id sid tid token lemma pos hx11xd09s3d 1 1 networks network NOUN hx11xd09s3d 1 2 have have AUX hx11xd09s3d 1 3 been be AUX hx11xd09s3d 1 4 used use VERB hx11xd09s3d 1 5 to to PART hx11xd09s3d 1 6 model model VERB hx11xd09s3d 1 7 a a DET hx11xd09s3d 1 8 variety variety NOUN hx11xd09s3d 1 9 of of ADP hx11xd09s3d 1 10 real real ADJ hx11xd09s3d 1 11 - - PUNCT hx11xd09s3d 1 12 world world NOUN hx11xd09s3d 1 13 phenomena phenomenon NOUN hx11xd09s3d 1 14 in in ADP hx11xd09s3d 1 15 many many ADJ hx11xd09s3d 1 16 domains domain NOUN hx11xd09s3d 1 17 . . PUNCT hx11xd09s3d 2 1 due due ADP hx11xd09s3d 2 2 to to ADP hx11xd09s3d 2 3 limitations limitation NOUN hx11xd09s3d 2 4 of of ADP hx11xd09s3d 2 5 techniques technique NOUN hx11xd09s3d 2 6 for for ADP hx11xd09s3d 2 7 data datum NOUN hx11xd09s3d 2 8 collection collection NOUN hx11xd09s3d 2 9 , , PUNCT hx11xd09s3d 2 10 traditional traditional ADJ hx11xd09s3d 2 11 network network NOUN hx11xd09s3d 2 12 research research NOUN hx11xd09s3d 2 13 has have AUX hx11xd09s3d 2 14 typically typically ADV hx11xd09s3d 2 15 focused focus VERB hx11xd09s3d 2 16 on on ADP hx11xd09s3d 2 17 studying study VERB hx11xd09s3d 2 18 static static ADJ hx11xd09s3d 2 19 and and CCONJ hx11xd09s3d 2 20 homogenous homogenous ADJ hx11xd09s3d 2 21 networks network NOUN hx11xd09s3d 2 22 . . PUNCT hx11xd09s3d 3 1 however however ADV hx11xd09s3d 3 2 , , PUNCT hx11xd09s3d 3 3 many many ADJ hx11xd09s3d 3 4 interactions interaction NOUN hx11xd09s3d 3 5 ( ( PUNCT hx11xd09s3d 3 6 e.g. e.g. ADJ hx11xd09s3d 3 7 , , PUNCT hx11xd09s3d 3 8 social social ADJ hx11xd09s3d 3 9 communications communication NOUN hx11xd09s3d 3 10 or or CCONJ hx11xd09s3d 3 11 relationships relationship NOUN hx11xd09s3d 3 12 between between ADP hx11xd09s3d 3 13 biomolecules biomolecule NOUN hx11xd09s3d 3 14 ) ) PUNCT hx11xd09s3d 3 15 are be AUX hx11xd09s3d 3 16 evolving evolve VERB hx11xd09s3d 3 17 and and CCONJ hx11xd09s3d 3 18 vary vary VERB hx11xd09s3d 3 19 in in ADP hx11xd09s3d 3 20 type type NOUN hx11xd09s3d 3 21 . . PUNCT hx11xd09s3d 4 1 with with ADP hx11xd09s3d 4 2 the the DET hx11xd09s3d 4 3 recent recent ADJ hx11xd09s3d 4 4 advancement advancement NOUN hx11xd09s3d 4 5 of of ADP hx11xd09s3d 4 6 data datum NOUN hx11xd09s3d 4 7 collection collection NOUN hx11xd09s3d 4 8 techniques technique NOUN hx11xd09s3d 4 9 , , PUNCT hx11xd09s3d 4 10 increasing increase VERB hx11xd09s3d 4 11 amounts amount NOUN hx11xd09s3d 4 12 of of ADP hx11xd09s3d 4 13 dynamic dynamic ADJ hx11xd09s3d 4 14 and and CCONJ hx11xd09s3d 4 15 heterogeneous heterogeneous ADJ hx11xd09s3d 4 16 network network NOUN hx11xd09s3d 4 17 data datum NOUN hx11xd09s3d 