id sid tid token lemma pos bracis-33572 1 1 dynamicity dynamicity NOUN bracis-33572 1 2 analysis analysis NOUN bracis-33572 1 3 in in ADP bracis-33572 1 4     SPACE bracis-33572 1 5 the the DET bracis-33572 1 6     SPACE bracis-33572 1 7 selection selection NOUN bracis-33572 1 8 of of ADP bracis-33572 1 9     SPACE bracis-33572 1 10 classifier classifier NOUN bracis-33572 1 11 ensembles ensemble NOUN bracis-33572 1 12 parameters parameter NOUN bracis-33572 1 13 | | ADV bracis-33572 1 14 springer springer NOUN bracis-33572 1 15 nature nature PROPN bracis-33572 1 16 link link PROPN bracis-33572 1 17 ( ( PUNCT bracis-33572 1 18 formerly formerly ADV bracis-33572 1 19 springerlink springerlink NOUN bracis-33572 1 20 ) ) PUNCT bracis-33572 1 21 skip skip VERB bracis-33572 1 22 to to ADP bracis-33572 1 23 main main ADJ bracis-33572 1 24 content content NOUN bracis-33572 1 25 advertisement advertisement NOUN bracis-33572 1 26 log log NOUN bracis-33572 1 27 in in ADP bracis-33572 1 28 menu menu NOUN bracis-33572 1 29 find find VERB bracis-33572 1 30 a a DET bracis-33572 1 31 journal journal NOUN bracis-33572 1 32 publish publish VERB bracis-33572 1 33 with with ADP bracis-33572 1 34 us we PRON bracis-33572 1 35 track track VERB bracis-33572 1 36 your your PRON bracis-33572 1 37 research research NOUN bracis-33572 1 38 search search NOUN bracis-33572 1 39 cart cart NOUN bracis-33572 1 40 home home NOUN bracis-33572 1 41 intelligent intelligent ADJ bracis-33572 1 42 systems system NOUN bracis-33572 1 43 conference conference NOUN bracis-33572 1 44 paper paper NOUN bracis-33572 1 45 dynamicity dynamicity NOUN bracis-33572 1 46 analysis analysis NOUN bracis-33572 1 47 in in ADP bracis-33572 1 48     SPACE bracis-33572 1 49 the the DET bracis-33572 1 50     SPACE bracis-33572 1 51 selection selection NOUN bracis-33572 1 52 of of ADP bracis-33572 1 53     SPACE bracis-33572 1 54 classifier classifier NOUN bracis-33572 1 55 ensembles ensemble NOUN bracis-33572 1 56 parameters parameter NOUN bracis-33572 1 57 conference conference NOUN bracis-33572 1 58 paper paper NOUN bracis-33572 1 59 first first ADV bracis-33572 1 60 online online ADV bracis-33572 1 61 : : PUNCT bracis-33572 1 62 30 30 NUM bracis-33572 1 63 january january NOUN bracis-33572 1 64 2025 2025 NUM bracis-33572 1 65 pp pp NUM bracis-33572 1 66 352–367 352–367 NUM bracis-33572 1 67 cite cite VERB bracis-33572 1 68 this this DET bracis-33572 1 69 conference conference NOUN bracis-33572 1 70 paper paper NOUN bracis-33572 1 71 access access NOUN bracis-33572 1 72 provided provide VERB bracis-33572 1 73 by by ADP bracis-33572 1 74 university university PROPN bracis-33572 1 75 of of ADP bracis-33572 1 76 notre notre PROPN bracis-33572 1 77 dame dame PROPN bracis-33572 1 78 hesburgh hesburgh PROPN bracis-33572 1 79 library library PROPN bracis-33572 1 80 download download PROPN bracis-33572 1 81 book book NOUN bracis-33572 1 82 pdf pdf PROPN bracis-33572 1 83 download download NOUN bracis-33572 1 84 book book NOUN bracis-33572 1 85 epub epub PROPN bracis-33572 1 86 intelligent intelligent ADJ bracis-33572 1 87 systems system NOUN bracis-33572 1 88 ( ( PUNCT bracis-33572 1 89 bracis bracis NOUN bracis-33572 1 90 2024 2024 NUM bracis-33572 1 91 ) ) PUNCT bracis-33572 1 92 dynamicity dynamicity NOUN bracis-33572 1 93 analysis analysis NOUN bracis-33572 1 94 in in ADP bracis-33572 1 95     SPACE bracis-33572 1 96 the the DET bracis-33572 1 97     SPACE bracis-33572 1 98 selection selection NOUN bracis-33572 1 99 of of ADP bracis-33572 1 100     SPACE bracis-33572 1 101 classifier classifier NOUN bracis-33572 1 102 ensembles ensemble NOUN bracis-33572 1 103 parameters parameter NOUN bracis-33572 1 104 download download VERB bracis-33572 1 105 book book NOUN bracis-33572 1 106 pdf pdf PROPN bracis-33572 1 107 download download NOUN bracis-33572 1 108 book book PROPN bracis-33572 1 109 epub epub PROPN bracis-33572 1 110 jesaías jesaías PROPN bracis-33572 1 111 carvalho carvalho PROPN bracis-33572 1 112 pereira pereira PROPN bracis-33572 1 113 silva silva PROPN bracis-33572 1 114     SPACE bracis-33572 1 115 orcid orcid NOUN bracis-33572 1 116 : : PUNCT bracis-33572 1 117 orcid.org/0000-0002-6586-83409 orcid.org/0000-0002-6586-83409 PROPN bracis-33572 1 118 , , PUNCT bracis-33572 1 119 anne anne PROPN bracis-33572 1 120 magaly magaly PROPN bracis-33572 1 121 de de PROPN bracis-33572 1 122 paula paula PROPN bracis-33572 1 123 canuto canuto PROPN bracis-33572 1 124     SPACE bracis-33572 1 125 orcid orcid PROPN bracis-33572 1 126 : : PUNCT bracis-33572 1 127 orcid.org/0000-0002-3684-38149 orcid.org/0000-0002-3684-38149 NOUN bracis-33572 1 128 & & CCONJ bracis-33572 1 129 araken araken PROPN bracis-33572 1 130 de de PROPN bracis-33572 1 131 medeiros medeiros PROPN bracis-33572 1 132 santos santos PROPN bracis-33572 1 133     SPACE bracis-33572 1 134 orcid orcid NOUN bracis-33572 1 135 : : PUNCT bracis-33572 1 136 orcid.org/0000-0002-6407-475x10 orcid.org/0000-0002-6407-475x10 NOUN bracis-33572 1 137     SPACE bracis-33572 1 138 part part NOUN bracis-33572 1 139 of of ADP bracis-33572 1 140 the the DET bracis-33572 1 141 book book NOUN bracis-33572 1 142 series series NOUN bracis-33572 1 143 : : PUNCT bracis-33572 1 144 lecture lecture NOUN bracis-33572 1 145 notes note NOUN bracis-33572 1 146 in in ADP bracis-33572 1 147 computer computer NOUN bracis-33572 1 148 science science NOUN bracis-33572 1 149 ( ( PUNCT bracis-33572 1 150 ( ( PUNCT bracis-33572 1 151 lnai lnai ADJ bracis-33572 1 152 , , PUNCT bracis-33572 1 153 volume volume NOUN bracis-33572 1 154 15412 15412 NUM bracis-33572 1 155 ) ) PUNCT bracis-33572 1 156 ) ) PUNCT bracis-33572 1 157 included include VERB bracis-33572 1 158 in in ADP bracis-33572 1 159 the the DET bracis-33572 1 160 following follow VERB bracis-33572 1 161 conference conference NOUN bracis-33572 1 162 series series NOUN bracis-33572 1 163 : : PUNCT bracis-33572 1 164 brazilian brazilian ADJ bracis-33572 1 165 conference conference NOUN bracis-33572 1 166 on on ADP bracis-33572 1 167 intelligent intelligent ADJ bracis-33572 1 168 systems system NOUN bracis-33572 1 169 477 477 NUM bracis-33572 1 170 accesses access VERB bracis-33572 1 171 1 1 NUM bracis-33572 1 172 citation citation NOUN bracis-33572 1 173 abstract abstract ADJ bracis-33572 1 174 over over ADP bracis-33572 1 175 the the DET bracis-33572 1 176 years year NOUN bracis-33572 1 177 , , PUNCT bracis-33572 1 178 significant significant ADJ bracis-33572 1 179 progress progress NOUN bracis-33572 1 180 has have AUX bracis-33572 1 181 been be AUX bracis-33572 1 182 made make VERB bracis-33572 1 183 in in ADP bracis-33572 1 184 the the DET bracis-33572 1 185 realm realm NOUN bracis-33572 1 186 of of ADP bracis-33572 1 187 classifier classifier NOUN bracis-33572 1 188 ensembles ensemble NOUN bracis-33572 1 189 research research NOUN bracis-33572 1 190 . . PUNCT bracis-33572 2 1 several several ADJ bracis-33572 2 2 methods method NOUN bracis-33572 2 3 to to PART bracis-33572 2 4 enhance enhance VERB bracis-33572 2 5 their their PRON bracis-33572 2 6 efficiency efficiency NOUN bracis-33572 2 7 have have AUX bracis-33572 2 8 been be AUX bracis-33572 2 9 proposed propose VERB bracis-33572 2 10 , , PUNCT bracis-33572 2 11 applicable applicable ADJ bracis-33572 2 12 to to ADP bracis-33572 2 13 both both CCONJ bracis-33572 2 14 homogeneous homogeneous ADJ bracis-33572 2 15 and and CCONJ bracis-33572 2 16 heterogeneous heterogeneous ADJ bracis-33572 2 17 ensemble ensemble ADJ bracis-33572 2 18 structures structure NOUN bracis-33572 2 19 . . PUNCT bracis-33572 3 1 a a DET bracis-33572 3 2 key key ADJ bracis-33572 3 3 challenge challenge NOUN bracis-33572 3 4 in in ADP bracis-33572 3 5 employing employ VERB bracis-33572 3 6 classifier classifier NOUN bracis-33572 3 7 ensembles ensemble NOUN bracis-33572 3 8 lies lie NOUN bracis-33572 3 9 in in ADP bracis-33572 3 10 determining determine VERB bracis-33572 3 11 their their PRON bracis-33572 3 12 structure structure NOUN bracis-33572 3 13 ( ( PUNCT bracis-33572 3 14 hyper hyper NOUN bracis-33572 3 15 - - NOUN bracis-33572 3 16 parameters parameter NOUN bracis-33572 3 17 ) ) PUNCT bracis-33572 3 18 . . PUNCT bracis-33572 4 1 basically basically ADV bracis-33572 4 2 , , PUNCT bracis-33572 4 3 the the DET bracis-33572 4 4 ensemble ensemble ADJ bracis-33572 4 5 structure structure NOUN bracis-33572 4 6 selection selection NOUN bracis-33572 4 7 can can AUX bracis-33572 4 8 be be AUX bracis-33572 4 9 done do VERB bracis-33572 4 10 in in ADP bracis-33572 4 11 two two NUM bracis-33572 4 12 different different ADJ bracis-33572 4 13 ways way NOUN bracis-33572 4 14 , , PUNCT bracis-33572 4 15 static static ADJ bracis-33572 4 16 and and CCONJ bracis-33572 4 17 dynamic dynamic ADJ bracis-33572 4 18 selection selection NOUN bracis-33572 4 19 . . PUNCT bracis-33572 5 1 unlike unlike ADP bracis-33572 5 2 static static ADJ bracis-33572 5 3 selection selection NOUN bracis-33572 5 4 , , PUNCT bracis-33572 5 5 dynamic dynamic ADJ bracis-33572 5 6 selection selection NOUN bracis-33572 5 7 defines define VERB bracis-33572 5 8 the the DET bracis-33572 5 9 ensemble ensemble ADJ bracis-33572 5 10 structure structure NOUN bracis-33572 5 11 for for ADP bracis-33572 5 12 each each DET bracis-33572 5 13 testing testing NOUN bracis-33572 5 14 instance instance NOUN bracis-33572 5 15 . . PUNCT bracis-33572 6 1 different different ADJ bracis-33572 6 2 dynamic dynamic ADJ bracis-33572 6 3 selection selection NOUN bracis-33572 6 4 methods method NOUN bracis-33572 6 5 have have AUX bracis-33572 6 6 been be AUX bracis-33572 6 7 proposed propose VERB bracis-33572 6 8 in in ADP bracis-33572 6 9 the the DET bracis-33572 6 10 literature literature NOUN bracis-33572 6 11 , , PUNCT bracis-33572 6 12 mainly mainly ADV bracis-33572 6 13 for for ADP bracis-33572 6 14 ensemble ensemble ADJ bracis-33572 6 15 members member NOUN bracis-33572 6 16 and and CCONJ bracis-33572 6 17 features feature NOUN bracis-33572 6 18 , , PUNCT bracis-33572 6 19 but but CCONJ bracis-33572 6 20 very very ADV bracis-33572 6 21 little little ADJ bracis-33572 6 22 effort effort NOUN bracis-33572 6 23 has have AUX bracis-33572 6 24 been be AUX bracis-33572 6 25 done do VERB bracis-33572 6 26 to to PART bracis-33572 6 27 propose propose VERB bracis-33572 6 28 dynamic dynamic ADJ bracis-33572 6 29 selection selection NOUN bracis-33572 6 30 methods method NOUN bracis-33572 6 31 for for ADP bracis-33572 6 32 combination combination NOUN bracis-33572 6 33 methods method NOUN bracis-33572 6 34 . . PUNCT bracis-33572 7 1 therefore therefore ADV bracis-33572 7 2 , , PUNCT bracis-33572 7 3 it it PRON bracis-33572 7 4 is be AUX bracis-33572 7 5 important important ADJ bracis-33572 7 6 to to PART bracis-33572 7 7 evaluate evaluate VERB bracis-33572 7 8 the the DET bracis-33572 7 9 impact impact NOUN bracis-33572 7 10 of of ADP bracis-33572 7 11 a a DET bracis-33572 7 12 dynamic dynamic ADJ bracis-33572 7 13 selection selection NOUN bracis-33572 7 14 of of ADP bracis-33572 7 15 combination combination NOUN bracis-33572 7 16 methods method NOUN bracis-33572 7 17 or or CCONJ bracis-33572 7 18 both both PRON bracis-33572 7 19 ( ( PUNCT bracis-33572 7 20 methods method NOUN bracis-33572 7 21 and and CCONJ bracis-33572 7 22 members member NOUN bracis-33572 7 23 ) ) PUNCT bracis-33572 7 24 in in ADP bracis-33572 7 25 the the DET bracis-33572 7 26 creation creation NOUN bracis-33572 7 27 of of ADP bracis-33572 7 28 robust robust ADJ bracis-33572 7 29 classifier classifier NOUN bracis-33572 7 30 ensembles ensemble NOUN bracis-33572 7 31 . . PUNCT bracis-33572 8 1 in in ADP bracis-33572 8 2 this this DET bracis-33572 8 3 paper paper NOUN bracis-33572 8 4 , , PUNCT bracis-33572 8 5 an an DET bracis-33572 8 6 exploratory exploratory ADJ bracis-33572 8 7 analysis analysis NOUN bracis-33572 8 8 of of ADP bracis-33572 8 9 dynamic dynamic ADJ bracis-33572 8 10 selection selection NOUN bracis-33572 8 11 of of ADP bracis-33572 8 12 the the DET bracis-33572 8 13 main main ADJ bracis-33572 8 14 ensemble ensemble ADJ bracis-33572 8 15 structure structure NOUN bracis-33572 8 16 parameters parameter NOUN bracis-33572 8 17 will will AUX bracis-33572 8 18 be be AUX bracis-33572 8 19 performed perform VERB bracis-33572 8 20 . . PUNCT bracis-33572 9 1 in in ADP bracis-33572 9 2 order order NOUN bracis-33572 9 3 to to PART bracis-33572 9 4 do do AUX bracis-33572 9 5 this this PRON bracis-33572 9 6 , , PUNCT bracis-33572 9 7 three three NUM bracis-33572 9 8 different different ADJ bracis-33572 9 9 scenarios scenario NOUN bracis-33572 9 10 will will AUX bracis-33572 9 11 be be AUX bracis-33572 9 12 assessed assess VERB bracis-33572 9 13 : : PUNCT bracis-33572 9 14 full full ADJ bracis-33572 9 15 static static ADJ bracis-33572 9 16 ensemble ensemble ADJ bracis-33572 9 17 , , PUNCT bracis-33572 9 18 partial partial ADJ bracis-33572 9 19 dynamic dynamic ADJ bracis-33572 9 20 ensemble ensemble ADJ bracis-33572 9 21 and and CCONJ bracis-33572 9 22 full full ADJ bracis-33572 9 23 dynamic dynamic ADJ bracis-33572 9 24 ensemble ensemble NOUN bracis-33572 9 25 . . PUNCT bracis-33572 10 1 finally finally ADV bracis-33572 10 2 , , PUNCT bracis-33572 10 3 an an DET bracis-33572 10 4 empirical empirical ADJ bracis-33572 10 5 analysis analysis NOUN bracis-33572 10 6 of of ADP bracis-33572 10 7 these these DET bracis-33572 10 8 scenarios scenario NOUN bracis-33572 10 9 will will AUX bracis-33572 10 10 be be AUX bracis-33572 10 11 carried carry VERB bracis-33572 10 12 out out ADP bracis-33572 10 13 . . PUNCT bracis-33572 11 1 our our PRON bracis-33572 11 2 findings finding NOUN bracis-33572 11 3 show show VERB bracis-33572 11 4 that that SCONJ bracis-33572 11 5 the the DET bracis-33572 11 6 use use NOUN bracis-33572 11 7 of of ADP bracis-33572 11 8 a a DET bracis-33572 11 9 full full ADJ bracis-33572 11 10 dynamic dynamic ADJ bracis-33572 11 11 selection selection NOUN bracis-33572 11 12 provides provide VERB bracis-33572 11 13 more more ADV bracis-33572 11 14 robust robust ADJ bracis-33572 11 15 classifier classifier ADJ bracis-33572 11 16 ensembles ensemble NOUN bracis-33572 11 17 , , PUNCT bracis-33572 11 18 in in ADP bracis-33572 11 19 most most ADJ bracis-33572 11 20 of of ADP bracis-33572 11 21 the the DET bracis-33572 11 22 analyzed analyze VERB bracis-33572 11 23 cases case NOUN bracis-33572 11 24 . . PUNCT bracis-33572 12 1 access access NOUN bracis-33572 12 2 provided provide VERB bracis-33572 12 3 by by ADP bracis-33572 12 4 university university PROPN bracis-33572 12 5 of of ADP bracis-33572 12 6 notre notre PROPN bracis-33572 12 7 dame dame PROPN bracis-33572 12 8 hesburgh hesburgh PROPN bracis-33572 12 9 library library PROPN bracis-33572 12 10 . . PUNCT bracis-33572 13 1 download download PROPN bracis-33572 13 2 conference conference NOUN bracis-33572 13 3 paper paper NOUN bracis-33572 13 4 pdf pdf NOUN bracis-33572 13 5 similar similar ADJ bracis-33572 13 6 content content NOUN bracis-33572 13 7 being be AUX bracis-33572 13 8 viewed view VERB bracis-33572 13 9 by by ADP bracis-33572 13 10 others other NOUN bracis-33572 13 11 the the DET bracis-33572 13 12 dynamic dynamic ADJ bracis-33572 13 13 selection selection NOUN bracis-33572 13 14 of of ADP bracis-33572 13 15 combination combination NOUN bracis-33572 13 16 methods method NOUN bracis-33572 13 17 in in ADP bracis-33572 13 18 classifier classifier ADJ bracis-33572 13 19 ensembles ensemble NOUN bracis-33572 13 20 by by ADP bracis-33572 13 21 region region NOUN bracis-33572 13 22 of of ADP bracis-33572 13 23 competence competence NOUN bracis-33572 13 24 chapter chapter NOUN bracis-33572 13 25 © © PROPN bracis-33572 13 26 2023 2023 NUM bracis-33572 13 27 dynamic dynamic ADJ bracis-33572 13 28 ensemble ensemble ADJ bracis-33572 13 29 selection selection NOUN bracis-33572 13 30 using use VERB bracis-33572 13 31 discriminant discriminant ADJ bracis-33572 13 32 functions function NOUN bracis-33572 13 33 and and CCONJ bracis-33572 13 34 normalization normalization NOUN bracis-33572 13 35 between between ADP bracis-33572 13 36 class class NOUN bracis-33572 13 37 labels label NOUN bracis-33572 13 38 – – PUNCT bracis-33572 13 39 approach approach NOUN bracis-33572 13 40 to to ADP bracis-33572 13 41 binary binary ADJ bracis-33572 13 42 classification classification NOUN bracis-33572 13 43 chapter chapter NOUN bracis-33572 13 44 © © PROPN bracis-33572 13 45 2016 2016 NUM bracis-33572 13 46 homogeneous homogeneous ADJ bracis-33572 13 47 ensemble ensemble ADJ bracis-33572 13 48 selection selection NOUN bracis-33572 13 49 experimental experimental ADJ bracis-33572 13 50 studies study NOUN bracis-33572 13 51 chapter chapter NOUN bracis-33572 13 52 © © NOUN bracis-33572 13 53 2017 2017 NUM bracis-33572 13 54 1 1 NUM bracis-33572 13 55 introduction introduction NOUN bracis-33572 13 56 in in ADP bracis-33572 13 57 a a DET bracis-33572 13 58 classifier classifier NOUN bracis-33572 13 59 ensemble ensemble ADJ bracis-33572 13 60 , , PUNCT bracis-33572 13 61 the the DET bracis-33572 13 62 individual individual ADJ bracis-33572 13 63 classifiers classifier NOUN bracis-33572 13 64 work work VERB bracis-33572 13 65 together together ADV bracis-33572 13 66 to to PART bracis-33572 13 67 create create VERB bracis-33572 13 68 a a DET bracis-33572 13 69 more more ADV bracis-33572 13 70 robust robust ADJ bracis-33572 13 71 and and CCONJ bracis-33572 13 72 accurate accurate ADJ bracis-33572 13 73 system system NOUN bracis-33572 13 74 for for ADP bracis-33572 