ADJ 4j03cz33p65 9 81 insights insight NOUN 4j03cz33p65 9 82 when when SCONJ 4j03cz33p65 9 83 tackling tackle VERB 4j03cz33p65 9 84 the the DET 4j03cz33p65 9 85 temporal temporal ADJ 4j03cz33p65 9 86 sensory sensory ADJ 4j03cz33p65 9 87 data datum NOUN 4j03cz33p65 9 88 . . PUNCT 4j03cz33p65 10 1 it it PRON 4j03cz33p65 10 2 will will AUX 4j03cz33p65 10 3 shed shed VERB 4j03cz33p65 10 4 light light NOUN 4j03cz33p65 10 5 on on ADP 4j03cz33p65 10 6 future future ADJ 4j03cz33p65 10 7 research research NOUN 4j03cz33p65 10 8 on on ADP 4j03cz33p65 10 9 processing processing NOUN 4j03cz33p65 10 10 and and CCONJ 4j03cz33p65 10 11 learning learn VERB 4j03cz33p65 10 12 from from ADP 4j03cz33p65 10 13 temporal temporal ADJ 4j03cz33p65 10 14 multi multi ADJ 4j03cz33p65 10 15 - - ADJ 4j03cz33p65 10 16 modal modal ADJ 4j03cz33p65 10 17 sensory sensory ADJ 4j03cz33p65 10 18 data datum NOUN 4j03cz33p65 10 19 . . PUNCT 4j03cz33p65 11 1 furthermore furthermore ADV 4j03cz33p65 11 2 , , PUNCT 4j03cz33p65 11 3 the the DET 4j03cz33p65 11 4 pervasiveness pervasiveness NOUN 4j03cz33p65 11 5 of of ADP 4j03cz33p65 11 6 these these DET 4j03cz33p65 11 7 self self NOUN 4j03cz33p65 11 8 - - PUNCT 4j03cz33p65 11 9 tracking track VERB 4j03cz33p65 11 10 devices device NOUN 4j03cz33p65 11 11 , , PUNCT 4j03cz33p65 11 12 coupled couple VERB 4j03cz33p65 11 13 with with ADP 4j03cz33p65 11 14 the the DET 4j03cz33p65 11 15 methods method NOUN 4j03cz33p65 11 16 to to PART 4j03cz33p65 11 17 capture capture VERB 4j03cz33p65 11 18 the the DET 4j03cz33p65 11 19 personal personal ADJ 4j03cz33p65 11 20 traits trait NOUN 4j03cz33p65 11 21 , , PUNCT 4j03cz33p65 11 22 will will AUX 4j03cz33p65 11 23 serve serve VERB 4j03cz33p65 11 24 as as ADP 4j03cz33p65 11 25 an an DET 4j03cz33p65 11 26 important important ADJ 4j03cz33p65 11 27 role role NOUN 4j03cz33p65 11 28 to to PART 4j03cz33p65 11 29 understand understand VERB 4j03cz33p65 11 30 individuals individual NOUN 4j03cz33p65 11 31 and and CCONJ 4j03cz33p65 11 32 designing design VERB 4j03cz33p65 11 33 suited suited ADJ 4j03cz33p65 11 34 contents content NOUN 4j03cz33p65 11 35 for for ADP 4j03cz33p65 11 36 them they PRON 4j03cz33p65 11 37 . . PUNCT