id sid tid token lemma pos 9g54xg97m9p 1 1 the the DET 9g54xg97m9p 1 2 performance performance NOUN 9g54xg97m9p 1 3 of of ADP 9g54xg97m9p 1 4 machine machine NOUN 9g54xg97m9p 1 5 learning learning NOUN 9g54xg97m9p 1 6 algorithms algorithm NOUN 9g54xg97m9p 1 7 is be AUX 9g54xg97m9p 1 8 heavily heavily ADV 9g54xg97m9p 1 9 dependent dependent ADJ 9g54xg97m9p 1 10 on on ADP 9g54xg97m9p 1 11 the the DET 9g54xg97m9p 1 12 quality quality NOUN 9g54xg97m9p 1 13 of of ADP 9g54xg97m9p 1 14 the the DET 9g54xg97m9p 1 15 data datum NOUN 9g54xg97m9p 1 16 representation representation NOUN 9g54xg97m9p 1 17 . . PUNCT 9g54xg97m9p 2 1 learning learn VERB 9g54xg97m9p 2 2 discriminative discriminative NOUN 9g54xg97m9p 2 3 data datum NOUN 9g54xg97m9p 2 4 representations representation NOUN 9g54xg97m9p 2 5 becomes become VERB 9g54xg97m9p 2 6 a a DET 9g54xg97m9p 2 7 critical critical ADJ 9g54xg97m9p 2 8 step step NOUN 9g54xg97m9p 2 9 in in ADP 9g54xg97m9p 2 10 the the DET 9g54xg97m9p 2 11 machine machine NOUN 9g54xg97m9p 2 12 learning learn VERB 9g54xg97m9p 2 13 task task NOUN 9g54xg97m9p 2 14 pipeline pipeline NOUN 9g54xg97m9p 2 15 . . PUNCT 9g54xg97m9p 3 1 data datum NOUN 9g54xg97m9p 3 2 representations representation NOUN 9g54xg97m9p 3 3 can can AUX 9g54xg97m9p 3 4 be be AUX 9g54xg97m9p 3 5 obtained obtain VERB 9g54xg97m9p 3 6 from from ADP 9g54xg97m9p 3 7 multiple multiple ADJ 9g54xg97m9p 3 8 views view NOUN 9g54xg97m9p 3 9 . . PUNCT 9g54xg97m9p 4 1 for for ADP 9g54xg97m9p 4 2 example example NOUN 9g54xg97m9p 4 3 , , PUNCT 9g54xg97m9p 4 4 in in ADP 9g54xg97m9p 4 5 a a DET 9g54xg97m9p 4 6 complex complex ADJ 9g54xg97m9p 4 7 network network NOUN 9g54xg97m9p 4 8 model model NOUN 9g54xg97m9p 4 9 , , PUNCT 9g54xg97m9p 4 10 the the DET 9g54xg97m9p 4 11 representation representation NOUN 9g54xg97m9p 4 12 of of ADP 9g54xg97m9p 4 13 each each DET 9g54xg97m9p 4 14 node node NOUN 9g54xg97m9p 4 15 can can AUX 9g54xg97m9p 4 16 be be AUX 9g54xg97m9p 4 17 viewed view VERB 9g54xg97m9p 4 18 as as ADP 9g54xg97m9p 4 19 a a DET 9g54xg97m9p 4 20 combination combination NOUN 9g54xg97m9p 4 21 of of ADP 9g54xg97m9p 4 22 the the DET 9g54xg97m9p 4 23 correlations correlation NOUN 9g54xg97m9p 4 24 between between ADP 9g54xg97m9p 4 25 itself itself PRON 9g54xg97m9p 4 26 and and CCONJ 9g54xg97m9p 4 27 its its PRON 9g54xg97m9p 4 28 neighbors neighbor NOUN 9g54xg97m9p 4 29 and and CCONJ 9g54xg97m9p 4 30 the the DET 9g54xg97m9p 4 31 node node NOUN 9g54xg97m9p 4 32 attributes attribute VERB 9g54xg97m9p 4 33 . . PUNCT 9g54xg97m9p 5 1 a a DET 9g54xg97m9p 