13 75 classifying classify VERB bracis-33572 13 76 patterns pattern NOUN bracis-33572 13 77 . . PUNCT bracis-33572 14 1 these these DET bracis-33572 14 2 individual individual ADJ bracis-33572 14 3 classifiers classifier NOUN bracis-33572 14 4 , , PUNCT bracis-33572 14 5 known know VERB bracis-33572 14 6 as as ADP bracis-33572 14 7 ensemble ensemble ADJ bracis-33572 14 8 members member NOUN bracis-33572 14 9 , , PUNCT bracis-33572 14 10 operate operate VERB bracis-33572 14 11 in in ADP bracis-33572 14 12 parallel parallel NOUN bracis-33572 14 13 , , PUNCT bracis-33572 14 14 each each DET bracis-33572 14 15 one one NOUN bracis-33572 14 16 receiving receive VERB bracis-33572 14 17 the the DET bracis-33572 14 18 same same ADJ bracis-33572 14 19 input input NOUN bracis-33572 14 20 pattern pattern NOUN bracis-33572 14 21 and and CCONJ bracis-33572 14 22 independently independently ADV bracis-33572 14 23 producing produce VERB bracis-33572 14 24 its its PRON bracis-33572 14 25 own own ADJ bracis-33572 14 26 output output NOUN bracis-33572 14 27 . . PUNCT bracis-33572 15 1 a a DET bracis-33572 15 2 combination combination NOUN bracis-33572 15 3 method method NOUN bracis-33572 15 4 receives receive VERB bracis-33572 15 5 the the DET bracis-33572 15 6 members member NOUN bracis-33572 15 7 outputs output NOUN bracis-33572 15 8 and and CCONJ bracis-33572 15 9 provides provide VERB bracis-33572 15 10 the the DET bracis-33572 15 11 global global ADJ bracis-33572 15 12 output output NOUN bracis-33572 15 13 of of ADP bracis-33572 15 14 the the DET bracis-33572 15 15 system system NOUN bracis-33572 15 16 [ [ X bracis-33572 15 17 1 1 NUM bracis-33572 15 18 ] ] PUNCT bracis-33572 15 19 . . PUNCT bracis-33572 16 1 classifier classifier PROPN bracis-33572 16 2 ensemble ensemble PROPN bracis-33572 16 3 is be AUX bracis-33572 16 4 a a DET bracis-33572 16 5 two two NUM bracis-33572 16 6 - - PUNCT bracis-33572 16 7 step step NOUN bracis-33572 16 8 classification classification NOUN bracis-33572 16 9 structure structure NOUN bracis-33572 16 10 in in ADP bracis-33572 16 11 which which PRON bracis-33572 16 12 the the DET bracis-33572 16 13 main main ADJ bracis-33572 16 14 parameters parameter NOUN bracis-33572 16 15 are be AUX bracis-33572 16 16 the the DET bracis-33572 16 17 individual individual ADJ bracis-33572 16 18 classifiers classifier NOUN bracis-33572 16 19 ( ( PUNCT bracis-33572 16 20 first first ADJ bracis-33572 16 21 step step NOUN bracis-33572 16 22 ) ) PUNCT bracis-33572 16 23 and and CCONJ bracis-33572 16 24 the the DET bracis-33572 16 25 combination combination NOUN bracis-33572 16 26 method method NOUN bracis-33572 16 27 ( ( PUNCT bracis-33572 16 28 second second ADJ bracis-33572 16 29 step step NOUN bracis-33572 16 30 ) ) PUNCT bracis-33572 16 31 . . PUNCT bracis-33572 17 1 in in ADP bracis-33572 17 2 these these DET bracis-33572 17 3 systems system NOUN bracis-33572 17 4 , , PUNCT bracis-33572 17 5 one one NUM bracis-33572 17 6 important important ADJ bracis-33572 17 7 aspect aspect NOUN bracis-33572 17 8 is be AUX bracis-33572 17 9 the the DET bracis-33572 17 10 definition definition NOUN bracis-33572 17 11 of of ADP bracis-33572 17 12 the the DET bracis-33572 17 13 ensemble ensemble ADJ bracis-33572 17 14 structure structure NOUN bracis-33572 17 15 . . PUNCT bracis-33572 18 1 several several ADJ bracis-33572 18 2 studies study NOUN bracis-33572 18 3 have have AUX bracis-33572 18 4 proposed propose VERB bracis-33572 18 5 different different ADJ bracis-33572 18 6 ways way NOUN bracis-33572 18 7 to to PART bracis-33572 18 8 define define VERB bracis-33572 18 9 the the DET bracis-33572 18 10 ensemble ensemble ADJ bracis-33572 18 11 structure structure NOUN bracis-33572 18 12 such such ADJ bracis-33572 18 13 as as ADP bracis-33572 18 14 : : PUNCT bracis-33572 18 15 optimization optimization NOUN bracis-33572 18 16 techniques technique NOUN bracis-33572 18 17 , , PUNCT bracis-33572 18 18 meta meta X bracis-33572 18 19 - - PUNCT bracis-33572 18 20 learning learning NOUN bracis-33572 18 21 , , PUNCT bracis-33572 18 22 among among ADP bracis-33572 18 23 others other NOUN bracis-33572 18 24 [ [ X bracis-33572 18 25 2 2 NUM bracis-33572 18 26 , , PUNCT bracis-33572 18 27 3 3 NUM bracis-33572 18 28 ] ] PUNCT bracis-33572 18 29 . . PUNCT bracis-33572 19 1 however however ADV bracis-33572 19 2 , , PUNCT bracis-33572 19 3 most most ADJ bracis-33572 19 4 of of ADP bracis-33572 19 5 these these DET bracis-33572 19 6 studies study NOUN bracis-33572 19 7 are be AUX bracis-33572 19 8 related relate VERB bracis-33572 19 9 to to ADP bracis-33572 19 10 the the DET bracis-33572 19 11 selection selection NOUN bracis-33572 19 12 of of ADP bracis-33572 19 13 individual individual ADJ bracis-33572 19 14 classifiers classifier NOUN bracis-33572 19 15 . . PUNCT bracis-33572 20 1 we we PRON bracis-33572 20 2 can can AUX bracis-33572 20 3 find find VERB bracis-33572 20 4 some some DET bracis-33572 20 5 studies study NOUN bracis-33572 20 6 that that PRON bracis-33572 20 7 investigate investigate VERB bracis-33572 20 8 efficient efficient ADJ bracis-33572 20 9 methods method NOUN bracis-33572 20 10 for for ADP bracis-33572 20 11 combining combine VERB bracis-33572 20 12 classifiers classifier NOUN bracis-33572 20 13 in in ADP bracis-33572 20 14 ensemble ensemble ADJ bracis-33572 20 15 systems system NOUN bracis-33572 20 16 , , PUNCT bracis-33572 20 17 such such ADJ bracis-33572 20 18 as as ADP bracis-33572 20 19 in in ADP bracis-33572 20 20 [ [ NOUN bracis-33572 20 21 4,5,6,7 4,5,6,7 NUM bracis-33572 20 22 ] ] PUNCT bracis-33572 20 23 . . PUNCT bracis-33572 21 1 the the DET bracis-33572 21 2 selection selection NOUN bracis-33572 21 3 of of ADP bracis-33572 21 4 ensemble ensemble ADJ bracis-33572 21 5 parameters parameter NOUN bracis-33572 21 6 ( ( PUNCT bracis-33572 21 7 classifiers classifier NOUN bracis-33572 21 8 and/or and/or CCONJ bracis-33572 21 9 combination combination NOUN bracis-33572 21 10 methods method NOUN bracis-33572 21 11 ) ) PUNCT bracis-33572 21 12 can can AUX bracis-33572 21 13 be be AUX bracis-33572 21 14 static static ADJ bracis-33572 21 15 or or CCONJ bracis-33572 21 16 dynamic dynamic ADJ bracis-33572 21 17 . . PUNCT bracis-33572 22 1 in in ADP bracis-33572 22 2 static static ADJ bracis-33572 22 3 selection selection NOUN bracis-33572 22 4 , , PUNCT bracis-33572 22 5 the the DET bracis-33572 22 6 ensemble ensemble ADJ bracis-33572 22 7 structure structure NOUN bracis-33572 22 8 is be AUX bracis-33572 22 9 defined define VERB bracis-33572 22 10 during during ADP bracis-33572 22 11 the the DET bracis-33572 22 12 training training NOUN bracis-33572 22 13 phase phase NOUN bracis-33572 22 14 and and CCONJ bracis-33572 22 15 remains remain VERB bracis-33572 22 16 fixed fix VERB bracis-33572 22 17 throughout throughout ADV bracis-33572 22 18 . . PUNCT bracis-33572 23 1 in in ADP bracis-33572 23 2 contrast contrast NOUN bracis-33572 23 3 , , PUNCT bracis-33572 23 4 dynamic dynamic ADJ bracis-33572 23 5 selection selection NOUN bracis-33572 23 6 adapts adapt VERB bracis-33572 23 7 the the DET bracis-33572 23 8 ensemble ensemble ADJ bracis-33572 23 9 structure structure NOUN bracis-33572 23 10 for for ADP bracis-33572 23 11 each each DET bracis-33572 23 12 test test NOUN bracis-33572 23 13 instance instance NOUN bracis-33572 23 14 , , PUNCT bracis-33572 23 15 often often ADV bracis-33572 23 16 enhancing enhance VERB bracis-33572 23 17 predictive predictive ADJ bracis-33572 23 18 performance performance NOUN bracis-33572 23 19 [ [ X bracis-33572 23 20 4 4 NUM bracis-33572 23 21 , , PUNCT bracis-33572 23 22 8 8 NUM bracis-33572 23 23 ] ] PUNCT bracis-33572 23 24 . . PUNCT bracis-33572 24 1 dynamic dynamic ADJ bracis-33572 24 2 selection selection NOUN bracis-33572 24 3 can can AUX bracis-33572 24 4 be be AUX bracis-33572 24 5 applied apply VERB bracis-33572 24 6 to to ADP bracis-33572 24 7 both both DET bracis-33572 24 8 classifiers classifier NOUN bracis-33572 24 9 and and CCONJ bracis-33572 24 10 combination combination NOUN bracis-33572 24 11 methods method NOUN bracis-33572 24 12 , , PUNCT bracis-33572 24 13 with with ADP bracis-33572 24 14 most most ADJ bracis-33572 24 15 studies study NOUN bracis-33572 24 16 focusing focus VERB bracis-33572 24 17 on on ADP bracis-33572 24 18 the the DET bracis-33572 24 19 dynamic dynamic ADJ bracis-33572 24 20 selection selection NOUN bracis-33572 24 21 of of ADP bracis-33572 24 22 classifiers classifier NOUN bracis-33572 24 23 [ [ X bracis-33572 24 24 6 6 NUM bracis-33572 24 25 , , PUNCT bracis-33572 24 26 7 7 NUM bracis-33572 24 27 , , PUNCT bracis-33572 24 28 9 9 NUM bracis-33572 24 29 ] ] PUNCT bracis-33572 24 30 . . PUNCT bracis-33572 25 1 this this PRON bracis-33572 25 2 is be AUX bracis-33572 25 3 often often ADV bracis-33572 25 4 based base VERB bracis-33572 25 5 on on ADP bracis-33572 25 6 techniques technique NOUN bracis-33572 25 7 such such ADJ bracis-33572 25 8 as as ADP bracis-33572 25 9 region region NOUN bracis-33572 25 10 of of ADP bracis-33572 25 11 competence competence NOUN bracis-33572 25 12 , , PUNCT bracis-33572 25 13 hyper hyper NOUN bracis-33572 25 14 - - NOUN bracis-33572 25 15 boxes box NOUN bracis-33572 25 16 , , PUNCT bracis-33572 25 17 or or CCONJ bracis-33572 25 18 meta meta ADV bracis-33572 25 19 - - PUNCT bracis-33572 25 20 learning learning NOUN bracis-33572 25 21 . . PUNCT bracis-33572 26 1 however however ADV bracis-33572 26 2 , , PUNCT bracis-33572 26 3 very very ADV bracis-33572 26 4 little little ADJ bracis-33572 26 5 has have AUX bracis-33572 26 6 been be AUX bracis-33572 26 7 done do VERB bracis-33572 26 8 to to PART bracis-33572 26 9 define define VERB bracis-33572 26 10 a a DET bracis-33572 26 11 fully fully ADV bracis-33572 26 12 dynamic dynamic ADJ bracis-33572 26 13 selection selection NOUN bracis-33572 26 14 , , PUNCT bracis-33572 26 15 making make VERB bracis-33572 26 16 the the DET bracis-33572 26 17 selection selection NOUN bracis-33572 26 18 of of ADP bracis-33572 26 19 the the DET bracis-33572 26 20 ensemble ensemble ADJ bracis-33572 26 21 parameters parameter NOUN bracis-33572 26 22 an an DET bracis-33572 26 23 automatic automatic ADJ bracis-33572 26 24 process process NOUN bracis-33572 26 25 . . PUNCT bracis-33572 27 1 to to PART bracis-33572 27 2 advance advance VERB bracis-33572 27 3 the the DET bracis-33572 27 4 design design NOUN bracis-33572 27 5 of of ADP bracis-33572 27 6 efficient efficient ADJ bracis-33572 27 7 classifier classifier NOUN bracis-33572 27 8 ensembles ensemble NOUN bracis-33572 27 9 , , PUNCT bracis-33572 27 10 this this DET bracis-33572 27 11 paper paper NOUN bracis-33572 27 12 conducts conduct VERB bracis-33572 27 13 an an DET bracis-33572 27 14 exploratory exploratory ADJ bracis-33572 27 15 analysis analysis NOUN bracis-33572 27 16 of of ADP bracis-33572 27 17 integrating integrate VERB bracis-33572 27 18 dynamic dynamic ADJ bracis-33572 27 19 selection selection NOUN bracis-33572 27 20 into into ADP bracis-33572 27 21 the the DET bracis-33572 27 22 main main ADJ bracis-33572 27 23 ensemble ensemble ADJ bracis-33572 27 24 parameters parameter NOUN bracis-33572 27 25 . . PUNCT bracis-33572 28 1 in in ADP bracis-33572 28 2 this this DET bracis-33572 28 3 investigation investigation NOUN bracis-33572 28 4 , , PUNCT bracis-33572 28 5 the the DET bracis-33572 28 6 dynamic dynamic ADJ bracis-33572 28 7 selection selection NOUN bracis-33572 28 8 will will AUX bracis-33572 28 9 be be AUX bracis-33572 28 10 applied apply VERB bracis-33572 28 11 in in ADP bracis-33572 28 12 one one NUM bracis-33572 28 13 ensemble ensemble ADJ bracis-33572 28 14 parameter parameter NOUN bracis-33572 28 15 ( ( PUNCT bracis-33572 28 16 classifier classifier NOUN bracis-33572 28 17 or or CCONJ bracis-33572 28 18 combination combination NOUN bracis-33572 28 19 ) ) PUNCT bracis-33572 28 20 and and CCONJ bracis-33572 28 21 in in ADP bracis-33572 28 22 both both DET bracis-33572 28 23 parameters parameter NOUN bracis-33572 28 24 . . PUNCT bracis-33572 29 1 the the DET bracis-33572 29 2 main main ADJ bracis-33572 29 3 aim aim NOUN bracis-33572 29 4 of of ADP bracis-33572 29 5 this this DET bracis-33572 29 6 analysis analysis NOUN bracis-33572 29 7 is be AUX bracis-33572 29 8 to to PART bracis-33572 29 9 assess assess VERB bracis-33572 29 10 the the DET bracis-33572 29 11 impact impact NOUN bracis-33572 29 12 of of ADP bracis-33572 29 13 the the DET bracis-33572 29 14 dynamic dynamic ADJ bracis-33572 29 15 selection selection NOUN bracis-33572 29 16 in in ADP bracis-33572 29 17 the the DET bracis-33572 29 18 two two NUM bracis-33572 29 19 most most ADV bracis-33572 29 20 important important ADJ bracis-33572 29 21 parameters parameter NOUN bracis-33572 29 22 of of ADP bracis-33572 29 23 a a DET bracis-33572 29 24 classifier classifier NOUN bracis-33572 29 25 ensemble ensemble ADJ bracis-33572 29 26 . . PUNCT bracis-33572 30 1 in in ADP bracis-33572 30 2 other other ADJ bracis-33572 30 3 words word NOUN bracis-33572 30 4 , , PUNCT bracis-33572 30 5 to to PART bracis-33572 30 6 analyze analyze VERB bracis-33572 30 7 whether whether SCONJ bracis-33572 30 8 the the DET bracis-33572 30 9 dynamic dynamic ADJ bracis-33572 30 10 selection selection NOUN bracis-33572 30 11 leads lead VERB bracis-33572 30 12 to to ADP bracis-33572 30 13 more more ADV bracis-33572 30 14 efficient efficient ADJ bracis-33572 30 15 ensembles ensemble NOUN bracis-33572 30 16 when when SCONJ bracis-33572 30 17 applied apply VERB bracis-33572 30 18 to to ADP bracis-33572 30 19 individual individual ADJ bracis-33572 30 20 classifiers classifier NOUN bracis-33572 30 21 , , PUNCT bracis-33572 30 22 combination combination NOUN bracis-33572 30 23 methods method NOUN bracis-33572 30 24 or or CCONJ bracis-33572 30 25 in in ADP bracis-33572 30 26 both both DET bracis-33572 30 27 parameters parameter NOUN bracis-33572 30 28 at at ADP bracis-33572 30 29 the the DET bracis-33572 30 30 same same ADJ bracis-33572 30 31 time time NOUN bracis-33572 30 32 . . PUNCT bracis-33572 31 1 in in ADP bracis-33572 31 2 this this DET bracis-33572 31 3 analysis analysis NOUN bracis-33572 31 4 , , PUNCT bracis-33572 31 5 three three NUM bracis-33572 31 6 different different ADJ bracis-33572 31 7 scenarios scenario NOUN bracis-33572 31 8 will will AUX bracis-33572 31 9 be be AUX bracis-33572 31 10 evaluated evaluate VERB bracis-33572 31 11 . . PUNCT bracis-33572 32 1 in in ADP bracis-33572 32 2 the the DET bracis-33572 32 3 first first ADJ bracis-33572 32 4 scenario scenario NOUN bracis-33572 32 5 , , PUNCT bracis-33572 32 6 the the DET bracis-33572 32 7 individual individual ADJ bracis-33572 32 8 classifiers classifier NOUN bracis-33572 32 9 will will AUX bracis-33572 32 10 be be AUX bracis-33572 32 11 selected select VERB bracis-33572 32 12 dynamically dynamically ADV bracis-33572 32 13 while while SCONJ bracis-33572 32 14 the the DET bracis-33572 32 15 combination combination NOUN bracis-33572 32 16 method method NOUN bracis-33572 32 17 will will AUX bracis-33572 32 18 be be AUX bracis-33572 32 19 selected select VERB bracis-33572 32 20 statically statically ADV bracis-33572 32 21 . . PUNCT bracis-33572 33 1 for for ADP bracis-33572 33 2 this this DET bracis-33572 33 3 scenario scenario NOUN bracis-33572 33 4 , , PUNCT bracis-33572 33 5 three three NUM bracis-33572 33 6 well well ADV bracis-33572 33 7 - - PUNCT bracis-33572 33 8 known know VERB bracis-33572 33 9 des des X bracis-33572 33 10 ( ( PUNCT bracis-33572 33 11 dynamic dynamic ADJ bracis-33572 33 12 ensemble ensemble ADJ bracis-33572 33 13 system system NOUN bracis-33572 33 14 ) ) PUNCT bracis-33572 33 15 methods method NOUN bracis-33572 33 16 are be AUX bracis-33572 33 17 used use VERB bracis-33572 33 18 , , PUNCT bracis-33572 33 19 which which PRON bracis-33572 33 20 are be AUX bracis-33572 33 21 : : PUNCT bracis-33572 33 22 knora knora X bracis-33572 33 23 - - PUNCT bracis-33572 33 24 eliminate eliminate NOUN bracis-33572 33 25 ( ( PUNCT bracis-33572 33 26 knora knora X bracis-33572 33 27 - - PUNCT bracis-33572 33 28 e e NOUN bracis-33572 34 1 [ [ X bracis-33572 34 2 4 4 NUM bracis-33572 34 3 ] ] SYM bracis-33572 34 4 ) ) PUNCT bracis-33572 34 5 fh fh PROPN bracis-33572 34 6 - - PUNCT bracis-33572 34 7 des des X bracis-33572 34 8 [ [ NOUN bracis-33572 34 9 10 10 NUM bracis-33572 34 10 ] ] PUNCT bracis-33572 34 11 and and CCONJ bracis-33572 34 12 meta meta X bracis-33572 34 13 - - PUNCT bracis-33572 34 14 des des X bracis-33572 34 15 [ [ X bracis-33572 34 16 5 5 NUM bracis-33572 34 17 ] ] PUNCT bracis-33572 34 18 . . PUNCT bracis-33572 35 1 in in ADP bracis-33572 35 2 the the DET bracis-33572 35 3 second second ADJ bracis-33572 35 4 scenario scenario NOUN bracis-33572 35 5 , , PUNCT bracis-33572 35 6 the the DET bracis-33572 35 7 combination combination NOUN bracis-33572 35 8 method method NOUN bracis-33572 35 9 is be AUX bracis-33572 35 10 selected select VERB bracis-33572 35 11 dynamically dynamically ADV bracis-33572 35 12 while while SCONJ bracis-33572 35 13 the the DET bracis-33572 35 14 individual individual ADJ bracis-33572 35 15 classifiers classifier NOUN bracis-33572 35 16 will will AUX bracis-33572 35 17 be be AUX bracis-33572 35 18 selected select VERB bracis-33572 35 19 statically statically ADV bracis-33572 35 20 . . PUNCT bracis-33572 36 1 for for ADP bracis-33572 36 2 this this DET bracis-33572 36 3 scenario scenario NOUN bracis-33572 36 4 , , PUNCT bracis-33572 36 5 a a DET bracis-33572 36 6 dynamic dynamic ADJ bracis-33572 36 7 fusion