4 18 are be AUX hx11xd09s3d 4 19 becoming become VERB hx11xd09s3d 4 20 available available ADJ hx11xd09s3d 4 21 . . PUNCT hx11xd09s3d 5 1 extracting extract VERB hx11xd09s3d 5 2 knowledge knowledge NOUN hx11xd09s3d 5 3 from from ADP hx11xd09s3d 5 4 such such ADJ hx11xd09s3d 5 5 data datum NOUN hx11xd09s3d 5 6 is be AUX hx11xd09s3d 5 7 a a DET hx11xd09s3d 5 8 non non ADJ hx11xd09s3d 5 9 - - ADJ hx11xd09s3d 5 10 trivial trivial ADJ hx11xd09s3d 5 11 task task NOUN hx11xd09s3d 5 12 due due ADP hx11xd09s3d 5 13 to to ADP hx11xd09s3d 5 14 the the DET hx11xd09s3d 5 15 lack lack NOUN hx11xd09s3d 5 16 of of ADP hx11xd09s3d 5 17 methods method NOUN hx11xd09s3d 5 18 for for ADP hx11xd09s3d 5 19 their their PRON hx11xd09s3d 5 20 analyses analysis NOUN hx11xd09s3d 5 21 and and CCONJ hx11xd09s3d 5 22 consequently consequently ADV hx11xd09s3d 5 23 many many ADJ hx11xd09s3d 5 24 challenging challenging ADJ hx11xd09s3d 5 25 questions question NOUN hx11xd09s3d 5 26 have have AUX hx11xd09s3d 5 27 emerged emerge VERB hx11xd09s3d 5 28 both both CCONJ hx11xd09s3d 5 29 on on ADP hx11xd09s3d 5 30 the the DET hx11xd09s3d 5 31 computational computational ADJ hx11xd09s3d 5 32 as as ADV hx11xd09s3d 5 33 well well ADV hx11xd09s3d 5 34 as as ADP hx11xd09s3d 5 35 the the DET hx11xd09s3d 5 36 application application NOUN hx11xd09s3d 5 37 side.therefore side.therefore ADV hx11xd09s3d 5 38 , , PUNCT hx11xd09s3d 5 39 this this DET hx11xd09s3d 5 40 ph.d ph.d PROPN hx11xd09s3d 5 41 . . PUNCT hx11xd09s3d 5 42 dissertation dissertation NOUN hx11xd09s3d 5 43 focuses focus VERB hx11xd09s3d 5 44 on on ADP hx11xd09s3d 5 45 developing develop VERB hx11xd09s3d 5 46 computational computational ADJ hx11xd09s3d 5 47 strategies strategy NOUN hx11xd09s3d 5 48 for for ADP hx11xd09s3d 5 49 analyzing analyze VERB hx11xd09s3d 5 50 dynamic dynamic ADJ hx11xd09s3d 5 51 and and CCONJ hx11xd09s3d 5 52 heterogeneous heterogeneous ADJ hx11xd09s3d 5 53 networks network NOUN hx11xd09s3d 5 54 and and CCONJ hx11xd09s3d 5 55 studying study VERB hx11xd09s3d 5 56 their their PRON hx11xd09s3d 5 57 interdisciplinary interdisciplinary ADJ hx11xd09s3d 5 58 implications implication NOUN hx11xd09s3d 5 59 . . PUNCT hx11xd09s3d 6 1 here here ADV hx11xd09s3d 6 2 , , PUNCT hx11xd09s3d 6 3 we we PRON hx11xd09s3d 6 4 explore explore VERB hx11xd09s3d 6 5 the the DET hx11xd09s3d 6 6 domains domain NOUN hx11xd09s3d 6 7 of of ADP hx11xd09s3d 6 8 social social ADJ hx11xd09s3d 6 9 and and CCONJ hx11xd09s3d 6 10 biological biological ADJ hx11xd09s3d 6 11 networks network NOUN hx11xd09s3d 6 12 , , PUNCT hx11xd09s3d 6 13 although although SCONJ hx11xd09s3d 6 14 the the DET