5 2 comprehensive comprehensive ADJ 9g54xg97m9p 5 3 representation representation NOUN 9g54xg97m9p 5 4 can can AUX 9g54xg97m9p 5 5 be be AUX 9g54xg97m9p 5 6 obtained obtain VERB 9g54xg97m9p 5 7 because because SCONJ 9g54xg97m9p 5 8 data datum NOUN 9g54xg97m9p 5 9 from from ADP 9g54xg97m9p 5 10 different different ADJ 9g54xg97m9p 5 11 views view NOUN 9g54xg97m9p 5 12 usually usually ADV 9g54xg97m9p 5 13 contain contain VERB 9g54xg97m9p 5 14 complementary complementary ADJ 9g54xg97m9p 5 15 information.this information.this NOUN 9g54xg97m9p 5 16 dissertation dissertation NOUN 9g54xg97m9p 5 17 tackles tackle VERB 9g54xg97m9p 5 18 the the DET 9g54xg97m9p 5 19 problem problem NOUN 9g54xg97m9p 5 20 of of ADP 9g54xg97m9p 5 21 multi multi ADJ 9g54xg97m9p 5 22 - - ADJ 9g54xg97m9p 5 23 view view ADJ 9g54xg97m9p 5 24 representation representation NOUN 9g54xg97m9p 5 25 learning learning NOUN 9g54xg97m9p 5 26 . . PUNCT 9g54xg97m9p 6 1 how how SCONJ 9g54xg97m9p 6 2 to to PART 9g54xg97m9p 6 3 generate generate VERB 9g54xg97m9p 6 4 the the DET 9g54xg97m9p 6 5 data datum NOUN 9g54xg97m9p 6 6 representations representation NOUN 9g54xg97m9p 6 7 by by ADP 9g54xg97m9p 6 8 incorporating incorporate VERB 9g54xg97m9p 6 9 multiple multiple ADJ 9g54xg97m9p 6 10 aspects aspect NOUN 9g54xg97m9p 6 11 of of ADP 9g54xg97m9p 6 12 data datum NOUN 9g54xg97m9p 6 13 , , PUNCT 9g54xg97m9p 6 14 such such ADJ 9g54xg97m9p 6 15 as as ADP 9g54xg97m9p 6 16 text text NOUN 9g54xg97m9p 6 17 , , PUNCT 9g54xg97m9p 6 18 network network NOUN 9g54xg97m9p 6 19 topological topological ADJ 9g54xg97m9p 6 20 information information NOUN 9g54xg97m9p 6 21 , , PUNCT 9g54xg97m9p 6 22 and and CCONJ 9g54xg97m9p 6 23 data datum NOUN 9g54xg97m9p 6 24 derived derive VERB 9g54xg97m9p 6 25 from from ADP 9g54xg97m9p 6 26 various various ADJ 9g54xg97m9p 6 27 sources source NOUN 9g54xg97m9p 6 28 . . PUNCT 9g54xg97m9p 7 1 multi multi ADJ 9g54xg97m9p 7 2 - - ADJ 9g54xg97m9p 7 3 view view ADJ 9g54xg97m9p 7 4 representations representation NOUN 9g54xg97m9p 7 5 are be AUX 9g54xg97m9p 7 6 capable capable ADJ 9g54xg97m9p 7 7 of of ADP 9g54xg97m9p 7 8 uncovering uncover VERB 9g54xg97m9p 7 9 the the DET 9g54xg97m9p 7 10 implicit implicit ADJ 9g54xg97m9p 7 11 and and CCONJ 9g54xg97m9p 7 12 complex complex ADJ 9g54xg97m9p 7 13 explanatory explanatory ADJ 9g54xg97m9p 7 14 factors factor NOUN 9g54xg97m9p 7 15 of of ADP 9g54xg97m9p 7 16 variation variation NOUN 9g54xg97m9p 7 17 behind behind ADP 9g54xg97m9p 7 18 the the DET 9g54xg97m9p 7 19 data datum NOUN 9g54xg97m9p 7 20 . . PUNCT