fusion NOUN bracis-33572 36 8 method method NOUN bracis-33572 36 9 is be AUX bracis-33572 36 10 presented present VERB bracis-33572 36 11 . . PUNCT bracis-33572 37 1 finally finally ADV bracis-33572 37 2 , , PUNCT bracis-33572 37 3 in in ADP bracis-33572 37 4 the the DET bracis-33572 37 5 last last ADJ bracis-33572 37 6 scenario scenario NOUN bracis-33572 37 7 , , PUNCT bracis-33572 37 8 both both DET bracis-33572 37 9 individual individual ADJ bracis-33572 37 10 classifiers classifier NOUN bracis-33572 37 11 and and CCONJ bracis-33572 37 12 combination combination NOUN bracis-33572 37 13 method method NOUN bracis-33572 37 14 will will AUX bracis-33572 37 15 be be AUX bracis-33572 37 16 selected select VERB bracis-33572 37 17 dynamically dynamically ADV bracis-33572 37 18 . . PUNCT bracis-33572 38 1 as as ADP bracis-33572 38 2 baseline baseline NOUN bracis-33572 38 3 , , PUNCT bracis-33572 38 4 a a DET bracis-33572 38 5 full full ADJ bracis-33572 38 6 static static ADJ bracis-33572 38 7 ensemble ensemble ADJ bracis-33572 38 8 structure structure NOUN bracis-33572 38 9 will will AUX bracis-33572 38 10 also also ADV bracis-33572 38 11 be be AUX bracis-33572 38 12 investigated investigate VERB bracis-33572 38 13 in in ADP bracis-33572 38 14 order order NOUN bracis-33572 38 15 to to PART bracis-33572 38 16 assess assess VERB bracis-33572 38 17 the the DET bracis-33572 38 18 impact impact NOUN bracis-33572 38 19 of of ADP bracis-33572 38 20 the the DET bracis-33572 38 21 dynamic dynamic ADJ bracis-33572 38 22 selection selection NOUN bracis-33572 38 23 in in ADP bracis-33572 38 24 the the DET bracis-33572 38 25 performance performance NOUN bracis-33572 38 26 of of ADP bracis-33572 38 27 the the DET bracis-33572 38 28 classifier classifier NOUN bracis-33572 38 29 ensembles ensemble NOUN bracis-33572 38 30 . . PUNCT bracis-33572 39 1 all all DET bracis-33572 39 2 the the DET bracis-33572 39 3 ensemble ensemble ADJ bracis-33572 39 4 structures structure NOUN bracis-33572 39 5 will will AUX bracis-33572 39 6 be be AUX bracis-33572 39 7 evaluated evaluate VERB bracis-33572 39 8 using use VERB bracis-33572 39 9 20 20 NUM bracis-33572 39 10 classification classification NOUN bracis-33572 39 11 datasets dataset NOUN bracis-33572 39 12 . . PUNCT bracis-33572 40 1 this this DET bracis-33572 40 2 paper paper NOUN bracis-33572 40 3 is be AUX bracis-33572 40 4 divided divide VERB bracis-33572 40 5 into into ADP bracis-33572 40 6 6 6 NUM bracis-33572 40 7 sections section NOUN bracis-33572 40 8 and and CCONJ bracis-33572 40 9 its its PRON bracis-33572 40 10 organization organization NOUN bracis-33572 40 11 is be AUX bracis-33572 40 12 defined define VERB bracis-33572 40 13 as as SCONJ bracis-33572 40 14 followed follow VERB bracis-33572 40 15 . . PUNCT bracis-33572 41 1 section section NOUN bracis-33572 41 2     SPACE bracis-33572 41 3 2 2 NUM bracis-33572 41 4 describes describe VERB bracis-33572 41 5 the the DET bracis-33572 41 6 theoretical theoretical ADJ bracis-33572 41 7 concepts concept NOUN bracis-33572 41 8 and and CCONJ bracis-33572 41 9 related related ADJ bracis-33572 41 10 work work NOUN bracis-33572 41 11 of of ADP bracis-33572 41 12 this this DET bracis-33572 41 13 paper paper NOUN bracis-33572 41 14 , , PUNCT bracis-33572 41 15 while while SCONJ bracis-33572 41 16 sect sect NOUN bracis-33572 41 17 . . PUNCT bracis-33572 41 18     SPACE bracis-33572 42 1 3 3 NUM bracis-33572 42 2 describes describe VERB bracis-33572 42 3 in in ADP bracis-33572 42 4 more more ADJ bracis-33572 42 5 detail detail NOUN bracis-33572 42 6 the the DET bracis-33572 42 7 ensemble ensemble ADJ bracis-33572 42 8 structures structure NOUN bracis-33572 42 9 to to PART bracis-33572 42 10 be be AUX bracis-33572 42 11 used use VERB bracis-33572 42 12 in in ADP bracis-33572 42 13 the the DET bracis-33572 42 14 exploratory exploratory ADJ bracis-33572 42 15 analysis analysis NOUN bracis-33572 42 16 of of ADP bracis-33572 42 17 this this DET bracis-33572 42 18 paper paper NOUN bracis-33572 42 19 . . PUNCT bracis-33572 43 1 section section NOUN bracis-33572 43 2     SPACE bracis-33572 43 3 4 4 NUM bracis-33572 43 4 presents present VERB bracis-33572 43 5 the the DET bracis-33572 43 6 experimental experimental ADJ bracis-33572 43 7 methodology methodology NOUN bracis-33572 43 8 of of ADP bracis-33572 43 9 the the DET bracis-33572 43 10 empirical empirical ADJ bracis-33572 43 11 analysis analysis NOUN bracis-33572 43 12 , , PUNCT bracis-33572 43 13 while while SCONJ bracis-33572 43 14 its its PRON bracis-33572 43 15 results result NOUN bracis-33572 43 16 are be AUX bracis-33572 43 17 presented present VERB bracis-33572 43 18 in in ADP bracis-33572 43 19 sect sect NOUN bracis-33572 43 20 . . PUNCT bracis-33572 43 21     SPACE bracis-33572 44 1 5 5 NUM bracis-33572 44 2 . . PUNCT bracis-33572 45 1 finally finally ADV bracis-33572 45 2 , , PUNCT bracis-33572 45 3 sect sect NOUN bracis-33572 45 4 . . PUNCT bracis-33572 45 5     SPACE bracis-33572 45 6 6 6 NUM bracis-33572 45 7 describes describe VERB bracis-33572 45 8 the the DET bracis-33572 45 9 final final ADJ bracis-33572 45 10 remarks remark NOUN bracis-33572 45 11 of of ADP bracis-33572 45 12 this this DET bracis-33572 45 13 paper paper NOUN bracis-33572 45 14 . . PUNCT bracis-33572 46 1 2 2 NUM bracis-33572 46 2 theoretical theoretical ADJ bracis-33572 46 3 concepts concept NOUN bracis-33572 46 4 and and CCONJ bracis-33572 46 5     SPACE bracis-33572 46 6 related relate VERB bracis-33572 46 7 work work NOUN bracis-33572 46 8 2.1 2.1 NUM bracis-33572 46 9 state state NOUN bracis-33572 46 10 of of ADP bracis-33572 46 11     SPACE bracis-33572 46 12 the the DET bracis-33572 46 13     SPACE bracis-33572 46 14 art art NOUN bracis-33572 46 15 there there PRON bracis-33572 46 16 are be VERB bracis-33572 46 17 several several ADJ bracis-33572 46 18 studies study NOUN bracis-33572 46 19 that that PRON bracis-33572 46 20 investigate investigate VERB bracis-33572 46 21 the the DET bracis-33572 46 22 dynamic dynamic ADJ bracis-33572 46 23 selection selection NOUN bracis-33572 46 24 of of ADP bracis-33572 46 25 ensemble ensemble ADJ bracis-33572 46 26 structure structure NOUN bracis-33572 46 27 , , PUNCT bracis-33572 46 28 mainly mainly ADV bracis-33572 46 29 for for ADP bracis-33572 46 30 ensemble ensemble ADJ bracis-33572 46 31 members member NOUN bracis-33572 46 32 [ [ X bracis-33572 46 33 6 6 NUM bracis-33572 46 34 , , PUNCT bracis-33572 46 35 7 7 NUM bracis-33572 46 36 ] ] PUNCT bracis-33572 46 37 and and CCONJ bracis-33572 46 38 features feature VERB bracis-33572 46 39 [ [ X bracis-33572 46 40 11 11 NUM bracis-33572 46 41 ] ] PUNCT bracis-33572 46 42 and and CCONJ bracis-33572 46 43 both both PRON bracis-33572 46 44 of of ADP bracis-33572 46 45 them they PRON bracis-33572 46 46 [ [ X bracis-33572 46 47 9 9 NUM bracis-33572 46 48 , , PUNCT bracis-33572 46 49 12 12 NUM bracis-33572 46 50 ] ] PUNCT bracis-33572 46 51 . . PUNCT bracis-33572 47 1 regarding regard VERB bracis-33572 47 2 ensemble ensemble ADJ bracis-33572 47 3 members member NOUN bracis-33572 47 4 , , PUNCT bracis-33572 47 5 in in ADP bracis-33572 47 6 [ [ PUNCT bracis-33572 47 7 6 6 NUM bracis-33572 47 8 ] ] PUNCT bracis-33572 47 9 , , PUNCT bracis-33572 47 10 for for ADP bracis-33572 47 11 instance instance NOUN bracis-33572 47 12 , , PUNCT bracis-33572 47 13 a a DET bracis-33572 47 14 new new ADJ bracis-33572 47 15 method method NOUN bracis-33572 47 16 for for ADP bracis-33572 47 17 dynamic dynamic ADJ bracis-33572 47 18 ensemble ensemble ADJ bracis-33572 47 19 member member NOUN bracis-33572 47 20 selection selection NOUN bracis-33572 47 21 is be AUX bracis-33572 47 22 presented present VERB bracis-33572 47 23 . . PUNCT bracis-33572 48 1 in in ADP bracis-33572 48 2 this this DET bracis-33572 48 3 method method NOUN bracis-33572 48 4 , , PUNCT bracis-33572 48 5 the the DET bracis-33572 48 6 confidence confidence NOUN bracis-33572 48 7 of of ADP bracis-33572 48 8 the the DET bracis-33572 48 9 base base NOUN bracis-33572 48 10 classifiers classifier NOUN bracis-33572 48 11 during during ADP bracis-33572 48 12 the the DET bracis-33572 48 13 classification classification NOUN bracis-33572 48 14 and and CCONJ bracis-33572 48 15 its its PRON bracis-33572 48 16 general general ADJ bracis-33572 48 17 credibility credibility NOUN bracis-33572 48 18 is be AUX bracis-33572 48 19 used use VERB bracis-33572 48 20 as as ADP bracis-33572 48 21 selection selection NOUN bracis-33572 48 22 criterion criterion NOUN bracis-33572 48 23 . . PUNCT bracis-33572 49 1 another another DET bracis-33572 49 2 interesting interesting ADJ bracis-33572 49 3 way way NOUN bracis-33572 49 4 is be AUX bracis-33572 49 5 to to PART bracis-33572 49 6 use use VERB bracis-33572 49 7 region region NOUN bracis-33572 49 8 of of ADP bracis-33572 49 9 competence competence NOUN bracis-33572 49 10 as as ADP bracis-33572 49 11 selection selection NOUN bracis-33572 49 12 criterion criterion NOUN bracis-33572 49 13 , , PUNCT bracis-33572 49 14 making make VERB bracis-33572 49 15 it it PRON bracis-33572 49 16 possible possible ADJ bracis-33572 49 17 to to PART bracis-33572 49 18 improve improve VERB bracis-33572 49 19 the the DET bracis-33572 49 20 combination combination NOUN bracis-33572 49 21 of of ADP bracis-33572 49 22 classifiers classifier NOUN bracis-33572 49 23 , , PUNCT bracis-33572 49 24 in in ADP bracis-33572 49 25 which which PRON bracis-33572 49 26 the the DET bracis-33572 49 27 most most ADV bracis-33572 49 28 competent competent ADJ bracis-33572 49 29 ones one NOUN bracis-33572 49 30 in in ADP bracis-33572 49 31 a a DET bracis-33572 49 32 certain certain ADJ bracis-33572 49 33 region region NOUN bracis-33572 49 34 are be AUX bracis-33572 49 35 selected select VERB bracis-33572 49 36 . . PUNCT bracis-33572 50 1 the the DET bracis-33572 50 2 use use NOUN bracis-33572 50 3 of of ADP bracis-33572 50 4 region region NOUN bracis-33572 50 5 of of ADP bracis-33572 50 6 competence competence NOUN bracis-33572 50 7 as as ADP bracis-33572 50 8 selection selection NOUN bracis-33572 50 9 criterion criterion NOUN bracis-33572 50 10 helps help VERB bracis-33572 50 11 to to PART bracis-33572 50 12 maximize maximize VERB bracis-33572 50 13 results result NOUN bracis-33572 50 14 by by ADP bracis-33572 50 15 focusing focus VERB bracis-33572 50 16 only only ADV bracis-33572 50 17 on on ADP bracis-33572 50 18 the the DET bracis-33572 50 19 most most ADV bracis-33572 50 20 competent competent ADJ bracis-33572 50 21 classifiers classifier NOUN bracis-33572 50 22 , , PUNCT bracis-33572 50 23 and and CCONJ bracis-33572 50 24 examples example NOUN bracis-33572 50 25 can can AUX bracis-33572 50 26 be be AUX bracis-33572 50 27 found find VERB bracis-33572 50 28 in in ADP bracis-33572 50 29 knora knora PROPN bracis-33572 50 30 - - PUNCT bracis-33572 50 31 e e NOUN bracis-33572 51 1 [ [ X bracis-33572 51 2 4 4 NUM bracis-33572 51 3 ] ] PUNCT bracis-33572 51 4 and and CCONJ bracis-33572 51 5 meta meta X bracis-33572 51 6 - - PUNCT bracis-33572 51 7 des des X bracis-33572 51 8 [ [ X bracis-33572 51 9 5 5 NUM bracis-33572 51 10 ] ] PUNCT bracis-33572 51 11 . . PUNCT bracis-33572 52 1 in in ADP bracis-33572 52 2 terms term NOUN bracis-33572 52 3 of of ADP bracis-33572 52 4 dynamic dynamic ADJ bracis-33572 52 5 feature feature NOUN bracis-33572 52 6 selection selection NOUN bracis-33572 52 7 , , PUNCT bracis-33572 52 8 in in ADP bracis-33572 52 9 [ [ PUNCT bracis-33572 52 10 11 11 NUM bracis-33572 52 11 ] ] PUNCT bracis-33572 52 12 , , PUNCT bracis-33572 52 13 a a DET bracis-33572 52 14 dynamic dynamic ADJ bracis-33572 52 15 feature feature NOUN bracis-33572 52 16 selection selection NOUN bracis-33572 52 17 approach approach NOUN bracis-33572 52 18 was be AUX bracis-33572 52 19 proposed propose VERB bracis-33572 52 20 . . PUNCT bracis-33572 53 1 the the DET bracis-33572 53 2 main main ADJ bracis-33572 53 3 aim aim NOUN bracis-33572 53 4 of of ADP bracis-33572 53 5 this this DET bracis-33572 53 6 approach approach NOUN bracis-33572 53 7 is be AUX bracis-33572 53 8 to to PART bracis-33572 53 9 select select VERB bracis-33572 53 10 a a DET bracis-33572 53 11 different different ADJ bracis-33572 53 12 subset subset NOUN bracis-33572 53 13 of of ADP bracis-33572 53 14 features feature NOUN bracis-33572 53 15 for for ADP bracis-33572 53 16 one one NUM bracis-33572 53 17 instance instance NOUN bracis-33572 53 18 or or CCONJ bracis-33572 53 19 a a DET bracis-33572 53 20 group group NOUN bracis-33572 53 21 of of ADP bracis-33572 53 22 instances instance NOUN bracis-33572 53 23 . . PUNCT bracis-33572 54 1 the the DET bracis-33572 54 2 main main ADJ bracis-33572 54 3 goal goal NOUN bracis-33572 54 4 of of ADP bracis-33572 54 5 this this DET bracis-33572 54 6 approach approach NOUN bracis-33572 54 7 is be AUX bracis-33572 54 8 to to PART bracis-33572 54 9 explore explore VERB bracis-33572 54 10 the the DET bracis-33572 54 11 full full ADJ bracis-33572 54 12 potential potential NOUN bracis-33572 54 13 of of ADP bracis-33572 54 14 all all DET bracis-33572 54 15 instances instance NOUN bracis-33572 54 16 in in ADP bracis-33572 54 17 a a DET bracis-33572 54 18 classification classification NOUN bracis-33572 54 19 problem problem NOUN bracis-33572 54 20 . . PUNCT bracis-33572 55 1 in in ADP bracis-33572 55 2 [ [ X bracis-33572 55 3 9 9 NUM bracis-33572 55 4 ] ] PUNCT bracis-33572 55 5 , , PUNCT bracis-33572 55 6 an an DET bracis-33572 55 7 initial initial ADJ bracis-33572 55 8 study study NOUN bracis-33572 55 9 on on ADP bracis-33572 55 10 how how SCONJ bracis-33572 55 11 to to PART bracis-33572 55 12 combine combine VERB bracis-33572 55 13 these these DET bracis-33572 55 14 two two NUM bracis-33572 55 15 dynamic dynamic ADJ bracis-33572 55 16 selection selection NOUN bracis-33572 55 17 techniques technique NOUN bracis-33572 55 18 was be AUX bracis-33572 55 19 performed perform VERB bracis-33572 55 20 . . PUNCT bracis-33572 56 1 according accord VERB bracis-33572 56 2 to to ADP bracis-33572 56 3 the the DET bracis-33572 56 4 authors author NOUN bracis-33572 56 5 , , PUNCT bracis-33572 56 6 an an DET bracis-33572 56 7 improvement improvement NOUN bracis-33572 56 8 in in ADP bracis-33572 56 9 performance performance NOUN bracis-33572 56 10 was be AUX bracis-33572 56 11 detected detect VERB bracis-33572 56 12 with with ADP bracis-33572 56 13 the the DET bracis-33572 56 14 use use NOUN bracis-33572 56 15 of of ADP bracis-33572 56 16 this this DET bracis-33572 56 17 integrated integrate VERB bracis-33572 56 18 dynamic dynamic ADJ bracis-33572 56 19 selection selection NOUN bracis-33572 56 20 technique technique NOUN bracis-33572 56 21 . . PUNCT bracis-33572 57 1 already already ADV bracis-33572 57 2 in in ADP bracis-33572 57 3 [ [ X bracis-33572 57 4 13 13 NUM bracis-33572 57 5 ] ] PUNCT bracis-33572 57 6 , , PUNCT bracis-33572 57 7 the the DET bracis-33572 57 8 authors author NOUN bracis-33572 57 9 presented present VERB bracis-33572 57 10 an an DET bracis-33572 57 11 initial initial ADJ bracis-33572 57 12 method method NOUN bracis-33572 57 13 of of ADP bracis-33572 57 14 classifier classifier ADJ bracis-33572 57 15 fusion fusion NOUN bracis-33572 57 16 using use VERB bracis-33572 57 17 k k ADJ bracis-33572 57 18 - - PUNCT bracis-33572 57 19 nearest near ADJ bracis-33572 57 20 neighbors neighbor NOUN bracis-33572 57 21 ( ( PUNCT bracis-33572 57 22 knn knn PROPN bracis-33572 57 23 ) ) PUNCT bracis-33572 57 24 . . PUNCT bracis-33572 58 1 although although SCONJ bracis-33572 58 2 the the DET bracis-33572 58 3 results result NOUN bracis-33572 58 4 are be AUX bracis-33572 58 5 promising promise VERB bracis-33572 58 6 , , PUNCT bracis-33572 58 7 there there PRON bracis-33572 58 8 is be VERB bracis-33572 58 9 no no DET bracis-33572 58 10 general general ADJ bracis-33572 58 11 comparison comparison NOUN bracis-33572 58 12 with with ADP bracis-33572 58 13 static static ADJ bracis-33572 58 14 ensembles ensemble NOUN bracis-33572 58 15 . . PUNCT bracis-33572 59 1 although although SCONJ bracis-33572 59 2 there there PRON bracis-33572 59 3 are be VERB bracis-33572 59 4 several several ADJ bracis-33572 59 5 studies study NOUN bracis-33572 59 6 to to PART bracis-33572 59 7 propose propose VERB bracis-33572 59 8 dynamic dynamic ADJ bracis-33572 59 9 selection selection NOUN bracis-33572 59 10 of of ADP bracis-33572 59 11 ensemble ensemble ADJ bracis-33572 59 12 members member NOUN bracis-33572 59 13 and and CCONJ bracis-33572 59 14 feature feature NOUN bracis-33572 59 15 selection selection NOUN bracis-33572 59 16 , , PUNCT bracis-33572 59 17 very very ADV bracis-33572 59 18 little little ADJ bracis-33572 59 19 has have AUX bracis-33572 59 20 been be AUX bracis-33572 59 21 done do VERB bracis-33572 59 22 in in ADP bracis-33572 59 23 order order NOUN bracis-33572 59 24 to to PART bracis-33572 59 25 propose propose VERB bracis-33572 59 26 efficient efficient ADJ bracis-33572 59 27 dynamic dynamic ADJ bracis-33572 59 28 selection selection NOUN bracis-33572 59 29 of of ADP bracis-33572 59 30 combination combination NOUN bracis-33572 59 31 methods method NOUN bracis-33572 59 32 . . PUNCT bracis-33572 60 1 this this DET bracis-33572 60 2 paper paper NOUN bracis-33572 60 3 tries try VERB bracis-33572 60 4 to to PART bracis-33572 60 5 bridge bridge VERB bracis-33572 60 6 this this DET bracis-33572 60 7 gap gap NOUN bracis-33572 60 8 and and CCONJ bracis-33572 60 9 it it PRON bracis-33572 60 10 proposes propose VERB bracis-33572 60 11 a a DET bracis-33572 60 12 