hx11xd09s3d 6 15 strategies strategy NOUN hx11xd09s3d 6 16 are be AUX hx11xd09s3d 6 17 applicable applicable ADJ hx11xd09s3d 6 18 to to ADP hx11xd09s3d 6 19 other other ADJ hx11xd09s3d 6 20 domains domain NOUN hx11xd09s3d 6 21 as as ADV hx11xd09s3d 6 22 well well ADV hx11xd09s3d 6 23 . . PUNCT hx11xd09s3d 7 1 in in ADP hx11xd09s3d 7 2 particular particular ADJ hx11xd09s3d 7 3 , , PUNCT hx11xd09s3d 7 4 we we PRON hx11xd09s3d 7 5 are be AUX hx11xd09s3d 7 6 interested interested ADJ hx11xd09s3d 7 7 in in ADP hx11xd09s3d 7 8 three three NUM hx11xd09s3d 7 9 key key ADJ hx11xd09s3d 7 10 questions question NOUN hx11xd09s3d 7 11 : : PUNCT hx11xd09s3d 7 12 1 1 X hx11xd09s3d 7 13 ) ) PUNCT hx11xd09s3d 7 14 will will AUX hx11xd09s3d 7 15 studying study VERB hx11xd09s3d 7 16 data datum NOUN hx11xd09s3d 7 17 via via ADP hx11xd09s3d 7 18 heterogeneous heterogeneous ADJ hx11xd09s3d 7 19 network network NOUN hx11xd09s3d 7 20 analysis analysis NOUN hx11xd09s3d 7 21 result result VERB hx11xd09s3d 7 22 in in ADP hx11xd09s3d 7 23 different different ADJ hx11xd09s3d 7 24 findings finding NOUN hx11xd09s3d 7 25 compared compare VERB hx11xd09s3d 7 26 to to ADP hx11xd09s3d 7 27 studying study VERB hx11xd09s3d 7 28 the the DET hx11xd09s3d 7 29 same same ADJ hx11xd09s3d 7 30 data datum NOUN hx11xd09s3d 7 31 via via ADP hx11xd09s3d 7 32 homogeneous homogeneous ADJ hx11xd09s3d 7 33 network network NOUN hx11xd09s3d 7 34 analysis analysis NOUN hx11xd09s3d 7 35 ? ? PUNCT hx11xd09s3d 8 1 2 2 X hx11xd09s3d 8 2 ) ) PUNCT hx11xd09s3d 8 3 how how SCONJ hx11xd09s3d 8 4 to to PART hx11xd09s3d 8 5 systematically systematically ADV hx11xd09s3d 8 6 analyze analyze VERB hx11xd09s3d 8 7 network network NOUN hx11xd09s3d 8 8 data datum NOUN hx11xd09s3d 8 9 that that PRON hx11xd09s3d 8 10 is be AUX hx11xd09s3d 8 11 both both PRON hx11xd09s3d 8 12 heterogeneous heterogeneous ADJ hx11xd09s3d 8 13 and and CCONJ hx11xd09s3d 8 14 dynamic dynamic ADJ hx11xd09s3d 8 15 ? ? PUNCT hx11xd09s3d 8 16 3 3 X hx11xd09s3d 8 17 ) ) PUNCT hx11xd09s3d 8 18 how how SCONJ hx11xd09s3d 8 19 to to PART hx11xd09s3d 8 20 efficiently efficiently ADV hx11xd09s3d 8 21 compare compare VERB hx11xd09s3d 8 22 two two NUM hx11xd09s3d 8 23 heterogeneous heterogeneous ADJ hx11xd09s3d 8 24 yet yet ADV hx11xd09s3d 8 25 related related ADJ hx11xd09s3d 8 26 networks network NOUN hx11xd09s3d 8 27 via via ADP hx11xd09s3d 8 28 network network NOUN hx11xd09s3d 8 29 alignment alignment NOUN hx11xd09s3d 8 30 ? ? PUNCT hx11xd09s3d 9 1 to to ADP hx11xd09s3d 9 2 this this DET hx11xd09s3d 9 3 end end NOUN hx11xd09s3d 9 4 , , PUNCT hx11xd09s3d 9 5 we we PRON hx11xd09s3d 9 6 : : PUNCT hx11xd09s3d 