dynamic dynamic ADJ bracis-33572 60 13 selection selection NOUN bracis-33572 60 14 method method NOUN bracis-33572 60 15 based base VERB bracis-33572 60 16 on on ADP bracis-33572 60 17 region region NOUN bracis-33572 60 18 of of ADP bracis-33572 60 19 competence competence NOUN bracis-33572 60 20 . . PUNCT bracis-33572 61 1 2.2 2.2 NUM bracis-33572 61 2 classifier classifier NOUN bracis-33572 61 3 ensembles ensemble NOUN bracis-33572 61 4 it it PRON bracis-33572 61 5 is be AUX bracis-33572 61 6 well well ADV bracis-33572 61 7 - - PUNCT bracis-33572 61 8 known know VERB bracis-33572 61 9 that that SCONJ bracis-33572 61 10 there there PRON bracis-33572 61 11 is be VERB bracis-33572 61 12 not not PART bracis-33572 61 13 a a DET bracis-33572 61 14 single single ADJ bracis-33572 61 15 classifier classifier NOUN bracis-33572 61 16 which which PRON bracis-33572 61 17 can can AUX bracis-33572 61 18 be be AUX bracis-33572 61 19 considered consider VERB bracis-33572 61 20 optimal optimal ADJ bracis-33572 61 21 for for ADP bracis-33572 61 22 all all DET bracis-33572 61 23 problem problem NOUN bracis-33572 61 24 domains domain NOUN bracis-33572 61 25 [ [ X bracis-33572 61 26 1 1 NUM bracis-33572 61 27 ] ] PUNCT bracis-33572 61 28 . . PUNCT bracis-33572 62 1 therefore therefore ADV bracis-33572 62 2 , , PUNCT bracis-33572 62 3 it it PRON bracis-33572 62 4 is be AUX bracis-33572 62 5 difficult difficult ADJ bracis-33572 62 6 to to PART bracis-33572 62 7 select select VERB bracis-33572 62 8 a a DET bracis-33572 62 9 good good ADJ bracis-33572 62 10 single single ADJ bracis-33572 62 11 classifier classifier NOUN bracis-33572 62 12 which which PRON bracis-33572 62 13 provides provide VERB bracis-33572 62 14 the the DET bracis-33572 62 15 best good ADJ bracis-33572 62 16 performance performance NOUN bracis-33572 62 17 in in ADP bracis-33572 62 18 practical practical ADJ bracis-33572 62 19 pattern pattern NOUN bracis-33572 62 20 classification classification NOUN bracis-33572 62 21 tasks task NOUN bracis-33572 62 22 [ [ X bracis-33572 62 23 14 14 NUM bracis-33572 62 24 ] ] PUNCT bracis-33572 62 25 . . PUNCT bracis-33572 63 1 in in ADP bracis-33572 63 2 this this DET bracis-33572 63 3 context context NOUN bracis-33572 63 4 , , PUNCT bracis-33572 63 5 classifier classifier NOUN bracis-33572 63 6 ensembles ensemble NOUN bracis-33572 63 7 have have AUX bracis-33572 63 8 emerged emerge VERB bracis-33572 63 9 as as ADP bracis-33572 63 10 an an DET bracis-33572 63 11 efficient efficient ADJ bracis-33572 63 12 classification classification NOUN bracis-33572 63 13 structure structure NOUN bracis-33572 63 14 since since SCONJ bracis-33572 63 15 it it PRON bracis-33572 63 16 combines combine VERB bracis-33572 63 17 the the DET bracis-33572 63 18 advantages advantage NOUN bracis-33572 63 19 and and CCONJ bracis-33572 63 20 overcomes overcome VERB bracis-33572 63 21 the the DET bracis-33572 63 22 limitations limitation NOUN bracis-33572 63 23 of of ADP bracis-33572 63 24 the the DET bracis-33572 63 25 individual individual ADJ bracis-33572 63 26 classifiers classifier NOUN bracis-33572 63 27 . . PUNCT bracis-33572 64 1 thus thus ADV bracis-33572 64 2 , , PUNCT bracis-33572 64 3 studies study NOUN bracis-33572 64 4 have have AUX bracis-33572 64 5 shown show VERB bracis-33572 64 6 that that SCONJ bracis-33572 64 7 classifier classifier PROPN bracis-33572 64 8 ensemble ensemble ADJ bracis-33572 64 9 provides provide VERB bracis-33572 64 10 better well ADJ bracis-33572 64 11 generalization generalization NOUN bracis-33572 64 12 and and CCONJ bracis-33572 64 13 performance performance NOUN bracis-33572 64 14 ability ability NOUN bracis-33572 64 15 , , PUNCT bracis-33572 64 16 when when SCONJ bracis-33572 64 17 compared compare VERB bracis-33572 64 18 to to ADP bracis-33572 64 19 the the DET bracis-33572 64 20 individual individual ADJ bracis-33572 64 21 classifiers classifier NOUN bracis-33572 64 22 [ [ X bracis-33572 64 23 14 14 NUM bracis-33572 64 24 , , PUNCT bracis-33572 64 25 15 15 NUM bracis-33572 64 26 ] ] PUNCT bracis-33572 64 27 . . PUNCT bracis-33572 65 1 in in ADP bracis-33572 65 2 a a DET bracis-33572 65 3 classifier classifier NOUN bracis-33572 65 4 ensemble ensemble ADJ bracis-33572 65 5 , , PUNCT bracis-33572 65 6 an an DET bracis-33572 65 7 input input NOUN bracis-33572 65 8 pattern pattern NOUN bracis-33572 65 9 is be AUX bracis-33572 65 10 presented present VERB bracis-33572 65 11 to to ADP bracis-33572 65 12 all all DET bracis-33572 65 13 individual individual ADJ bracis-33572 65 14 classifiers classifier NOUN bracis-33572 65 15 [ [ X bracis-33572 65 16 16 16 NUM bracis-33572 65 17 , , PUNCT bracis-33572 65 18 17 17 NUM bracis-33572 65 19 ] ] PUNCT bracis-33572 65 20 , , PUNCT bracis-33572 65 21 and and CCONJ bracis-33572 65 22 a a DET bracis-33572 65 23 combination combination NOUN bracis-33572 65 24 method method NOUN bracis-33572 65 25 combines combine VERB bracis-33572 65 26 their their PRON bracis-33572 65 27 outputs output NOUN bracis-33572 65 28 to to PART bracis-33572 65 29 produce produce VERB bracis-33572 65 30 the the DET bracis-33572 65 31 overall overall ADJ bracis-33572 65 32 output output NOUN bracis-33572 65 33 of of ADP bracis-33572 65 34 the the DET bracis-33572 65 35 system system NOUN bracis-33572 66 1 [ [ X bracis-33572 66 2 1 1 NUM bracis-33572 66 3 ] ] PUNCT bracis-33572 66 4 . . PUNCT bracis-33572 67 1 the the DET bracis-33572 67 2 machine machine NOUN bracis-33572 67 3 learning learn VERB bracis-33572 67 4 literature literature NOUN bracis-33572 67 5 has have AUX bracis-33572 67 6 ensured ensure VERB bracis-33572 67 7 that that SCONJ bracis-33572 67 8 diversity diversity NOUN bracis-33572 67 9 plays play VERB bracis-33572 67 10 an an DET bracis-33572 67 11 important important ADJ bracis-33572 67 12 role role NOUN bracis-33572 67 13 in in ADP bracis-33572 67 14 the the DET bracis-33572 67 15 design design NOUN bracis-33572 67 16 of of ADP bracis-33572 67 17 ensembles ensemble NOUN bracis-33572 67 18 , , PUNCT bracis-33572 67 19 contributing contribute VERB bracis-33572 67 20 to to ADP bracis-33572 67 21 their their PRON bracis-33572 67 22 accuracy accuracy NOUN bracis-33572 67 23 and and CCONJ bracis-33572 67 24 generalization generalization NOUN bracis-33572 67 25 [ [ X bracis-33572 67 26 1 1 NUM bracis-33572 67 27 ] ] PUNCT bracis-33572 67 28 . . PUNCT bracis-33572 68 1 one one NUM bracis-33572 68 2 important important ADJ bracis-33572 68 3 issue issue NOUN bracis-33572 68 4 regarding regard VERB bracis-33572 68 5 the the DET bracis-33572 68 6 design design NOUN bracis-33572 68 7 of of ADP bracis-33572 68 8 classifier classifier NOUN bracis-33572 68 9 ensembles ensemble NOUN bracis-33572 68 10 involves involve VERB bracis-33572 68 11 the the DET bracis-33572 68 12 appropriate appropriate ADJ bracis-33572 68 13 selection selection NOUN bracis-33572 68 14 of of ADP bracis-33572 68 15 its its PRON bracis-33572 68 16 structure structure NOUN bracis-33572 68 17 ( ( PUNCT bracis-33572 68 18 individual individual ADJ bracis-33572 68 19 classifiers classifier NOUN bracis-33572 68 20 and and CCONJ bracis-33572 68 21 combination combination NOUN bracis-33572 68 22 methods method NOUN bracis-33572 68 23 ) ) PUNCT bracis-33572 69 1 [ [ X bracis-33572 69 2 18 18 NUM bracis-33572 69 3 ] ] PUNCT bracis-33572 69 4 . . PUNCT bracis-33572 70 1 as as SCONJ bracis-33572 70 2 previously previously ADV bracis-33572 70 3 mentioned mention VERB bracis-33572 70 4 , , PUNCT bracis-33572 70 5 there there PRON bracis-33572 70 6 are be VERB bracis-33572 70 7 basically basically ADV bracis-33572 70 8 two two NUM bracis-33572 70 9 main main ADJ bracis-33572 70 10 selection selection NOUN bracis-33572 70 11 approaches approach NOUN bracis-33572 70 12 , , PUNCT bracis-33572 70 13 static static ADJ bracis-33572 70 14 and and CCONJ bracis-33572 70 15 dynamic dynamic ADJ bracis-33572 70 16 . . PUNCT bracis-33572 71 1 in in ADP bracis-33572 71 2 this this DET bracis-33572 71 3 paper paper NOUN bracis-33572 71 4 , , PUNCT bracis-33572 71 5 we we PRON bracis-33572 71 6 will will AUX bracis-33572 71 7 focus focus VERB bracis-33572 71 8 on on ADP bracis-33572 71 9 the the DET bracis-33572 71 10 dynamic dynamic ADJ bracis-33572 71 11 approach approach NOUN bracis-33572 71 12 . . PUNCT bracis-33572 72 1 the the DET bracis-33572 72 2 next next ADJ bracis-33572 72 3 subsection subsection NOUN bracis-33572 72 4 will will AUX bracis-33572 72 5 describe describe VERB bracis-33572 72 6 some some DET bracis-33572 72 7 existing exist VERB bracis-33572 72 8 dynamic dynamic ADJ bracis-33572 72 9 selection selection NOUN bracis-33572 72 10 methods method NOUN bracis-33572 72 11 that that PRON bracis-33572 72 12 will will AUX bracis-33572 72 13 be be AUX bracis-33572 72 14 used use VERB bracis-33572 72 15 in in ADP bracis-33572 72 16 this this DET bracis-33572 72 17 paper paper NOUN bracis-33572 72 18 . . PUNCT bracis-33572 73 1 2.3 2.3 NUM bracis-33572 73 2 dynamic dynamic ADJ bracis-33572 73 3 ensemble ensemble ADJ bracis-33572 73 4 member member NOUN bracis-33572 73 5 selection selection NOUN bracis-33572 73 6 the the DET bracis-33572 73 7 dynamic dynamic ADJ bracis-33572 73 8 ensemble ensemble ADJ bracis-33572 73 9 selection selection NOUN bracis-33572 73 10 ( ( PUNCT bracis-33572 73 11 des des PROPN bracis-33572 73 12 ) ) PUNCT bracis-33572 73 13 methods method NOUN bracis-33572 73 14 perform perform VERB bracis-33572 73 15 the the DET bracis-33572 73 16 dynamic dynamic ADJ bracis-33572 73 17 selection selection NOUN bracis-33572 73 18 of of ADP bracis-33572 73 19 a a DET bracis-33572 73 20 subset subset NOUN bracis-33572 73 21 of of ADP bracis-33572 73 22 classifiers classifier NOUN bracis-33572 73 23 to to PART bracis-33572 73 24 classify classify VERB bracis-33572 73 25 each each DET bracis-33572 73 26 test test NOUN bracis-33572 73 27 instance instance NOUN bracis-33572 73 28 . . PUNCT bracis-33572 74 1 the the DET bracis-33572 74 2 selection selection NOUN bracis-33572 74 3 of of ADP bracis-33572 74 4 the the DET bracis-33572 74 5 classifier classifier NOUN bracis-33572 74 6 subset subset NOUN bracis-33572 74 7 is be AUX bracis-33572 74 8 done do VERB bracis-33572 74 9 through through ADP bracis-33572 74 10 the the DET bracis-33572 74 11 use use NOUN bracis-33572 74 12 of of ADP bracis-33572 74 13 a a DET bracis-33572 74 14 selection selection NOUN bracis-33572 74 15 procedure procedure NOUN bracis-33572 74 16 and and CCONJ bracis-33572 74 17 each each DET bracis-33572 74 18 des des PROPN bracis-33572 74 19 method method NOUN bracis-33572 74 20 has have VERB bracis-33572 74 21 its its PRON bracis-33572 74 22 own own ADJ bracis-33572 74 23 procedure procedure NOUN bracis-33572 74 24 . . PUNCT bracis-33572 75 1 there there PRON bracis-33572 75 2 are be VERB bracis-33572 75 3 several several ADJ bracis-33572 75 4 des de NOUN bracis-33572 75 5 methods method NOUN bracis-33572 75 6 proposed propose VERB bracis-33572 75 7 in in ADP bracis-33572 75 8 the the DET bracis-33572 75 9 literature literature NOUN bracis-33572 75 10 . . PUNCT bracis-33572 76 1 in in ADP bracis-33572 76 2 this this DET bracis-33572 76 3 paper paper NOUN bracis-33572 76 4 , , PUNCT bracis-33572 76 5 we we PRON bracis-33572 76 6 will will AUX bracis-33572 76 7 use use VERB bracis-33572 76 8 two two NUM bracis-33572 76 9 well well ADV bracis-33572 76 10 - - PUNCT bracis-33572 76 11 known know VERB bracis-33572 76 12 des de NOUN bracis-33572 76 13 methods method NOUN bracis-33572 76 14 , , PUNCT bracis-33572 76 15 knora knora PROPN bracis-33572 76 16 - - PUNCT bracis-33572 76 17 e e NOUN bracis-33572 76 18 and and CCONJ bracis-33572 76 19 meta meta PROPN bracis-33572 76 20 - - PUNCT bracis-33572 76 21 des des PROPN bracis-33572 76 22 . . PROPN bracis-33572 76 23 knora knora PROPN bracis-33572 76 24 - - PUNCT bracis-33572 76 25 e. e. PROPN bracis-33572 76 26 knora knora PROPN bracis-33572 77 1 [ [ X bracis-33572 77 2 4 4 X bracis-33572 77 3 ] ] PUNCT bracis-33572 77 4 is be AUX bracis-33572 77 5 a a DET bracis-33572 77 6 well well ADV bracis-33572 77 7 - - PUNCT bracis-33572 77 8 known know VERB bracis-33572 77 9 des des NOUN bracis-33572 77 10 method method NOUN bracis-33572 77 11 and and CCONJ bracis-33572 77 12 it it PRON bracis-33572 77 13 seeks seek VERB bracis-33572 77 14 to to PART bracis-33572 77 15 find find VERB bracis-33572 77 16 the the DET bracis-33572 77 17 best good ADJ bracis-33572 77 18 subset subset NOUN bracis-33572 77 19 of of ADP bracis-33572 77 20 classifiers classifier NOUN bracis-33572 77 21 for for ADP bracis-33572 77 22 a a DET bracis-33572 77 23 given give VERB bracis-33572 77 24 test test NOUN bracis-33572 77 25 instance instance NOUN bracis-33572 77 26 . . PUNCT bracis-33572 78 1 it it PRON bracis-33572 78 2 applies apply VERB bracis-33572 78 3 a a DET bracis-33572 78 4 k k NOUN bracis-33572 78 5 - - PUNCT bracis-33572 78 6 nearest near ADJ bracis-33572 78 7 neighbors neighbor NOUN bracis-33572 78 8 method method VERB bracis-33572 78 9 . . PUNCT bracis-33572 79 1 the the DET bracis-33572 79 2 neighbors neighbor NOUN bracis-33572 79 3 of of ADP bracis-33572 79 4 a a DET bracis-33572 79 5 testing testing NOUN bracis-33572 79 6 instance instance NOUN bracis-33572 79 7 are be AUX bracis-33572 79 8 selected select VERB bracis-33572 79 9 from from ADP bracis-33572 79 10 the the DET bracis-33572 79 11 validation validation NOUN bracis-33572 79 12 set set NOUN bracis-33572 79 13 and and CCONJ bracis-33572 79 14 the the DET bracis-33572 79 15 competence competence NOUN bracis-33572 79 16 of of ADP bracis-33572 79 17 each each DET bracis-33572 79 18 classifier classifier NOUN bracis-33572 79 19 is be AUX bracis-33572 79 20 calculated calculate VERB bracis-33572 79 21 . . PUNCT bracis-33572 80 1 based base VERB bracis-33572 80 2 on on ADP bracis-33572 80 3 a a DET bracis-33572 80 4 certain certain ADJ bracis-33572 80 5 selection selection NOUN bracis-33572 80 6 criterion criterion NOUN bracis-33572 80 7 , , PUNCT bracis-33572 80 8 the the DET bracis-33572 80 9 classifier classifier NOUN bracis-33572 80 10 subset subset NOUN bracis-33572 80 11 is be AUX bracis-33572 80 12 selected select VERB bracis-33572 80 13 . . PUNCT bracis-33572 81 1 knora knora PROPN bracis-33572 81 2 - - PUNCT bracis-33572 81 3 e e PROPN bracis-33572 81 4 is be AUX bracis-33572 81 5 a a DET bracis-33572 81 6 knora knora ADV bracis-33572 81 7 - - PUNCT bracis-33572 81 8 based base VERB bracis-33572 81 9 method method NOUN bracis-33572 81 10 , , PUNCT bracis-33572 81 11 and and CCONJ bracis-33572 81 12 the the DET bracis-33572 81 13 selection selection NOUN bracis-33572 81 14 criterion criterion NOUN bracis-33572 81 15 is be AUX bracis-33572 81 16 to to PART bracis-33572 81 17 select select VERB bracis-33572 81 18 a a DET bracis-33572 81 19 set set NOUN bracis-33572 81 20 of of ADP bracis-33572 81 21 classifiers classifier NOUN bracis-33572 81 22 formed form VERB bracis-33572 81 23 only only ADV bracis-33572 81 24 by by ADP bracis-33572 81 25 the the DET bracis-33572 81 26 classifiers classifier NOUN bracis-33572 81 27 that that PRON bracis-33572 81 28 correctly correctly ADV bracis-33572 81 29 classify classify VERB bracis-33572 81 30 all all DET bracis-33572 81 31 k k ADJ bracis-33572 81 32 neighbors neighbor NOUN bracis-33572 81 33 of of ADP bracis-33572 81 34 a a DET bracis-33572 81 35 testing testing NOUN bracis-33572 81 36 instance instance NOUN bracis-33572 81 37 . . PUNCT bracis-33572 82 1 in in ADP bracis-33572 82 2 the the DET bracis-33572 82 3 case case NOUN bracis-33572 82 4 where where SCONJ bracis-33572 82 5 no no DET bracis-33572 82 6 classifier classifier NOUN bracis-33572 82 7 can can AUX bracis-33572 82 8 correctly correctly ADV bracis-33572 82 9 classify classify VERB bracis-33572 82 10 all all DET bracis-33572 82 11 k k PROPN bracis-33572 82 12 neighbors neighbor NOUN bracis-33572 82 13 , , PUNCT bracis-33572 82 14 the the DET bracis-33572 82 15 k k PROPN bracis-33572 82 16 value value NOUN bracis-33572 82 17 is be AUX bracis-33572 82 18 decremented decremente VERB bracis-33572 82 19 by by ADP bracis-33572 82 20 one one NUM bracis-33572 82 21 and and CCONJ bracis-33572 82 22 this this PRON bracis-33572 82 23 is be AUX bracis-33572 82 24 done do VERB bracis-33572 82 25 until until SCONJ bracis-33572 82 26 at at ADP bracis-33572 82 27 least least ADV bracis-33572 82 28 one one NUM bracis-33572 82 29 classifier classifier NOUN bracis-33572 82 30 can can AUX bracis-33572 82 31 be be AUX bracis-33572 82 32 selected select VERB bracis-33572 82 33 [ [ PUNCT bracis-33572 82 34 4 4 NUM bracis-33572 82 35 ] ] PUNCT bracis-33572 82 36 . . PUNCT bracis-33572 83 1 meta meta VERB bracis-33572 83 2 - - PUNCT bracis-33572 83 3 des des PROPN bracis-33572 83 4 . . PUNCT bracis-33572 84 1 the the DET bracis-33572 84 2 meta meta NOUN bracis-33572 84 3 - - PUNCT bracis-33572 84 4 des des X bracis-33572 84 5 [ [ X bracis-33572 84 6 5 5 NUM bracis-33572 84 7 ] ] PUNCT bracis-33572 84 8 is be AUX bracis-33572 84 9 a a DET bracis-33572 84 10 des des X bracis-33572 84 11 method method NOUN bracis-33572 84 12 that that PRON bracis-33572 84 13 uses use VERB bracis-33572 84 14 the the DET bracis-33572 84 15 idea idea NOUN bracis-33572 84 16 of of ADP bracis-33572 84 17 selection selection NOUN bracis-33572 84 18 using use VERB bracis-33572 84 19 meta meta NOUN bracis-33572 84 20 - - PUNCT bracis-33572 84 21 learning learning NOUN bracis-33572 84 22 . . PUNCT bracis-33572 85 1 in in ADP bracis-33572 85 2 this this DET bracis-33572 85 3 method method NOUN bracis-33572 85 4 , , PUNCT bracis-33572 85 5 a a DET bracis-33572 85 6 meta meta ADJ bracis-33572 85 7 - - PUNCT bracis-33572 85 8 problem problem NOUN bracis-33572 85 9 is be AUX bracis-33572 85 10 created create VERB bracis-33572 85 11 to to PART bracis-33572 85 12 determine determine VERB bracis-33572 85 13 whether whether SCONJ bracis-33572 85 14 a a DET bracis-33572 85 15 classifier classifier NOUN bracis-33572 85 16 is be AUX bracis-33572 85 17 competent competent ADJ bracis-33572 85 18 for for ADP bracis-33572 85 19 a a DET bracis-33572 85 20 given give VERB bracis-33572 85 21 test test NOUN bracis-33572 85 22 instance instance NOUN bracis-33572 85 23 . . PUNCT bracis-33572 86 1 according accord VERB bracis-33572 86 2 to to ADP bracis-33572 86 3 [ [ X bracis-33572 86 4 12 12 NUM bracis-33572 86 5 ] ] PUNCT bracis-33572 86 6 , , PUNCT bracis-33572 86 7 the the DET bracis-33572 86 8 meta meta ADJ bracis-33572 86 9 - - PUNCT bracis-33572 86 10 des des NOUN bracis-33572 86 11 method method NOUN bracis-33572 86 12 uses use VERB bracis-33572 86 13 five five NUM bracis-33572 86 14 criteria criterion NOUN bracis-33572 86 15 for for ADP bracis-33572 86 16 extracting extract VERB bracis-33572 86 17 meta meta NOUN bracis-33572 86 18 - - PUNCT bracis-33572 86 19 features feature NOUN bracis-33572 86 20 in in ADP bracis-33572 86 21 order order NOUN bracis-33572 86 22 to to PART bracis-33572 86 23 establish establish VERB bracis-33572 86 24 the the DET bracis-33572 86 25 new new ADJ bracis-33572 86 26 region region NOUN bracis-33572 86 27 of of ADP bracis-33572 86 28 a a DET bracis-33572 86 29 meta meta ADJ bracis-33572 86 30 - - PUNCT bracis-33572 86 31 problem problem NOUN bracis-33572 86 32 . . PUNCT bracis-33572 87 1 after after ADP bracis-33572 87 2 that that PRON bracis-33572 87 3 , , PUNCT bracis-33572 87 4 a a DET bracis-33572 87 5 meta meta ADJ bracis-33572 87 6 - - PUNCT bracis-33572 87 7 classifier classifier NOUN bracis-33572 87 8 is be AUX bracis-33572 87 9 trained train VERB bracis-33572 87 10 , , PUNCT bracis-33572 87 11 based base VERB bracis-33572 87 12 on on ADP bracis-33572 87 13 the the DET bracis-33572 87 14 defined define VERB bracis-33572 87 15 meta meta NOUN bracis-33572 87 16 - - PUNCT bracis-33572 87 17 features feature NOUN bracis-33572 87 18 . . PUNCT bracis-33572 88 1 this this DET bracis-33572 88 2 meta meta ADJ bracis-33572 88 3 - - PUNCT bracis-33572 88 4 classifier classifier NOUN bracis-33572 88 5 is be AUX bracis-33572 88 6 then then ADV bracis-33572 88 7 used use VERB bracis-33572 88 8 to to PART bracis-33572 88 9 identify identify VERB bracis-33572 88 10 whether whether SCONJ bracis-33572 88 11 a a DET bracis-33572 88 12 classifier classifier NOUN bracis-33572 88 13 is be AUX bracis-33572 88 14 competent competent ADJ bracis-33572 88 15 or or CCONJ bracis-33572 88 16 not not PART bracis-33572 88 17 to to PART bracis-33572 88 18 classify classify VERB bracis-33572 88 19 a a DET bracis-33572 88 20 testing testing NOUN bracis-33572 88 21 instance instance NOUN bracis-33572 88 22 . . PUNCT bracis-33572 89 1 classifiers classifier NOUN bracis-33572 89 2 that that PRON bracis-33572 89 3 are be AUX bracis-33572 89 4 labeled label VERB bracis-33572 89 5 as as ADP bracis-33572 89 6 competent competent ADJ bracis-33572 89 7 will will AUX bracis-33572 89 8 be be AUX bracis-33572 89 9 selected select VERB bracis-33572 89 10 to to PART bracis-33572 89 11 compose compose VERB bracis-33572 89 12 the the DET bracis-33572 89 13 ensemble ensemble ADJ bracis-33572 89 14 to to PART bracis-33572 89 15 classify classify VERB bracis-33572 89 16 the the DET bracis-33572 89 17 test test NOUN bracis-33572 89 18 instance instance NOUN bracis-33572 89 19 . . PUNCT bracis-33572 90 1 fh fh PROPN bracis-33572 90 2 - - PUNCT bracis-33572 90 3 des des PROPN bracis-33572 90 4 . . PUNCT bracis-33572 91 1 the the DET bracis-33572 91 2 fh fh PROPN bracis-33572 91 3 - - PUNCT bracis-33572 91 4 des des PROPN bracis-33572 91 5 is be AUX bracis-33572 91 6 also also ADV bracis-33572 91 7 a a DET bracis-33572 91 8 des des X bracis-33572 91 9 method method NOUN bracis-33572 91 10 , , PUNCT bracis-33572 91 11 but but CCONJ bracis-33572 91 12 based base VERB bracis-33572 91 13 on on ADP bracis-33572 91 14 fuzzy fuzzy ADJ bracis-33572 91 15 hyperboxes hyperboxe NOUN bracis-33572 91 16 [ [ X bracis-33572 91 17 19 19 NUM bracis-33572 91 18 ] ] PUNCT bracis-33572 91 19 to to PART bracis-33572 91 20 solve solve VERB bracis-33572 91 21 the the DET bracis-33572 91 22 local local ADJ bracis-33572 91 23 sensitivity sensitivity NOUN bracis-33572 91 24 problem problem NOUN bracis-33572 91 25 using use VERB bracis-33572 91 26 knn knn PROPN bracis-33572 91 27 . . PROPN bracis-33572 91 28 hyperboxes hyperboxes PROPN bracis-33572 91 29 represent represent VERB bracis-33572 91 30 a a DET bracis-33572 91 31 group group NOUN bracis-33572 91 32 of of ADP bracis-33572 91 33 samples sample NOUN bracis-33572 91 34 using use VERB bracis-33572 91 35 maximum maximum ADJ bracis-33572 91 36 and and CCONJ bracis-33572 91 37 minimum minimum ADJ bracis-33572 91 38 corners corner NOUN bracis-33572 91 39 . . PUNCT bracis-33572 92 1 they they PRON bracis-33572 92 2 are be AUX bracis-33572 92 3 formed form VERB bracis-33572 92 4 based base VERB bracis-33572 92 5 on on ADP bracis-33572 92 6 regions region NOUN bracis-33572 92 7 that that PRON bracis-33572 92 8 classifiers classifier NOUN bracis-33572 92 9 work work VERB bracis-33572 92 10 well well ADV bracis-33572 92 11 or or CCONJ bracis-33572 92 12 areas area NOUN bracis-33572 92 13 of of ADP bracis-33572 92 14 competence competence NOUN bracis-33572 92 15 , , PUNCT bracis-33572 92 16 but but CCONJ bracis-33572 92 17 can can AUX bracis-33572 92 18 also also ADV bracis-33572 92 19 be be AUX bracis-33572 92 20 applied apply VERB bracis-33572 92 21 to to ADP bracis-33572 92 22 regions region NOUN bracis-33572 92 23 that that PRON bracis-33572 92 24 present present VERB bracis-33572 92 25 poor poor ADJ bracis-33572 92 26 classifications classification NOUN bracis-33572 92 27 or or CCONJ bracis-33572 92 28 areas area NOUN bracis-33572 92 29 of of ADP bracis-33572 92 30 incompetence incompetence NOUN bracis-33572 92 31 . . PUNCT bracis-33572 93 1 in in ADP bracis-33572 93 2 the the DET bracis-33572 93 3 latter latter ADJ bracis-33572 93 4 case case NOUN bracis-33572 93 5 , , PUNCT bracis-33572 93 6 the the DET bracis-33572 93 7 classifiers classifier NOUN bracis-33572 93 8 whose whose DET bracis-33572 93 9 hyperboxes hyperboxe NOUN bracis-33572 93 10 have have VERB bracis-33572 93 11 a a DET bracis-33572 93 12 lower low ADJ bracis-33572 93 13 degree degree NOUN bracis-33572 93 14 of of ADP bracis-33572 93 15 relevance relevance NOUN bracis-33572 93 16 will will AUX bracis-33572 93 17 be be AUX bracis-33572 93 18 further far ADV bracis-33572 93 19 away away ADV bracis-33572 93 20 from from ADP bracis-33572 93 21 the the DET bracis-33572 93 22 query query NOUN bracis-33572 93 23 sample sample NOUN bracis-33572 93 24 , , PUNCT bracis-33572 93 25 therefore therefore ADV bracis-33572 93 26 , , PUNCT bracis-33572 93 27 they they PRON bracis-33572 93 28 will will AUX bracis-33572 93 29 be be AUX bracis-33572 93 30 more more ADV bracis-33572 93 31 competent competent ADJ bracis-33572 93 32 to to PART bracis-33572 93 33 classify classify VERB bracis-33572 93 34 the the DET bracis-33572 93 35 query query NOUN bracis-33572 93 36 sample sample NOUN bracis-33572 93 37 [ [ X bracis-33572 93 38 10 10 NUM bracis-33572 93 39 ] ] PUNCT bracis-33572 93 40 . . PUNCT bracis-33572 94 1 the the DET bracis-33572 94 2 tool tool NOUN bracis-33572 94 3 can can AUX bracis-33572 94 4 be be AUX bracis-33572 94 5 applied apply VERB bracis-33572 94 6 in in ADP bracis-33572 94 7 three three NUM bracis-33572 94 8 ways way NOUN bracis-33572 94 9 , , PUNCT bracis-33572 94 10 using use VERB bracis-33572 94 11 a a DET bracis-33572 94 12 sum sum NOUN bracis-33572 94 13 rule rule NOUN bracis-33572 94 14 based base VERB bracis-33572 94 15 on on ADP bracis-33572 94 16 hyperbox hyperbox NOUN bracis-33572 94 17 weights weight NOUN bracis-33572 94 18 , , PUNCT bracis-33572 94 19 performing perform VERB bracis-33572 94 20 only only ADV bracis-33572 94 21 the the DET bracis-33572 94 22 selection selection NOUN bracis-33572 94 23 of of ADP bracis-33572 94 24 competent competent ADJ bracis-33572 94 25 classifiers classifier NOUN bracis-33572 94 26 , , PUNCT bracis-33572 94 27 and and CCONJ bracis-33572 94 28 hybrid hybrid NOUN bracis-33572 94 29 , , PUNCT bracis-33572 94 30 in in ADP bracis-33572 94 31 which which PRON bracis-33572 94 32 it it PRON bracis-33572 94 33 uses use VERB bracis-33572 94 34 the the DET bracis-33572 94 35 weights weight NOUN bracis-33572 94 36 and and CCONJ bracis-33572 94 37 selection selection NOUN bracis-33572 94 38 of of ADP bracis-33572 94 39 classifiers classifier NOUN bracis-33572 94 40 . . PUNCT bracis-33572 95 1 3 3 NUM bracis-33572 95 2 proposal proposal NOUN bracis-33572 95 3 3.1 3.1 NUM bracis-33572 95 4 dynamic dynamic ADJ bracis-33572 95 5 selection selection NOUN bracis-33572 95 6 scenarios scenario NOUN bracis-33572 95 7 in in ADP bracis-33572 95 8 order order NOUN bracis-33572 95 9 to to PART bracis-33572 95 10 carry carry VERB bracis-33572 95 11 out out ADP bracis-33572 95 12 the the DET bracis-33572 95 13 exploratory exploratory ADJ bracis-33572 95 14 analysis analysis NOUN bracis-33572 95 15 of of ADP bracis-33572 95 16 the the DET bracis-33572 95 17 dynamic dynamic ADJ bracis-33572 95 18 selection selection NOUN bracis-33572 95 19 in in ADP bracis-33572 95 20 classifier classifier PROPN bracis-33572 95 21 ensemble ensemble ADJ bracis-33572 95 22 , , PUNCT bracis-33572 95 23 three three NUM bracis-33572 95 24 scenarios scenario NOUN bracis-33572 95 25 are be AUX bracis-33572 95 26 defined define VERB bracis-33572 95 27 , , PUNCT bracis-33572 95 28 which which PRON bracis-33572 95 29 are be AUX bracis-33572 95 30 described describe VERB bracis-33572 95 31 as as ADP bracis-33572 95 32 follows follow VERB bracis-33572 95 33 . . PUNCT bracis-33572 96 1 1 1 X bracis-33572 96 2 . . X bracis-33572 96 3 full full ADJ bracis-33572 96 4 static static ADJ bracis-33572 96 5 ensemble ensemble ADJ bracis-33572 96 6 selection selection NOUN bracis-33572 96 7 ( ( PUNCT bracis-33572 96 8 fses fse NOUN bracis-33572 96 9 ): ): PUNCT bracis-33572 96 10 in in ADP bracis-33572 96 11 the the DET bracis-33572 96 12 first first ADJ bracis-33572 96 13 scenario scenario NOUN bracis-33572 96 14 , , PUNCT bracis-33572 96 15 we we PRON bracis-33572 96 16 will will AUX bracis-33572 96 17 have have VERB bracis-33572 96 18 full full ADJ bracis-33572 96 19 static static ADJ bracis-33572 96 20 ensembles ensemble NOUN bracis-33572 96 21 . . PUNCT bracis-33572 97 1 in in ADP bracis-33572 97 2 other other ADJ bracis-33572 97 3 words word NOUN bracis-33572 97 4 , , PUNCT bracis-33572 97 5 all all DET bracis-33572 97 6 ensemble ensemble ADJ bracis-33572 97 7 parameters parameter NOUN bracis-33572 97 8 are be AUX bracis-33572 97 9 selected select VERB bracis-33572 97 10 statically statically ADV bracis-33572 97 11 . . PUNCT bracis-33572 98 1 2 2 X bracis-33572 98 2 . . X bracis-33572 98 3 partially partially ADV bracis-33572 98 4 dynamic dynamic ADJ bracis-33572 98 5 ensemble ensemble ADJ bracis-33572 98 6 selection selection NOUN bracis-33572 98 7 ( ( PUNCT bracis-33572 98 8 pdes pde NOUN bracis-33572 98 9 ): ): PUNCT bracis-33572 98 10 in in ADP bracis-33572 98 11 the the DET bracis-33572 98 12 second second ADJ bracis-33572 98 13 scenario scenario NOUN bracis-33572 98 14 , , PUNCT bracis-33572 98 15 we we PRON bracis-33572 98 16 will will AUX bracis-33572 98 17 have have VERB bracis-33572 98 18 partial partial ADJ bracis-33572 98 19 dynamic dynamic ADJ bracis-33572 98 20 ensembles ensemble NOUN bracis-33572 98 21 , , PUNCT bracis-33572 98 22 having have VERB bracis-33572 98 23 the the DET bracis-33572 98 24 dynamic dynamic ADJ bracis-33572 98 25 selection selection NOUN bracis-33572 98 26 in in ADP bracis-33572 98 27 only only ADV bracis-33572 98 28 one one NUM bracis-33572 98 29 parameter parameter NOUN bracis-33572 98 30 : : PUNCT bracis-33572 98 31 ensemble ensemble ADJ bracis-33572 98 32 members member NOUN bracis-33572 98 33 or or CCONJ bracis-33572 98 34 fusion fusion NOUN bracis-33572 98 35 , , PUNCT bracis-33572 98 36 but but CCONJ bracis-33572 98 37 not not PART bracis-33572 98 38 both both PRON bracis-33572 98 39 of of ADP bracis-33572 98 40 them they PRON bracis-33572 98 41 . . PUNCT bracis-33572 99 1 therefore therefore ADV bracis-33572 99 2 , , PUNCT bracis-33572 99 3 this this PRON bracis-33572 99 4 leads lead VERB bracis-33572 99 5 to to ADP bracis-33572 99 6 two two NUM bracis-33572 99 7 sub sub NOUN bracis-33572 99 8 - - NOUN bracis-33572 99 9 scenarios scenario NOUN bracis-33572 99 10 : : PUNCT bracis-33572 99 11 1 1 X bracis-33572 99 12 . . X bracis-33572 99 13 partial partial ADJ bracis-33572 99 14 dynamic dynamic ADJ bracis-33572 99 15 member member NOUN bracis-33572 99 16 selection selection NOUN bracis-33572 99 17 ( ( PUNCT bracis-33572 99 18 p p NOUN bracis-33572 99 19 - - PUNCT bracis-33572 99 20 dms dms NOUN bracis-33572 99 21 ): ): PUNCT bracis-33572 99 22 in in ADP bracis-33572 99 23 this this DET bracis-33572 99 24 case case NOUN bracis-33572 99 25 , , PUNCT bracis-33572 99 26 only only ADV bracis-33572 99 27 the the DET bracis-33572 99 28 ensemble ensemble ADJ bracis-33572 99 29 members member NOUN bracis-33572 99 30 ( ( PUNCT bracis-33572 99 31 individual individual ADJ bracis-33572 99 32 classifiers classifier NOUN bracis-33572 99 33 ) ) PUNCT bracis-33572 99 34 will will AUX bracis-33572 99 35 be be AUX bracis-33572 99 36 dynamically dynamically ADV bracis-33572 99 37 selected select VERB bracis-33572 99 38 . . PUNCT bracis-33572 100 1 2 2 X bracis-33572 100 2 . . X bracis-33572 100 3 partial partial ADJ bracis-33572 100 4 dynamic dynamic ADJ bracis-33572 100 5 fusion fusion NOUN bracis-33572 100 6 selection selection NOUN bracis-33572 100 7 ( ( PUNCT bracis-33572 100 8 p p NOUN bracis-33572 100 9 - - PUNCT bracis-33572 100 10 dfs dfs NOUN bracis-33572 100 11 ): ): PUNCT bracis-33572 100 12 in in ADP bracis-33572 100 13 this this DET bracis-33572 100 14 cases case NOUN bracis-33572 100 15 , , PUNCT bracis-33572 100 16 only only ADV bracis-33572 100 17 the the DET bracis-33572 100 18 combination combination NOUN bracis-33572 100 19 method method NOUN bracis-33572 100 20 will will AUX bracis-33572 100 21 be be AUX bracis-33572 100 22 dynamically dynamically ADV bracis-33572 100 23 selected select VERB bracis-33572 100 24 . . PUNCT bracis-33572 101 1 the the DET bracis-33572 101 2 dynamic dynamic ADJ bracis-33572 101 3 fusion fusion NOUN bracis-33572 101 4 selection selection NOUN bracis-33572 101 5 method method NOUN bracis-33572 101 6 is be AUX bracis-33572 101 7 presented present VERB bracis-33572 101 8 in in ADP bracis-33572 101 9 sect sect NOUN bracis-33572 101 10 . . PUNCT bracis-33572 101 11     SPACE bracis-33572 101 12 3.2 3.2 NUM bracis-33572 101 13 . . PUNCT bracis-33572 102 1 3 3 X bracis-33572 102 2 . . X bracis-33572 102 3 full full ADJ bracis-33572 102 4 dynamic dynamic ADJ bracis-33572 102 5 ensemble ensemble ADJ bracis-33572 102 6 selection selection NOUN bracis-33572 102 7 ( ( PUNCT bracis-33572 102 8 fdes fde NOUN bracis-33572 102 9 ): ): PUNCT bracis-33572 102 10 in in ADP bracis-33572 102 11 this this DET bracis-33572 102 12 scenario scenario NOUN bracis-33572 102 13 , , PUNCT bracis-33572 102 14 full full ADJ bracis-33572 102 15 dynamic dynamic ADJ bracis-33572 102 16 ensembles ensemble NOUN bracis-33572 102 17 , , PUNCT bracis-33572 102 18 both both DET bracis-33572 102 19 parameters parameter NOUN bracis-33572 102 20 ( ( PUNCT bracis-33572 102 21 ensemble ensemble ADJ bracis-33572 102 22 member member NOUN bracis-33572 102 23 and and CCONJ bracis-33572 102 24 combination combination NOUN bracis-33572 102 25 methods method NOUN bracis-33572 102 26 ) ) PUNCT bracis-33572 102 27 will will AUX bracis-33572 102 28 be be AUX bracis-33572 102 29 chosen choose VERB bracis-33572 102 30 dynamically dynamically ADV bracis-33572 102 31 for for ADP bracis-33572 102 32 each each DET bracis-33572 102 33 new new ADJ bracis-33572 102 34 instance instance NOUN bracis-33572 102 35 of of ADP bracis-33572 102 36 teste teste NOUN bracis-33572 102 37 , , PUNCT bracis-33572 102 38 as as ADV bracis-33572 102 39 well well ADV bracis-33572 102 40 as as ADP bracis-33572 102 41 which which DET bracis-33572 102 42 fusion fusion NOUN bracis-33572 102 43 . . PUNCT bracis-33572 103 1 these these DET bracis-33572 103 2 three three NUM bracis-33572 103 3 scenarios scenario NOUN bracis-33572 103 4 were be AUX bracis-33572 103 5 selected select VERB bracis-33572 103 6 because because SCONJ bracis-33572 103 7 they they PRON bracis-33572 103 8 gradually gradually ADV bracis-33572 103 9 increase increase VERB bracis-33572 103 10 the the DET bracis-33572 103 11 dynamicity dynamicity NOUN bracis-33572 103 12 of of ADP bracis-33572 103 13 the the DET bracis-33572 103 14 selection selection NOUN bracis-33572 103 15 of of ADP bracis-33572 103 16 the the DET bracis-33572 103 17 ensemble ensemble ADJ bracis-33572 103 18 parameters parameter NOUN bracis-33572 103 19 . . PUNCT bracis-33572 104 1 therefore therefore ADV bracis-33572 104 2 , , PUNCT bracis-33572 104 3 we we PRON bracis-33572 104 4 aim aim