9 7 1 1 X hx11xd09s3d 9 8 ) ) PUNCT hx11xd09s3d 9 9 integrate integrate VERB hx11xd09s3d 9 10 heterogenous heterogenous ADJ hx11xd09s3d 9 11 network network NOUN hx11xd09s3d 9 12 data datum NOUN hx11xd09s3d 9 13 and and CCONJ hx11xd09s3d 9 14 demonstrate demonstrate VERB hx11xd09s3d 9 15 that that SCONJ hx11xd09s3d 9 16 our our PRON hx11xd09s3d 9 17 approach approach NOUN hx11xd09s3d 9 18 reveals reveal VERB hx11xd09s3d 9 19 additional additional ADJ hx11xd09s3d 9 20 information information NOUN hx11xd09s3d 9 21 that that PRON hx11xd09s3d 9 22 is be AUX hx11xd09s3d 9 23 missed miss VERB hx11xd09s3d 9 24 by by ADP hx11xd09s3d 9 25 simpler simple ADJ hx11xd09s3d 9 26 approaches approach NOUN hx11xd09s3d 9 27 such such ADJ hx11xd09s3d 9 28 as as ADP hx11xd09s3d 9 29 homogenous homogenous ADJ hx11xd09s3d 9 30 network network NOUN hx11xd09s3d 9 31 analysis analysis NOUN hx11xd09s3d 9 32 , , PUNCT hx11xd09s3d 9 33 by by ADP hx11xd09s3d 9 34 exploring explore VERB hx11xd09s3d 9 35 a a DET hx11xd09s3d 9 36 smartphone smartphone NOUN hx11xd09s3d 9 37 study study NOUN hx11xd09s3d 9 38 encompassing encompass VERB hx11xd09s3d 9 39 multiple multiple ADJ hx11xd09s3d 9 40 link link NOUN hx11xd09s3d 9 41 types type NOUN hx11xd09s3d 9 42 and and CCONJ hx11xd09s3d 9 43 node node NOUN hx11xd09s3d 9 44 traits trait NOUN hx11xd09s3d 9 45 ; ; PUNCT hx11xd09s3d 9 46 2 2 X hx11xd09s3d 9 47 ) ) PUNCT hx11xd09s3d 9 48 introduce introduce VERB hx11xd09s3d 9 49 a a DET hx11xd09s3d 9 50 novel novel ADJ hx11xd09s3d 9 51 computational computational ADJ hx11xd09s3d 9 52 framework framework NOUN hx11xd09s3d 9 53 for for ADP hx11xd09s3d 9 54 systematic systematic ADJ hx11xd09s3d 9 55 analysis analysis NOUN hx11xd09s3d 9 56 of of ADP hx11xd09s3d 9 57 dynamic dynamic ADJ hx11xd09s3d 9 58 and and CCONJ hx11xd09s3d 9 59 heterogeneous heterogeneous ADJ hx11xd09s3d 9 60 networks network NOUN hx11xd09s3d 9 61 , , PUNCT hx11xd09s3d 9 62 which which PRON hx11xd09s3d 9 63 we we PRON hx11xd09s3d 9 64 use use VERB hx11xd09s3d 9 65 to to PART hx11xd09s3d 9 66 link link VERB hx11xd09s3d 9 67 individuals individual NOUN hx11xd09s3d 9 68 ' ' PART hx11xd09s3d 9 69 evolving evolve VERB hx11xd09s3d 9 70 social social ADJ hx11xd09s3d 9 71 network network NOUN hx11xd09s3d 9 72 positions position NOUN hx11xd09s3d 9 73 with with ADP hx11xd09s3d 9 74 their their PRON hx11xd09s3d 9 75 traits trait NOUN hx11xd09s3d 9 76 , , PUNCT hx11xd09s3d 9 77 revealing reveal VERB hx11xd09s3d 9 78 in in ADP hx11xd09s3d 9 79 the the DET hx11xd09s3d 9 80 process process NOUN hx11xd09s3d 9 81 additional additional ADJ hx11xd09s3d 9 82 links link NOUN hx11xd09s3d 