VERB bracis-33572 104 5 at at ADP bracis-33572 104 6 evaluating evaluate VERB bracis-33572 104 7 the the DET bracis-33572 104 8 impact impact NOUN bracis-33572 104 9 of of ADP bracis-33572 104 10 the the DET bracis-33572 104 11 dynamic dynamic ADJ bracis-33572 104 12 selection selection NOUN bracis-33572 104 13 in in ADP bracis-33572 104 14 the the DET bracis-33572 104 15 design design NOUN bracis-33572 104 16 of of ADP bracis-33572 104 17 robust robust ADJ bracis-33572 104 18 classifier classifier NOUN bracis-33572 104 19 ensembles ensemble NOUN bracis-33572 104 20 . . PUNCT bracis-33572 105 1 3.2 3.2 NUM bracis-33572 105 2 the the DET bracis-33572 105 3 dynamic dynamic ADJ bracis-33572 105 4 fusion fusion NOUN bracis-33572 105 5 selection selection NOUN bracis-33572 105 6 method method NOUN bracis-33572 105 7 in in ADP bracis-33572 105 8 this this DET bracis-33572 105 9 paper paper NOUN bracis-33572 105 10 , , PUNCT bracis-33572 105 11 in in ADP bracis-33572 105 12 order order NOUN bracis-33572 105 13 to to PART bracis-33572 105 14 achieve achieve VERB bracis-33572 105 15 dynamicity dynamicity NOUN bracis-33572 105 16 in in ADP bracis-33572 105 17 the the DET bracis-33572 105 18 selection selection NOUN bracis-33572 105 19 of of ADP bracis-33572 105 20 combination combination NOUN bracis-33572 105 21 methods method NOUN bracis-33572 105 22 , , PUNCT bracis-33572 105 23 we we PRON bracis-33572 105 24 present present VERB bracis-33572 105 25 the the DET bracis-33572 105 26 dfs dfs PROPN bracis-33572 105 27 ( ( PUNCT bracis-33572 105 28 dynamic dynamic ADJ bracis-33572 105 29 fusion fusion NOUN bracis-33572 105 30 selection selection NOUN bracis-33572 105 31 ) ) PUNCT bracis-33572 105 32 method method NOUN bracis-33572 105 33 , , PUNCT bracis-33572 105 34 which which PRON bracis-33572 105 35 is be AUX bracis-33572 105 36 an an DET bracis-33572 105 37 algorithm algorithm NOUN bracis-33572 105 38 that that PRON bracis-33572 105 39 dynamically dynamically ADV bracis-33572 105 40 selects select VERB bracis-33572 105 41 the the DET bracis-33572 105 42 combination combination NOUN bracis-33572 105 43 methods method NOUN bracis-33572 105 44 from from ADP bracis-33572 105 45 a a DET bracis-33572 105 46 set set NOUN bracis-33572 105 47 of of ADP bracis-33572 105 48 methods method NOUN bracis-33572 105 49 . . PUNCT bracis-33572 106 1 in in ADP bracis-33572 106 2 other other ADJ bracis-33572 106 3 words word NOUN bracis-33572 106 4 , , PUNCT bracis-33572 106 5 for for ADP bracis-33572 106 6 each each DET bracis-33572 106 7 test test NOUN bracis-33572 106 8 instance instance NOUN bracis-33572 106 9 , , PUNCT bracis-33572 106 10 the the DET bracis-33572 106 11 most most ADV bracis-33572 106 12 appropriate appropriate ADJ bracis-33572 106 13 combination combination NOUN bracis-33572 106 14 methods method NOUN bracis-33572 106 15 is be AUX bracis-33572 106 16 selected select VERB bracis-33572 106 17 . . PUNCT bracis-33572 107 1 the the DET bracis-33572 107 2 selection selection NOUN bracis-33572 107 3 is be AUX bracis-33572 107 4 carried carry VERB bracis-33572 107 5 out out ADP bracis-33572 107 6 in in ADP bracis-33572 107 7 the the DET bracis-33572 107 8 testing testing NOUN bracis-33572 107 9 phase phase NOUN bracis-33572 107 10 . . PUNCT bracis-33572 108 1 dfs dfs PROPN bracis-33572 108 2 calculates calculate VERB bracis-33572 108 3 the the DET bracis-33572 108 4 competence competence NOUN bracis-33572 108 5 of of ADP bracis-33572 108 6 each each DET bracis-33572 108 7 combination combination NOUN bracis-33572 108 8 method method NOUN bracis-33572 108 9 with with ADP bracis-33572 108 10 respect respect NOUN bracis-33572 108 11 to to ADP bracis-33572 108 12 the the DET bracis-33572 108 13 presented present VERB bracis-33572 108 14 test test NOUN bracis-33572 108 15 instance instance NOUN bracis-33572 108 16 . . PUNCT bracis-33572 109 1 algorithm algorithm PROPN bracis-33572 109 2     SPACE bracis-33572 109 3 1 1 NUM bracis-33572 109 4 presents present VERB bracis-33572 109 5 the the DET bracis-33572 109 6 main main ADJ bracis-33572 109 7 steps step NOUN bracis-33572 109 8 of of ADP bracis-33572 109 9 the the DET bracis-33572 109 10 dfs dfs NOUN bracis-33572 109 11 processing processing NOUN bracis-33572 109 12 . . PUNCT bracis-33572 110 1 as as SCONJ bracis-33572 110 2 it it PRON bracis-33572 110 3 can can AUX bracis-33572 110 4 be be AUX bracis-33572 110 5 observed observe VERB bracis-33572 110 6 , , PUNCT bracis-33572 110 7 dfs dfs PROPN bracis-33572 110 8 has have VERB bracis-33572 110 9 two two NUM bracis-33572 110 10 main main ADJ bracis-33572 110 11 parameters parameter NOUN bracis-33572 110 12 : : PUNCT bracis-33572 110 13 the the DET bracis-33572 110 14 number number NOUN bracis-33572 110 15 of of ADP bracis-33572 110 16 neighbors neighbor NOUN bracis-33572 110 17 and and CCONJ bracis-33572 110 18 the the DET bracis-33572 110 19 set set NOUN bracis-33572 110 20 of of ADP bracis-33572 110 21 combination combination NOUN bracis-33572 110 22 methods method NOUN bracis-33572 110 23 , , PUNCT bracis-33572 110 24 which which PRON bracis-33572 110 25 comes come VERB bracis-33572 110 26 from from ADP bracis-33572 110 27 the the DET bracis-33572 110 28 algorithm algorithm NOUN bracis-33572 110 29 input input NOUN bracis-33572 110 30 . . PUNCT bracis-33572 111 1 the the DET bracis-33572 111 2 number number NOUN bracis-33572 111 3 of of ADP bracis-33572 111 4 neighbors neighbor NOUN bracis-33572 111 5 determines determine VERB bracis-33572 111 6 the the DET bracis-33572 111 7 size size NOUN bracis-33572 111 8 of of ADP bracis-33572 111 9 the the DET bracis-33572 111 10 neighborhood neighborhood NOUN bracis-33572 111 11 used use VERB bracis-33572 111 12 to to PART bracis-33572 111 13 calculate calculate VERB bracis-33572 111 14 the the DET bracis-33572 111 15 selection selection NOUN bracis-33572 111 16 criterion criterion NOUN bracis-33572 111 17 . . PUNCT bracis-33572 112 1 the the DET bracis-33572 112 2 set set NOUN bracis-33572 112 3 of of ADP bracis-33572 112 4 combination combination NOUN bracis-33572 112 5 methods method NOUN bracis-33572 112 6 define define VERB bracis-33572 112 7 the the DET bracis-33572 112 8 methods method NOUN bracis-33572 112 9 that that PRON bracis-33572 112 10 will will AUX bracis-33572 112 11 be be AUX bracis-33572 112 12 used use VERB bracis-33572 112 13 in in ADP bracis-33572 112 14 the the DET bracis-33572 112 15 dynamic dynamic ADJ bracis-33572 112 16 selection selection NOUN bracis-33572 112 17 method method NOUN bracis-33572 112 18 . . PUNCT bracis-33572 113 1 competence competence NOUN bracis-33572 113 2 is be AUX bracis-33572 113 3 calculated calculate VERB bracis-33572 113 4 based base VERB bracis-33572 113 5 on on ADP bracis-33572 113 6 the the DET bracis-33572 113 7 accuracy accuracy NOUN bracis-33572 113 8 of of ADP bracis-33572 113 9 the the DET bracis-33572 113 10 combination combination NOUN bracis-33572 113 11 methods method NOUN bracis-33572 113 12 using use VERB bracis-33572 113 13 the the DET bracis-33572 113 14 neighbors neighbor NOUN bracis-33572 113 15 of of ADP bracis-33572 113 16 the the DET bracis-33572 113 17 test test NOUN bracis-33572 113 18 instance instance NOUN bracis-33572 113 19 ( ( PUNCT bracis-33572 113 20 line line NOUN bracis-33572 113 21 5 5 NUM bracis-33572 113 22 ) ) PUNCT bracis-33572 113 23 . . PUNCT bracis-33572 114 1 if if SCONJ bracis-33572 114 2 there there PRON bracis-33572 114 3 is be VERB bracis-33572 114 4 a a DET bracis-33572 114 5 tie tie NOUN bracis-33572 114 6 in in ADP bracis-33572 114 7 the the DET bracis-33572 114 8 local local ADJ bracis-33572 114 9 accuracy accuracy NOUN bracis-33572 114 10 , , PUNCT bracis-33572 114 11 the the DET bracis-33572 114 12 number number NOUN bracis-33572 114 13 of of ADP bracis-33572 114 14 neighbors neighbor NOUN bracis-33572 114 15 is be AUX bracis-33572 114 16 increased increase VERB bracis-33572 114 17 by by ADP bracis-33572 114 18 1 1 NUM bracis-33572 114 19 ( ( PUNCT bracis-33572 114 20 k k NOUN bracis-33572 114 21 = = PUNCT bracis-33572 114 22 k k PROPN bracis-33572 115 1 + + PROPN bracis-33572 115 2 1 1 X bracis-33572 115 3 ) ) PUNCT bracis-33572 115 4 ( ( PUNCT bracis-33572 115 5 line line NOUN bracis-33572 115 6 2 2 NUM bracis-33572 115 7 ) ) PUNCT bracis-33572 115 8 until until SCONJ bracis-33572 115 9 one one NUM bracis-33572 115 10 combination combination NOUN bracis-33572 115 11 method method NOUN bracis-33572 115 12 is be AUX bracis-33572 115 13 selected select VERB bracis-33572 115 14 . . PUNCT bracis-33572 116 1 there there PRON bracis-33572 116 2 is be VERB bracis-33572 116 3 still still ADV bracis-33572 116 4 a a DET bracis-33572 116 5 tie tie NOUN bracis-33572 116 6 , , PUNCT bracis-33572 116 7 the the DET bracis-33572 116 8 combination combination NOUN bracis-33572 116 9 methods method NOUN bracis-33572 116 10 with with ADP bracis-33572 116 11 accuracy accuracy NOUN bracis-33572 116 12 equal equal ADJ bracis-33572 116 13 to to ADP bracis-33572 116 14 the the DET bracis-33572 116 15 maximum maximum ADJ bracis-33572 116 16 accuracy accuracy NOUN bracis-33572 116 17 are be AUX bracis-33572 116 18 selected select VERB bracis-33572 116 19 ( ( PUNCT bracis-33572 116 20 line line NOUN bracis-33572 116 21 12 12 NUM bracis-33572 116 22 ) ) PUNCT bracis-33572 116 23 . . PUNCT bracis-33572 117 1 finally finally ADV bracis-33572 117 2 , , PUNCT bracis-33572 117 3 dfs dfs PROPN bracis-33572 117 4 can can AUX bracis-33572 117 5 be be AUX bracis-33572 117 6 applied apply VERB bracis-33572 117 7 to to ADP bracis-33572 117 8 a a DET bracis-33572 117 9 pool pool NOUN bracis-33572 117 10 of of ADP bracis-33572 117 11 classifiers classifier NOUN bracis-33572 117 12 selected select VERB bracis-33572 117 13 statically statically ADV bracis-33572 117 14 or or CCONJ bracis-33572 117 15 dynamically dynamically ADV bracis-33572 117 16 . . PUNCT bracis-33572 118 1 in in ADP bracis-33572 118 2 this this DET bracis-33572 118 3 paper paper NOUN bracis-33572 118 4 , , PUNCT bracis-33572 118 5 this this DET bracis-33572 118 6 method method NOUN bracis-33572 118 7 will will AUX bracis-33572 118 8 be be AUX bracis-33572 118 9 used use VERB bracis-33572 118 10 in in ADP bracis-33572 118 11 two two NUM bracis-33572 118 12 dynamic dynamic ADJ bracis-33572 118 13 selection selection NOUN bracis-33572 118 14 scenarios scenario NOUN bracis-33572 118 15 , , PUNCT bracis-33572 118 16 partially partially ADV bracis-33572 118 17 dynamic dynamic ADJ bracis-33572 118 18 selection selection NOUN bracis-33572 118 19 and and CCONJ bracis-33572 118 20 the the DET bracis-33572 118 21 full full ADJ bracis-33572 118 22 dynamic dynamic ADJ bracis-33572 118 23 selection selection NOUN bracis-33572 118 24 one one NUM bracis-33572 118 25 . . PUNCT bracis-33572 119 1 4 4 NUM bracis-33572 119 2 the the DET bracis-33572 119 3 experimental experimental ADJ bracis-33572 119 4 methodology methodology NOUN bracis-33572 119 5 in in ADP bracis-33572 119 6 this this DET bracis-33572 119 7 section section NOUN bracis-33572 119 8 , , PUNCT bracis-33572 119 9 the the DET bracis-33572 119 10 main main ADJ bracis-33572 119 11 aspects aspect NOUN bracis-33572 119 12 of of ADP bracis-33572 119 13 the the DET bracis-33572 119 14 empirical empirical ADJ bracis-33572 119 15 analysis analysis NOUN bracis-33572 119 16 will will AUX bracis-33572 119 17 be be AUX bracis-33572 119 18 described describe VERB bracis-33572 119 19 , , PUNCT bracis-33572 119 20 mainly mainly ADV bracis-33572 119 21 the the DET bracis-33572 119 22 used use VERB bracis-33572 119 23 datasets dataset NOUN bracis-33572 119 24 , , PUNCT bracis-33572 119 25 as as ADV bracis-33572 119 26 well well ADV bracis-33572 119 27 as as ADP bracis-33572 119 28 its its PRON bracis-33572 119 29 methods method NOUN bracis-33572 119 30 and and CCONJ bracis-33572 119 31 materials material NOUN bracis-33572 119 32 . . PUNCT bracis-33572 120 1 4.1 4.1 NUM bracis-33572 120 2 datasets dataset NOUN bracis-33572 120 3 this this DET bracis-33572 120 4 paper paper NOUN bracis-33572 120 5 uses use VERB bracis-33572 120 6 datasets dataset NOUN bracis-33572 120 7 extracted extract VERB bracis-33572 120 8 from from ADP bracis-33572 120 9 the the DET bracis-33572 120 10 uci uci PROPN bracis-33572 120 11 machine machine NOUN bracis-33572 120 12 learning learn VERB bracis-33572 120 13 repository repository NOUN bracis-33572 120 14 . . PUNCT bracis-33572 121 1 table table NOUN bracis-33572 121 2     SPACE bracis-33572 121 3 1 1 NUM bracis-33572 121 4 presents present VERB bracis-33572 121 5 some some DET bracis-33572 121 6 characteristics characteristic NOUN bracis-33572 121 7 of of ADP bracis-33572 121 8 these these DET bracis-33572 121 9 datasets dataset NOUN bracis-33572 121 10 , , PUNCT bracis-33572 121 11 including include VERB bracis-33572 121 12 the the DET bracis-33572 121 13 number number NOUN bracis-33572 121 14 of of ADP bracis-33572 121 15 instances instance NOUN bracis-33572 121 16 ( ( PUNCT bracis-33572 121 17 inst inst NOUN bracis-33572 121 18 ) ) PUNCT bracis-33572 121 19 , , PUNCT bracis-33572 121 20 the the DET bracis-33572 121 21 number number NOUN bracis-33572 121 22 of of ADP bracis-33572 121 23 attributes attribute NOUN bracis-33572 121 24 ( ( PUNCT bracis-33572 121 25 att att PROPN bracis-33572 121 26 ) ) PUNCT bracis-33572 121 27 and and CCONJ bracis-33572 121 28 the the DET bracis-33572 121 29 number number NOUN bracis-33572 121 30 of of ADP bracis-33572 121 31 classes class NOUN bracis-33572 121 32 ( ( PUNCT bracis-33572 121 33 class class NOUN bracis-33572 121 34 ) ) PUNCT bracis-33572 121 35 . . PUNCT bracis-33572 122 1 each each DET bracis-33572 122 2 dataset dataset NOUN bracis-33572 122 3 is be AUX bracis-33572 122 4 divided divide VERB bracis-33572 122 5 into into ADP bracis-33572 122 6 training training NOUN bracis-33572 122 7 , , PUNCT bracis-33572 122 8 validation1 validation1 NOUN bracis-33572 122 9 , , PUNCT bracis-33572 122 10 validation2 validation2 NOUN bracis-33572 122 11 and and CCONJ bracis-33572 122 12 testing testing NOUN bracis-33572 122 13 sets set NOUN bracis-33572 122 14 , , PUNCT bracis-33572 122 15 in in ADP bracis-33572 122 16 a a DET bracis-33572 122 17 proportion proportion NOUN bracis-33572 122 18 of of ADP bracis-33572 122 19 50 50 NUM bracis-33572 122 20 % % NOUN bracis-33572 122 21 , , PUNCT bracis-33572 122 22 16.7 16.7 NUM bracis-33572 122 23 % % NOUN bracis-33572 122 24 , , PUNCT bracis-33572 122 25 16.7 16.7 NUM bracis-33572 122 26 % % NOUN bracis-33572 122 27 , , PUNCT bracis-33572 122 28 and and CCONJ bracis-33572 122 29 16.6 16.6 NUM bracis-33572 122 30 % % NOUN bracis-33572 122 31 , , PUNCT bracis-33572 122 32 respectively respectively ADV bracis-33572 122 33 . . PUNCT bracis-33572 123 1 the the DET bracis-33572 123 2 training training NOUN bracis-33572 123 3 set set NOUN bracis-33572 123 4 is be AUX bracis-33572 123 5 used use VERB bracis-33572 123 6 to to PART bracis-33572 123 7 train train VERB bracis-33572 123 8 the the DET bracis-33572 123 9 pool pool NOUN bracis-33572 123 10 of of ADP bracis-33572 123 11 classifiers classifier NOUN bracis-33572 123 12 ( ( PUNCT bracis-33572 123 13 ensemble ensemble ADJ bracis-33572 123 14 members member NOUN bracis-33572 123 15 ) ) PUNCT bracis-33572 123 16 . . PUNCT bracis-33572 124 1 the the DET bracis-33572 124 2 testing testing NOUN bracis-33572 124 3 set set NOUN bracis-33572 124 4 is be AUX bracis-33572 124 5 used use VERB bracis-33572 124 6 to to PART bracis-33572 124 7 assess assess VERB bracis-33572 124 8 the the DET bracis-33572 124 9 performance performance NOUN bracis-33572 124 10 of of ADP bracis-33572 124 11 the the DET bracis-33572 124 12 classifier classifier NOUN bracis-33572 124 13 ensembles ensemble NOUN bracis-33572 124 14 . . PUNCT bracis-33572 125 1 the the DET bracis-33572 125 2 validation2 validation2 NOUN bracis-33572 125 3 set set VERB bracis-33572 125 4 is be AUX bracis-33572 125 5 used use VERB bracis-33572 125 6 to to PART bracis-33572 125 7 train train VERB bracis-33572 125 8 the the DET bracis-33572 125 9 trainable trainable ADJ bracis-33572 125 10 combination combination NOUN bracis-33572 125 11 methods method NOUN bracis-33572 125 12 ( ( PUNCT bracis-33572 125 13 neural neural ADJ bracis-33572 125 14 networks network NOUN bracis-33572 125 15 and and CCONJ bracis-33572 125 16 naive naive ADJ bracis-33572 125 17 bayes baye NOUN bracis-33572 125 18 ) ) PUNCT bracis-33572 125 19 while while SCONJ bracis-33572 125 20 the the DET bracis-33572 125 21 validation1 validation1 NOUN bracis-33572 125 22 set set NOUN bracis-33572 125 23 is be AUX bracis-33572 125 24 used use VERB bracis-33572 125 25 to to PART bracis-33572 125 26 obtain obtain VERB bracis-33572 125 27 the the DET bracis-33572 125 28 selection selection NOUN bracis-33572 125 29 criteria criterion NOUN bracis-33572 125 30 of of ADP bracis-33572 125 31 the the DET bracis-33572 125 32 presented present VERB bracis-33572 125 33 dynamic dynamic ADJ bracis-33572 125 34 member member NOUN bracis-33572 125 35 selection selection NOUN bracis-33572 125 36 methods method NOUN bracis-33572 125 37 . . PUNCT bracis-33572 126 1 table table NOUN bracis-33572 126 2 1 1 NUM bracis-33572 126 3 . . PUNCT bracis-33572 126 4 description description NOUN bracis-33572 126 5 of of ADP bracis-33572 126 6 the the DET bracis-33572 126 7 used use VERB bracis-33572 126 8 datasets.full datasets.full NUM bracis-33572 126 9 size size NOUN bracis-33572 126 10 table table NOUN