9 83 that that PRON hx11xd09s3d 9 84 are be AUX hx11xd09s3d 9 85 missed miss VERB hx11xd09s3d 9 86 by by ADP hx11xd09s3d 9 87 simpler simple ADJ hx11xd09s3d 9 88 approaches approach NOUN hx11xd09s3d 9 89 such such ADJ hx11xd09s3d 9 90 as as ADP hx11xd09s3d 9 91 static static ADJ hx11xd09s3d 9 92 network network NOUN hx11xd09s3d 9 93 analysis analysis NOUN hx11xd09s3d 9 94 or or CCONJ hx11xd09s3d 9 95 that that PRON hx11xd09s3d 9 96 have have AUX hx11xd09s3d 9 97 not not PART hx11xd09s3d 9 98 been be AUX hx11xd09s3d 9 99 studied study VERB hx11xd09s3d 9 100 to to ADP hx11xd09s3d 9 101 date date NOUN hx11xd09s3d 9 102 ; ; PUNCT hx11xd09s3d 9 103 and and CCONJ hx11xd09s3d 9 104 3 3 X hx11xd09s3d 9 105 ) ) PUNCT hx11xd09s3d 9 106 introduce introduce VERB hx11xd09s3d 9 107 the the DET hx11xd09s3d 9 108 first first ADJ hx11xd09s3d 9 109 ever ever ADJ hx11xd09s3d 9 110 comparison comparison NOUN hx11xd09s3d 9 111 of of ADP hx11xd09s3d 9 112 two two NUM hx11xd09s3d 9 113 complementary complementary ADJ hx11xd09s3d 9 114 types type NOUN hx11xd09s3d 9 115 of of ADP hx11xd09s3d 9 116 network network NOUN hx11xd09s3d 9 117 alignment alignment NOUN hx11xd09s3d 9 118 methods method NOUN hx11xd09s3d 9 119 ( ( PUNCT hx11xd09s3d 9 120 local local ADJ hx11xd09s3d 9 121 and and CCONJ hx11xd09s3d 9 122 global global ADJ hx11xd09s3d 9 123 ) ) PUNCT hx11xd09s3d 9 124 and and CCONJ hx11xd09s3d 9 125 propose propose VERB hx11xd09s3d 9 126 a a DET hx11xd09s3d 9 127 new new ADJ hx11xd09s3d 9 128 algorithm algorithm NOUN hx11xd09s3d 9 129 , , PUNCT hx11xd09s3d 9 130 igloo igloo NOUN hx11xd09s3d 9 131 ( ( PUNCT hx11xd09s3d 9 132 integrating integrate VERB hx11xd09s3d 9 133 global global ADJ hx11xd09s3d 9 134 and and CCONJ hx11xd09s3d 9 135 local local ADJ hx11xd09s3d 9 136 biological biological ADJ hx11xd09s3d 9 137 network network NOUN hx11xd09s3d 9 138 alignment alignment NOUN hx11xd09s3d 9 139 ) ) PUNCT hx11xd09s3d 9 140 , , PUNCT hx11xd09s3d 9 141 to to PART hx11xd09s3d 9 142 reconcile reconcile VERB hx11xd09s3d 9 143 the the DET hx11xd09s3d 9 144 two two NUM hx11xd09s3d 9 145 , , PUNCT hx11xd09s3d 9 146 demonstrating demonstrate VERB hx11xd09s3d 9 147 in in ADP hx11xd09s3d 9 148 the the DET hx11xd09s3d 9 149 process process NOUN hx11xd09s3d 9 150 the the DET hx11xd09s3d 9 151 superiority superiority NOUN hx11xd09s3d 9 152 of of ADP hx11xd09s3d 9 153 igloo igloo NOUN hx11xd09s3d 9 154 over over ADP hx11xd09s3d 9 155 each each DET hx11xd09s3d 9 156 network network NOUN hx11xd09s3d 9 157 alignment alignment NOUN hx11xd09s3d 9 158 type type NOUN hx11xd09s3d 9 159 individually individually ADV hx11xd09s3d 9 160 . . PUNCT