bracis-33572 126 11 this this DET bracis-33572 126 12 division division NOUN bracis-33572 126 13 is be AUX bracis-33572 126 14 performed perform VERB bracis-33572 126 15 30 30 NUM bracis-33572 126 16 times time NOUN bracis-33572 126 17 and and CCONJ bracis-33572 126 18 the the DET bracis-33572 126 19 presented present VERB bracis-33572 126 20 results result NOUN bracis-33572 126 21 of of ADP bracis-33572 126 22 each each DET bracis-33572 126 23 ensemble ensemble ADJ bracis-33572 126 24 configuration configuration NOUN bracis-33572 126 25 represent represent VERB bracis-33572 126 26 the the DET bracis-33572 126 27 average average ADJ bracis-33572 126 28 values value NOUN bracis-33572 126 29 over over ADP bracis-33572 126 30 these these DET bracis-33572 126 31 30 30 NUM bracis-33572 126 32 values value NOUN bracis-33572 126 33 . . PUNCT bracis-33572 127 1 4.2 4.2 NUM bracis-33572 127 2 methods method NOUN bracis-33572 127 3 and and CCONJ bracis-33572 127 4     SPACE bracis-33572 127 5 materials material NOUN bracis-33572 127 6 in in ADP bracis-33572 127 7 this this DET bracis-33572 127 8 paper paper NOUN bracis-33572 127 9 , , PUNCT bracis-33572 127 10 all all DET bracis-33572 127 11 classifier classifier NOUN bracis-33572 127 12 ensembles ensemble NOUN bracis-33572 127 13 used use VERB bracis-33572 127 14 decision decision NOUN bracis-33572 127 15 trees tree NOUN bracis-33572 127 16 as as ADP bracis-33572 127 17 individual individual ADJ bracis-33572 127 18 classifiers classifier NOUN bracis-33572 127 19 , , PUNCT bracis-33572 127 20 generated generate VERB bracis-33572 127 21 through through ADP bracis-33572 127 22 the the DET bracis-33572 127 23 bagging bagging NOUN bracis-33572 127 24 method method NOUN bracis-33572 127 25 . . PUNCT bracis-33572 128 1 in in ADP bracis-33572 128 2 all all DET bracis-33572 128 3 analyzed analyze VERB bracis-33572 128 4 scenarios scenario NOUN bracis-33572 128 5 , , PUNCT bracis-33572 128 6 6 6 NUM bracis-33572 128 7 different different ADJ bracis-33572 128 8 pool pool NOUN bracis-33572 128 9 sizes size NOUN bracis-33572 128 10 are be AUX bracis-33572 128 11 used use VERB bracis-33572 128 12 , , PUNCT bracis-33572 128 13 which which PRON bracis-33572 128 14 are be AUX bracis-33572 128 15 : : PUNCT bracis-33572 128 16 5 5 NUM bracis-33572 128 17 , , PUNCT bracis-33572 128 18 10 10 NUM bracis-33572 128 19 , , PUNCT bracis-33572 128 20 15 15 NUM bracis-33572 128 21 , , PUNCT bracis-33572 128 22 20 20 NUM bracis-33572 128 23 , , PUNCT bracis-33572 128 24 25 25 NUM bracis-33572 128 25 , , PUNCT bracis-33572 128 26 and and CCONJ bracis-33572 128 27 30 30 NUM bracis-33572 128 28 individual individual ADJ bracis-33572 128 29 classifiers classifier NOUN bracis-33572 128 30 . . PUNCT bracis-33572 129 1 the the DET bracis-33572 129 2 remaining remain VERB bracis-33572 129 3 parameter parameter NOUN bracis-33572 129 4 values value NOUN bracis-33572 129 5 were be AUX bracis-33572 129 6 defined define VERB bracis-33572 129 7 through through ADP bracis-33572 129 8 extensive extensive ADJ bracis-33572 129 9 grid grid NOUN bracis-33572 129 10 search search NOUN bracis-33572 129 11 experimental experimental ADJ bracis-33572 129 12 evaluation evaluation NOUN bracis-33572 129 13 . . PUNCT bracis-33572 130 1 for for ADP bracis-33572 130 2 the the DET bracis-33572 130 3 fses fse NOUN bracis-33572 130 4 scenario scenario PROPN bracis-33572 130 5 , , PUNCT bracis-33572 130 6 the the DET bracis-33572 130 7 classifier classifier NOUN bracis-33572 130 8 ensembles ensemble NOUN bracis-33572 130 9 will will AUX bracis-33572 130 10 be be AUX bracis-33572 130 11 evaluated evaluate VERB bracis-33572 130 12 using use VERB bracis-33572 130 13 12 12 NUM bracis-33572 130 14 different different ADJ bracis-33572 130 15 combination combination NOUN bracis-33572 130 16 methods method NOUN bracis-33572 130 17 , , PUNCT bracis-33572 130 18 which which PRON bracis-33572 130 19 are be AUX bracis-33572 130 20 : : PUNCT bracis-33572 130 21 majority majority NOUN bracis-33572 130 22 vote vote NOUN bracis-33572 130 23 , , PUNCT bracis-33572 130 24 sum sum NOUN bracis-33572 130 25 , , PUNCT bracis-33572 130 26 max max PROPN bracis-33572 130 27 , , PUNCT bracis-33572 130 28 min min PROPN bracis-33572 130 29 , , PUNCT bracis-33572 130 30 geometric geometric ADJ bracis-33572 130 31 mean mean NOUN bracis-33572 130 32 , , PUNCT bracis-33572 130 33 naive naive ADJ bracis-33572 130 34 bayes bayes NOUN bracis-33572 130 35 , , PUNCT bracis-33572 130 36 weigthed weigthe VERB bracis-33572 130 37 sum sum NOUN bracis-33572 130 38 , , PUNCT bracis-33572 130 39 weigthed weigthe VERB bracis-33572 130 40 vote vote NOUN bracis-33572 130 41 , , PUNCT bracis-33572 130 42 edge edge NOUN bracis-33572 130 43 and and CCONJ bracis-33572 130 44 three three NUM bracis-33572 130 45 multilayer multilayer ADJ bracis-33572 130 46 perceptron perceptron PROPN bracis-33572 130 47 ( ( PUNCT bracis-33572 130 48 mlp mlp NOUN bracis-33572 130 49 ) ) PUNCT bracis-33572 130 50 versions version NOUN bracis-33572 130 51 : : PUNCT bracis-33572 130 52 hard hard ADJ bracis-33572 130 53 , , PUNCT bracis-33572 130 54 soft soft ADJ bracis-33572 130 55 , , PUNCT bracis-33572 130 56 and and CCONJ bracis-33572 130 57 soft soft ADJ bracis-33572 130 58 - - PUNCT bracis-33572 130 59 class class NOUN bracis-33572 130 60 . . PUNCT bracis-33572 131 1 the the DET bracis-33572 131 2 three three NUM bracis-33572 131 3 neural neural ADJ bracis-33572 131 4 networks network NOUN bracis-33572 131 5 ( ( PUNCT bracis-33572 131 6 nn nn NOUN bracis-33572 131 7 ) ) PUNCT bracis-33572 131 8 versions version NOUN bracis-33572 131 9 differ differ VERB bracis-33572 131 10 in in ADP bracis-33572 131 11 the the DET bracis-33572 131 12 input input NOUN bracis-33572 131 13 information information NOUN bracis-33572 131 14 received receive VERB bracis-33572 131 15 by by ADP bracis-33572 131 16 the the DET bracis-33572 131 17 ensemble ensemble ADJ bracis-33572 131 18 members member NOUN bracis-33572 131 19 . . PUNCT bracis-33572 132 1 in in ADP bracis-33572 132 2 the the DET bracis-33572 132 3 hard hard ADJ bracis-33572 132 4 version version NOUN bracis-33572 132 5 , , PUNCT bracis-33572 132 6 the the DET bracis-33572 132 7 ensemble ensemble ADJ bracis-33572 132 8 member member NOUN bracis-33572 132 9 provides provide VERB bracis-33572 132 10 only only ADV bracis-33572 132 11 the the DET bracis-33572 132 12 winner winner NOUN bracis-33572 132 13 class class NOUN bracis-33572 132 14 for for ADP bracis-33572 132 15 the the DET bracis-33572 132 16 testing testing NOUN bracis-33572 132 17 instance instance NOUN bracis-33572 132 18 . . PUNCT bracis-33572 133 1 in in ADP bracis-33572 133 2 other other ADJ bracis-33572 133 3 words word NOUN bracis-33572 133 4 , , PUNCT bracis-33572 133 5 this this DET bracis-33572 133 6 mlp mlp NOUN bracis-33572 133 7 version version NOUN bracis-33572 133 8 is be AUX bracis-33572 133 9 trained train VERB bracis-33572 133 10 and and CCONJ bracis-33572 133 11 tested test VERB bracis-33572 133 12 using use VERB bracis-33572 133 13 only only ADV bracis-33572 133 14 the the DET bracis-33572 133 15 winner winner NOUN bracis-33572 133 16 class class NOUN bracis-33572 133 17 of of ADP bracis-33572 133 18 each each DET bracis-33572 133 19 ensemble ensemble ADJ bracis-33572 133 20 member member NOUN bracis-33572 133 21 . . PUNCT bracis-33572 134 1 in in ADP bracis-33572 134 2 the the DET bracis-33572 134 3 other other ADJ bracis-33572 134 4 two two NUM bracis-33572 134 5 mlp mlp NOUN bracis-33572 134 6 versions version NOUN bracis-33572 134 7 , , PUNCT bracis-33572 134 8 the the DET bracis-33572 134 9 prediction prediction NOUN bracis-33572 134 10 probability probability NOUN bracis-33572 134 11 for for ADP bracis-33572 134 12 each each DET bracis-33572 134 13 class class NOUN bracis-33572 134 14 is be AUX bracis-33572 134 15 used use VERB bracis-33572 134 16 . . PUNCT bracis-33572 135 1 in in ADP bracis-33572 135 2 this this DET bracis-33572 135 3 sense sense NOUN bracis-33572 135 4 , , PUNCT bracis-33572 135 5 the the DET bracis-33572 135 6 prediction prediction NOUN bracis-33572 135 7 probability probability NOUN bracis-33572 135 8 for for ADP bracis-33572 135 9 each each DET bracis-33572 135 10 class class NOUN bracis-33572 135 11 is be AUX bracis-33572 135 12 provided provide VERB bracis-33572 135 13 for for ADP bracis-33572 135 14 both both DET bracis-33572 135 15 mlp mlp NOUN bracis-33572 135 16 versions version NOUN bracis-33572 135 17 . . PUNCT bracis-33572 136 1 additionally additionally ADV bracis-33572 136 2 , , PUNCT bracis-33572 136 3 the the DET bracis-33572 136 4 weighted weight VERB bracis-33572 136 5 sum sum NOUN bracis-33572 136 6 and and CCONJ bracis-33572 136 7 weighted weight VERB bracis-33572 136 8 vote vote NOUN bracis-33572 136 9 methods method NOUN bracis-33572 136 10 use use VERB bracis-33572 136 11 weights weight NOUN bracis-33572 136 12 in in ADP bracis-33572 136 13 their their PRON bracis-33572 136 14 functioning functioning NOUN bracis-33572 136 15 . . PUNCT bracis-33572 137 1 the the DET bracis-33572 137 2 used use VERB bracis-33572 137 3 weight weight NOUN bracis-33572 137 4 is be AUX bracis-33572 137 5 1/(distance 1/(distance NUM bracis-33572 137 6 - - PUNCT bracis-33572 137 7 of of ADP bracis-33572 137 8 - - PUNCT bracis-33572 137 9 classes class NOUN bracis-33572 137 10 ) ) PUNCT bracis-33572 137 11 , , PUNCT bracis-33572 137 12 and and CCONJ bracis-33572 137 13 it it PRON bracis-33572 137 14 is be AUX bracis-33572 137 15 applied apply VERB bracis-33572 137 16 to to ADP bracis-33572 137 17 the the DET bracis-33572 137 18 voting voting NOUN bracis-33572 137 19 procedure procedure NOUN bracis-33572 137 20 in in ADP bracis-33572 137 21 the the DET bracis-33572 137 22 weighted weighted ADJ bracis-33572 137 23 vote vote NOUN bracis-33572 137 24 as as ADV bracis-33572 137 25 well well ADV bracis-33572 137 26 as as ADP bracis-33572 137 27 to to ADP bracis-33572 137 28 the the DET bracis-33572 137 29 outputs output NOUN bracis-33572 137 30 of of ADP bracis-33572 137 31 the the DET bracis-33572 137 32 classifiers classifier NOUN bracis-33572 137 33 in in ADP bracis-33572 137 34 the the DET bracis-33572 137 35 weighted weight VERB bracis-33572 137 36 sum sum NOUN bracis-33572 137 37 method method NOUN bracis-33572 137 38 . . PUNCT bracis-33572 138 1 for for ADP bracis-33572 138 2 the the DET bracis-33572 138 3 first first ADJ bracis-33572 138 4 case case NOUN bracis-33572 138 5 of of ADP bracis-33572 138 6 the the DET bracis-33572 138 7 pdes pde NOUN bracis-33572 138 8 scenario scenario NOUN bracis-33572 138 9 ( ( PUNCT bracis-33572 138 10 p p NOUN bracis-33572 138 11 - - PUNCT bracis-33572 138 12 dms dms NOUN bracis-33572 138 13 ) ) PUNCT bracis-33572 138 14 , , PUNCT bracis-33572 138 15 three three NUM bracis-33572 138 16 well well ADV bracis-33572 138 17 - - PUNCT bracis-33572 138 18 known know VERB bracis-33572 138 19 methods method NOUN bracis-33572 138 20 are be AUX bracis-33572 138 21 used use VERB bracis-33572 138 22 knora knora PROPN bracis-33572 138 23 - - PUNCT bracis-33572 138 24 e e NOUN bracis-33572 139 1 [ [ X bracis-33572 139 2 4 4 NUM bracis-33572 139 3 ] ] PUNCT bracis-33572 139 4 , , PUNCT bracis-33572 139 5 meta meta X bracis-33572 139 6 - - PUNCT bracis-33572 139 7 des des X bracis-33572 139 8 [ [ X bracis-33572 139 9 5 5 NUM bracis-33572 139 10 ] ] PUNCT bracis-33572 139 11 and and CCONJ bracis-33572 139 12 fh fh PROPN bracis-33572 139 13 - - PUNCT bracis-33572 139 14 des des X bracis-33572 139 15 [ [ NOUN bracis-33572 139 16 19 19 NUM bracis-33572 139 17 ] ] PUNCT bracis-33572 139 18 . . PUNCT bracis-33572 140 1 in in ADP bracis-33572 140 2 the the DET bracis-33572 140 3 second second ADJ bracis-33572 140 4 case case NOUN bracis-33572 140 5 of of ADP bracis-33572 140 6 the the DET bracis-33572 140 7 pdes pde NOUN bracis-33572 140 8 scenario scenario NOUN bracis-33572 140 9 ( ( PUNCT bracis-33572 140 10 p p NOUN bracis-33572 140 11 - - PUNCT bracis-33572 140 12 dfs dfs NOUN bracis-33572 140 13 ) ) PUNCT bracis-33572 140 14 , , PUNCT bracis-33572 140 15 the the DET bracis-33572 140 16 dynamic dynamic ADJ bracis-33572 140 17 fusion fusion NOUN bracis-33572 140 18 method method NOUN bracis-33572 140 19 presented present VERB bracis-33572 140 20 in in ADP bracis-33572 140 21 sect sect NOUN bracis-33572 140 22 . . PUNCT bracis-33572 140 23     SPACE bracis-33572 141 1 4.2 4.2 NUM bracis-33572 141 2 is be AUX bracis-33572 141 3 used use VERB bracis-33572 141 4 to to PART bracis-33572 141 5 dynamically dynamically ADV bracis-33572 141 6 select select VERB bracis-33572 141 7 the the DET bracis-33572 141 8 most most ADV bracis-33572 141 9 suitable suitable ADJ bracis-33572 141 10 combination combination NOUN bracis-33572 141 11 method method NOUN bracis-33572 141 12 for for ADP bracis-33572 141 13 each each DET bracis-33572 141 14 testing testing NOUN bracis-33572 141 15 instance instance NOUN bracis-33572 141 16 . . PUNCT bracis-33572 142 1 for for ADP bracis-33572 142 2 the the DET bracis-33572 142 3 fdes fde NOUN bracis-33572 142 4 scenario scenario NOUN bracis-33572 142 5 , , PUNCT bracis-33572 142 6 all all DET bracis-33572 142 7 three three NUM bracis-33572 142 8 methods method NOUN bracis-33572 142 9 used use VERB bracis-33572 142 10 in in ADP bracis-33572 142 11 the the DET bracis-33572 142 12 f f PROPN bracis-33572 142 13 - - PUNCT bracis-33572 142 14 dms dms PROPN bracis-33572 142 15 will will AUX bracis-33572 142 16 be be AUX bracis-33572 142 17 combined combine VERB bracis-33572 142 18 with with ADP bracis-33572 142 19 the the DET bracis-33572 142 20 method method NOUN bracis-33572 142 21 for for ADP bracis-33572 142 22 the the DET bracis-33572 142 23 p p ADJ bracis-33572 142 24 - - PUNCT bracis-33572 142 25 dfs dfs NOUN bracis-33572 142 26 case case NOUN bracis-33572 142 27 , , PUNCT bracis-33572 142 28 leading lead VERB bracis-33572 142 29 to to ADP bracis-33572 142 30 3 3 NUM bracis-33572 142 31 pdes pde NOUN bracis-33572 142 32 variations variation NOUN bracis-33572 142 33 ( ( PUNCT bracis-33572 142 34 knora knora X bracis-33572 142 35 - - PUNCT bracis-33572 142 36 e e NOUN bracis-33572 142 37 with with ADP bracis-33572 142 38 dynamic dynamic ADJ bracis-33572 142 39 fusion fusion NOUN bracis-33572 142 40 selection selection NOUN bracis-33572 142 41 , , PUNCT bracis-33572 142 42 meta meta X bracis-33572 142 43 - - PUNCT bracis-33572 142 44 des des X bracis-33572 142 45 with with ADP bracis-33572 142 46 dynamic dynamic ADJ bracis-33572 142 47 fusion fusion NOUN bracis-33572 142 48 selection selection NOUN bracis-33572 142 49 , , PUNCT bracis-33572 142 50 and and CCONJ bracis-33572 142 51 fh fh PROPN bracis-33572 142 52 - - PUNCT bracis-33572 142 53 des des X bracis-33572 142 54 with with ADP bracis-33572 142 55 dynamic dynamic ADJ bracis-33572 142 56 fusion fusion NOUN bracis-33572 142 57 selection selection NOUN bracis-33572 142 58 in in ADP bracis-33572 142 59 fusion fusion NOUN bracis-33572 142 60 ) ) PUNCT bracis-33572 142 61 . . PUNCT bracis-33572 143 1 it it PRON bracis-33572 143 2 is be AUX bracis-33572 143 3 important important ADJ bracis-33572 143 4 to to PART bracis-33572 143 5 highlight highlight VERB bracis-33572 143 6 that that SCONJ bracis-33572 143 7 the the DET bracis-33572 143 8 dfs dfs PROPN bracis-33572 143 9 method method NOUN bracis-33572 143 10 , , PUNCT bracis-33572 143 11 and and CCONJ bracis-33572 143 12 some some PRON bracis-33572 143 13 of of ADP bracis-33572 143 14 the the DET bracis-33572 143 15 dms dms ADJ bracis-33572 143 16 methods method NOUN bracis-33572 143 17 ( ( PUNCT bracis-33572 143 18 knora knora X bracis-33572 143 19 - - PUNCT bracis-33572 143 20 e e NOUN bracis-33572 143 21 and and CCONJ bracis-33572 143 22 meta meta PROPN bracis-33572 143 23 - - PUNCT bracis-33572 143 24 des des NOUN bracis-33572 143 25 ) ) PUNCT bracis-33572 143 26 use use VERB bracis-33572 143 27 the the DET bracis-33572 143 28 idea idea NOUN bracis-33572 143 29 of of ADP bracis-33572 143 30 region region NOUN bracis-33572 143 31 of of ADP bracis-33572 143 32 competence competence NOUN bracis-33572 143 33 . . PUNCT bracis-33572 144 1 in in ADP bracis-33572 144 2 this this DET bracis-33572 144 3 sense sense NOUN bracis-33572 144 4 , , PUNCT bracis-33572 144 5 the the DET bracis-33572 144 6 same same ADJ bracis-33572 144 7 number number NOUN bracis-33572 144 8 of of ADP bracis-33572 144 9 neighbors neighbor NOUN bracis-33572 144 10 are be AUX bracis-33572 144 11 used use VERB bracis-33572 144 12 for for ADP bracis-33572 144 13 all all DET bracis-33572 144 14 cases case NOUN bracis-33572 144 15 , , PUNCT bracis-33572 144 16 in in ADP bracis-33572 144 17 the the DET bracis-33572 144 18 selection selection NOUN bracis-33572 144 19 of of ADP bracis-33572 144 20 the the DET bracis-33572 144 21 combination combination NOUN bracis-33572 144 22 method method NOUN bracis-33572 144 23 ( ( PUNCT bracis-33572 144 24 dfs dfs PROPN bracis-33572 144 25 ) ) PUNCT bracis-33572 144 26 and and CCONJ bracis-33572 144 27 in in ADP bracis-33572 144 28 the the DET bracis-33572 144 29 dynamic dynamic ADJ bracis-33572 144 30 member member NOUN bracis-33572 144 31 selection selection NOUN bracis-33572 144 32 ( ( PUNCT bracis-33572 144 33 knora knora NOUN bracis-33572 144 34 - - PUNCT bracis-33572 144 35 e e NOUN bracis-33572 144 36 and and CCONJ bracis-33572 144 37 meta meta PROPN bracis-33572 144 38 - - PUNCT bracis-33572 144 39 des de NOUN bracis-33572 144 40 ) ) PUNCT bracis-33572 144 41 , , PUNCT bracis-33572 144 42 being be AUX bracis-33572 144 43 defined define VERB bracis-33572 144 44 in in ADP bracis-33572 144 45 each each DET bracis-33572 144 46 iteration iteration NOUN bracis-33572 144 47 by by ADP bracis-33572 144 48 means mean NOUN bracis-33572 144 49 of of ADP bracis-33572 144 50 a a DET bracis-33572 144 51 grid grid NOUN bracis-33572 144 52 search search NOUN bracis-33572 144 53 between between ADP bracis-33572 144 54 the the DET bracis-33572 144 55 values value NOUN bracis-33572 144 56 of of ADP bracis-33572 144 57 3 3 NUM bracis-33572 144 58 , , PUNCT bracis-33572 144 59 7 7 NUM bracis-33572 144 60 and and CCONJ bracis-33572 144 61 11 11 NUM bracis-33572 144 62 , , PUNCT bracis-33572 144 63 using use VERB bracis-33572 144 64 knn knn PROPN bracis-33572 144 65 in in ADP bracis-33572 144 66 the the DET bracis-33572 144 67 dataset dataset NOUN bracis-33572 144 68 validation validation NOUN bracis-33572 144 69 1 1 NUM bracis-33572 144 70 . . PUNCT bracis-33572 145 1 for for ADP bracis-33572 145 2 the the DET bracis-33572 145 3 fh fh PROPN bracis-33572 145 4 - - PUNCT bracis-33572 145 5 des des PROPN bracis-33572 145 6 , , PUNCT bracis-33572 145 7 there there PRON bracis-33572 145 8 is be VERB bracis-33572 145 9 no no DET bracis-33572 145 10 idea idea NOUN bracis-33572 145 11 of of ADP bracis-33572 145 12 a a DET bracis-33572 145 13 region region NOUN bracis-33572 145 14 of of ADP bracis-33572 145 15 competence competence NOUN bracis-33572 145 16 , , PUNCT bracis-33572 145 17 but but CCONJ bracis-33572 145 18 rather rather ADV bracis-33572 145 19 the the DET bracis-33572 145 20 use use NOUN bracis-33572 145 21 of of ADP bracis-33572 145 22 hyper hyper NOUN bracis-33572 145 23 - - NOUN bracis-33572 145 24 boxes box NOUN bracis-33572 145 25 , , PUNCT bracis-33572 145 26 which which PRON bracis-33572 145 27 were be AUX bracis-33572 145 28 created create VERB bracis-33572 145 29 based base VERB bracis-33572 145 30 on on ADP bracis-33572 145 31 the the DET bracis-33572 145 32 areas area NOUN bracis-33572 145 33 of of ADP bracis-33572 145 34 incompetence incompetence NOUN bracis-33572 145 35 as as SCONJ bracis-33572 145 36 presented present VERB bracis-33572 145 37 by by ADP bracis-33572 145 38 the the DET bracis-33572 145 39 authors author NOUN bracis-33572 145 40 in in ADP bracis-33572 145 41 [ [ X bracis-33572 145 42 10 10 NUM bracis-33572 145 43 ] ] PUNCT bracis-33572 145 44 . . PUNCT bracis-33572 146 1 the the DET bracis-33572 146 2 results result NOUN bracis-33572 146 3 of of ADP bracis-33572 146 4 all all DET bracis-33572 146 5 analyzed analyze VERB bracis-33572 146 6 methods method NOUN bracis-33572 146 7 will will AUX bracis-33572 146 8 be be AUX bracis-33572 146 9 evaluated evaluate VERB bracis-33572 146 10 using use VERB bracis-33572 146 11 the the DET bracis-33572 146 12 friedman friedman NOUN bracis-33572 146 13 statistical statistical ADJ bracis-33572 146 14 test test NOUN bracis-33572 147 1 [ [ X bracis-33572 147 2 20 20 NUM bracis-33572 147 3 ] ] PUNCT bracis-33572 147 4 . . PUNCT bracis-33572 148 1 the the DET bracis-33572 148 2 friedman friedman PROPN bracis-33572 148 3 test test NOUN bracis-33572 148 4 is be AUX bracis-33572 148 5 used use VERB bracis-33572 148 6 to to PART bracis-33572 148 7 be be AUX bracis-33572 148 8 able able ADJ bracis-33572 148 9 to to PART bracis-33572 148 10 state state VERB bracis-33572 148 11 the the DET bracis-33572 148 12 hypothesis hypothesis NOUN bracis-33572 148 13 that that PRON bracis-33572 148 14 the the DET bracis-33572 148 15 k k ADV bracis-33572 148 16 - - PUNCT bracis-33572 148 17 related relate VERB bracis-33572 148 18 observations observation NOUN bracis-33572 148 19 derive derive ADJ bracis-33572 148 20 from from ADP bracis-33572 148 21 the the DET bracis-33572 148 22 same same ADJ bracis-33572 148 23 population population NOUN bracis-33572 148 24 ( ( PUNCT bracis-33572 148 25 similar similar ADJ bracis-33572 148 26 performance performance NOUN bracis-33572 148 27 ) ) PUNCT bracis-33572 148 28 or or CCONJ bracis-33572 148 29 not not PART bracis-33572 148 30 ( ( PUNCT bracis-33572 148 31 superiority superiority NOUN bracis-33572 148 32 in in ADP bracis-33572 148 33 performance performance NOUN bracis-33572 148 34 ) ) PUNCT bracis-33572 148 35 . . PUNCT bracis-33572 149 1 in in ADP bracis-33572 149 2 this this DET bracis-33572 149 3 test test NOUN bracis-33572 149 4 , , PUNCT bracis-33572 149 5 the the DET bracis-33572 149 6 significance significance NOUN bracis-33572 149 7 level level NOUN bracis-33572 149 8 used use VERB bracis-33572 149 9 was be AUX bracis-33572 149 10 set set VERB bracis-33572 149 11 to to ADP bracis-33572 149 12 0.05 0.05 NUM bracis-33572 149 13 . . PUNCT bracis-33572 150 1 hence hence ADV bracis-33572 150 2 , , PUNCT bracis-33572 150 3 if if SCONJ bracis-33572 150 4 the the DET bracis-33572 150 5 p p NOUN bracis-33572 150 6 - - PUNCT bracis-33572 150 7 value value NOUN bracis-33572 150 8 is be AUX bracis-33572 150 9 less less ADJ bracis-33572 150 10 than than ADP bracis-33572 150 11 the the DET bracis-33572 150 12 established establish VERB bracis-33572 150 13 value value NOUN bracis-33572 150 14 , , PUNCT bracis-33572 150 15 the the DET bracis-33572 150 16 null null ADJ bracis-33572 150 17 hypothesis hypothesis NOUN bracis-33572 150 18 is be AUX bracis-33572 150 19 rejected reject VERB bracis-33572 150 20 , , PUNCT bracis-33572 150 21 with with ADP bracis-33572 150 22 a a DET bracis-33572 150 23 confidence confidence NOUN bracis-33572 150 24 level level NOUN bracis-33572 150 25 greater great ADJ bracis-33572 150 26 than than ADP bracis-33572 150 27 95 95 NUM bracis-33572 150 28 % % NOUN bracis-33572 150 29 . . PUNCT bracis-33572 151 1 in in ADP bracis-33572 151 2 cases case NOUN bracis-33572 151 3 where where SCONJ bracis-33572 151 4 a a DET bracis-33572 151 5 statistically statistically ADV bracis-33572 151 6 significant significant ADJ bracis-33572 151 7 difference difference NOUN bracis-33572 151 8 is be AUX bracis-33572 151 9 detected detect VERB bracis-33572 151 10 , , PUNCT bracis-33572 151 11 the the DET bracis-33572 151 12 nemenyi nemenyi PROPN bracis-33572 151 13 post post ADJ bracis-33572 151 14 - - ADJ bracis-33572 151 15 hoc hoc ADJ bracis-33572 151 16 test test NOUN bracis-33572 151 17 is be AUX bracis-33572 151 18 applied apply VERB bracis-33572 151 19 [ [ PUNCT bracis-33572 151 20 21 21 NUM bracis-33572 151 21 ] ] PUNCT bracis-33572 151 22 . . PUNCT bracis-33572 152 1 in in ADP bracis-33572 152 2 order order NOUN bracis-33572 152 3 to to PART bracis-33572 152 4 present present VERB bracis-33572 152 5 the the DET bracis-33572 152 6 obtained obtain VERB bracis-33572 152 7 results result NOUN bracis-33572 152 8 by by ADP bracis-33572 152 9 the the DET bracis-33572 152 10 post post ADJ bracis-33572 152 11 - - ADJ bracis-33572 152 12 hoc hoc ADJ bracis-33572 152 13 test test NOUN bracis-33572 152 14 , , PUNCT bracis-33572 152 15 the the DET bracis-33572 152 16 critical critical ADJ bracis-33572 152 17 difference difference NOUN bracis-33572 152 18 diagram diagram NOUN bracis-33572 152 19 ( ( PUNCT bracis-33572 152 20 cd cd PROPN bracis-33572 152 21 ) ) PUNCT bracis-33572 153 1 [ [ X bracis-33572 153 2 21 21 NUM bracis-33572 153 3 ] ] X bracis-33572 153 4 is be AUX bracis-33572 153 5 used use VERB bracis-33572 153 6 . . PUNCT bracis-33572 154 1 this this DET bracis-33572 154 2 diagram diagram NOUN bracis-33572 154 3 was be AUX bracis-33572 154 4 selected select VERB bracis-33572 154 5 in in ADP bracis-33572 154 6 order order NOUN bracis-33572 154 7 to to PART bracis-33572 154 8 have have AUX bracis-33572 154 9 a a DET bracis-33572 154 10 visual visual ADJ bracis-33572 154 11 illustration illustration NOUN bracis-33572 154 12 of of ADP bracis-33572 154 13 the the DET bracis-33572 154 14 statistical statistical ADJ bracis-33572 154 15 test test NOUN bracis-33572 154 16 , , PUNCT bracis-33572 154 17 making make VERB bracis-33572 154 18 it it PRON bracis-33572 154 19 easier easy ADJ bracis-33572 154 20 to to PART bracis-33572 154 21 interpret interpret VERB bracis-33572 154 22 the the DET bracis-33572 154 23 obtained obtain VERB bracis-33572 154 24 results result NOUN bracis-33572 154 25 . . PUNCT bracis-33572 155 1 5 5 NUM bracis-33572 155 2 the the DET bracis-33572 155 3 obtained obtain VERB bracis-33572 155 4 results result NOUN bracis-33572 155 5 this this DET bracis-33572 155 6 section section NOUN bracis-33572 155 7 presents present VERB bracis-33572 155 8 the the DET bracis-33572 155 9 results result NOUN bracis-33572 155 10 obtained obtain VERB bracis-33572 155 11 by by ADP bracis-33572 155 12 the the DET bracis-33572 155 13 empirical empirical ADJ bracis-33572 155 14 analysis analysis NOUN bracis-33572 155 15 , , PUNCT bracis-33572 155 16 in in ADP bracis-33572 155 17 terms term NOUN bracis-33572 155 18 of of ADP bracis-33572 155 19 accuracy accuracy NOUN bracis-33572 155 20 levels level NOUN bracis-33572 155 21 . . PUNCT bracis-33572 156 1 first first ADV bracis-33572 156 2 , , PUNCT bracis-33572 156 3 all all DET bracis-33572 156 4 full full ADJ bracis-33572 156 5 static static ADJ bracis-33572 156 6 configurations configuration NOUN bracis-33572 156 7 is be AUX bracis-33572 156 8 evaluated evaluate VERB bracis-33572 156 9 . . PUNCT bracis-33572 157 1 then then ADV bracis-33572 157 2 we we PRON bracis-33572 157 3 evaluate evaluate VERB bracis-33572 157 4 separately separately ADV bracis-33572 157 5 the the DET bracis-33572 157 6 two two NUM bracis-33572 157 7 cases case NOUN bracis-33572 157 8 of of ADP bracis-33572 157 9 the the DET bracis-33572 157 10 pdes pde NOUN bracis-33572 157 11 scenario scenario NOUN bracis-33572 157 12 , , PUNCT bracis-33572 157 13 along along ADP bracis-33572 157 14 with with ADP bracis-33572 157 15 the the DET bracis-33572 157 16 best good ADJ bracis-33572 157 17 full full ADJ bracis-33572 157 18 static static ADJ bracis-33572 157 19 configuration configuration NOUN bracis-33572 157 20 . . PUNCT bracis-33572 158 1 finally finally ADV bracis-33572 158 2 the the DET bracis-33572 158 3 fdes fde NOUN bracis-33572 158 4 scenario scenario NOUN bracis-33572 158 5 is be AUX bracis-33572 158 6 evaluated evaluate VERB bracis-33572 158 7 , , PUNCT bracis-33572 158 8 along along ADP bracis-33572 158 9 with with ADP bracis-33572 158 10 the the DET bracis-33572 158 11 best good ADJ bracis-33572 158 12 full full ADJ bracis-33572 158 13 static static ADJ bracis-33572 158 14 configuration configuration NOUN bracis-33572 158 15 , , PUNCT bracis-33572 158 16 the the DET bracis-33572 158 17 best good ADJ bracis-33572 158 18 dynamic dynamic ADJ bracis-33572 158 19 member member NOUN bracis-33572 158 20 fusion fusion NOUN bracis-33572 158 21 configuration configuration NOUN bracis-33572 158 22 , , PUNCT bracis-33572 158 23 and and CCONJ bracis-33572 158 24 the the DET bracis-33572 158 25 best good ADJ bracis-33572 158 26 dynamic dynamic ADJ bracis-33572 158 27 fusion fusion NOUN bracis-33572 158 28 configuration configuration NOUN bracis-33572 158 29 . . PUNCT bracis-33572 159 1 in in ADP bracis-33572 159 2 order order NOUN bracis-33572 159 3 to to PART bracis-33572 159 4 define define VERB bracis-33572 159 5 the the DET bracis-33572 159 6 best good ADJ bracis-33572 159 7 configuration configuration NOUN bracis-33572 159 8 , , PUNCT bracis-33572 159 9 the the DET bracis-33572 159 10 critical critical ADJ bracis-33572 159 11 difference difference NOUN bracis-33572 159 12 diagram diagram NOUN bracis-33572 159 13 is be AUX bracis-33572 159 14 used use VERB bracis-33572 159 15 . . PUNCT bracis-33572 160 1 if if SCONJ bracis-33572 160 2 there there PRON bracis-33572 160 3 is be VERB bracis-33572 160 4 no no DET bracis-33572 160 5 statistical statistical ADJ bracis-33572 160 6 difference difference NOUN bracis-33572 160 7 between between ADP bracis-33572 160 8 the the DET bracis-33572 160 9 best good ADJ bracis-33572 160 10 techniques technique NOUN bracis-33572 160 11 , , PUNCT bracis-33572 160 12 then then ADV bracis-33572 160 13 the the DET bracis-33572 160 14 one one NOUN bracis-33572 160 15 with with ADP bracis-33572 160 16 the the DET bracis-33572 160 17 highest high ADJ bracis-33572 160 18 average average NOUN bracis-33572 160 19 is be AUX bracis-33572 160 20 selected select VERB bracis-33572 160 21 . . PUNCT bracis-33572 161 1 5.1 5.1 NUM bracis-33572 161 2 full full ADJ bracis-33572 161 3 static static ADJ bracis-33572 161 4 ensembles ensemble NOUN bracis-33572 161 5 tables table NOUN bracis-33572 161 6     SPACE bracis-33572 161 7 2 2 NUM bracis-33572 161 8 , , PUNCT bracis-33572 161 9 3 3 NUM bracis-33572 161 10 , , PUNCT bracis-33572 161 11 4 4 NUM bracis-33572 161 12 , , PUNCT bracis-33572 161 13 5 5 NUM bracis-33572 161 14 and and CCONJ bracis-33572 161 15 6 6 NUM bracis-33572 161 16 present present ADJ bracis-33572 161 17 the the DET bracis-33572 161 18 accuracy accuracy NOUN bracis-33572 161 19 results result NOUN bracis-33572 161 20 of of ADP bracis-33572 161 21 all all DET bracis-33572 161 22 analyzed analyze VERB bracis-33572 161 23 methods method NOUN bracis-33572 161 24 . . PUNCT bracis-33572 162 1 as as SCONJ bracis-33572 162 2 mentioned mention VERB bracis-33572 162 3 previously previously ADV bracis-33572 162 4 , , PUNCT bracis-33572 162 5 6 6 NUM bracis-33572 162 6 configurations configuration NOUN bracis-33572 162 7 were be AUX bracis-33572 162 8 made make VERB bracis-33572 162 9 for for ADP bracis-33572 162 10 pool pool NOUN bracis-33572 162 11 sizes size NOUN bracis-33572 162 12 ; ; PUNCT bracis-33572 162 13 each each DET bracis-33572 162 14 configuration configuration NOUN bracis-33572 162 15 was be AUX bracis-33572 162 16 executed execute VERB bracis-33572 162 17 30 30 NUM bracis-33572 162 18 times time NOUN bracis-33572 162 19 . . PUNCT bracis-33572 163 1 therefore therefore ADV bracis-33572 163 2 , , PUNCT bracis-33572 163 3 the the DET bracis-33572 163 4 values value NOUN bracis-33572 163 5 in in ADP bracis-33572 163 6 tables table NOUN bracis-33572 163 7     SPACE bracis-33572 163 8 2 2 NUM bracis-33572 163 9 , , PUNCT bracis-33572 163 10 3 3 NUM bracis-33572 163 11 , , PUNCT bracis-33572 163 12 4 4 NUM bracis-33572 163 13 , , PUNCT bracis-33572 163 14 5 5 NUM bracis-33572 163 15 and and CCONJ bracis-33572 163 16 6 6 NUM bracis-33572 163 17 represent represent VERB bracis-33572 163 18 the the DET bracis-33572 163 19 average average NOUN bracis-33572 163 20 of of ADP bracis-33572 163 21 all all DET bracis-33572 163 22 180 180 NUM bracis-33572 163 23 results result NOUN bracis-33572 163 24 . . PUNCT bracis-33572 164 1 additionally additionally ADV bracis-33572 164 2 , , PUNCT bracis-33572 164 3 the the DET bracis-33572 164 4 last last ADJ bracis-33572 164 5 row row NOUN bracis-33572 164 6 of of ADP bracis-33572 164 7 all all DET bracis-33572 164 8 tables table NOUN bracis-33572 164 9 represent represent VERB bracis-33572 164 10 the the DET bracis-33572 164 11 overall overall ADJ bracis-33572 164 12 accuracies accuracy NOUN bracis-33572 164 13 for for ADP bracis-33572 164 14 all all DET bracis-33572 164 15 20 20 NUM bracis-33572 164 16 datasets dataset NOUN bracis-33572 164 17 . . PUNCT bracis-33572 165 1 finally finally ADV bracis-33572 165 2 , , PUNCT bracis-33572 165 3 the the DET bracis-33572 165 4 numbers number NOUN bracis-33572 165 5 in in ADP bracis-33572 165 6 bold bold ADJ bracis-33572 165 7 represent represent VERB bracis-33572 165 8 the the DET bracis-33572 165 9 highest high ADJ bracis-33572 165 10 accuracy accuracy NOUN bracis-33572 165 11 for for SCONJ bracis-33572 165 12 each each DET bracis-33572 165 13 data datum NOUN bracis-33572 165 14 set set VERB bracis-33572 165 15 . . PUNCT bracis-33572 166 1 for for ADP bracis-33572 166 2 the the DET bracis-33572 166 3 fses fse NOUN bracis-33572 166 4 scenario scenario NOUN bracis-33572 166 5 ( ( PUNCT bracis-33572 166 6 table table NOUN bracis-33572 166 7     SPACE bracis-33572 166 8 2 2 NUM bracis-33572 166 9 ) ) PUNCT bracis-33572 166 10 , , PUNCT bracis-33572 166 11 it it PRON bracis-33572 166 12 can can AUX bracis-33572 166 13 be be AUX bracis-33572 166 14 seen see VERB bracis-33572 166 15 that that SCONJ bracis-33572 166 16 all all DET bracis-33572 166 17 methods method NOUN bracis-33572 166 18 ( ( PUNCT bracis-33572 166 19 except except SCONJ bracis-33572 166 20 edge edge NOUN bracis-33572 166 21 fusion fusion NOUN bracis-33572 166 22 ) ) PUNCT bracis-33572 166 23 provided provide VERB bracis-33572 166 24 the the DET bracis-33572 166 25 highest high ADJ bracis-33572 166 26 accuracy accuracy NOUN bracis-33572 166 27 levels level NOUN bracis-33572 166 28 in in ADP bracis-33572 166 29 at at ADV bracis-33572 166 30 least least ADV bracis-33572 166 31 three three NUM bracis-33572 166 32 datasets dataset NOUN bracis-33572 166 33 . . PUNCT bracis-33572 167 1 in in ADP bracis-33572 167 2 a a DET bracis-33572 167 3 general general ADJ bracis-33572 167 4 perspective perspective NOUN bracis-33572 167 5 , , PUNCT bracis-33572 167 6 it it PRON bracis-33572 167 7 can can AUX bracis-33572 167 8 be be AUX bracis-33572 167 9 observed observe VERB bracis-33572 167 10 that that SCONJ bracis-33572 167 11 the the DET bracis-33572 167 12 ensembles ensemble NOUN bracis-33572 167 13 combined combine VERB bracis-33572 167 14 by by ADP bracis-33572 167 15 sum sum NOUN bracis-33572 167 16 ( ( PUNCT bracis-33572 167 17 second second ADJ bracis-33572 167 18 column column NOUN bracis-33572 167 19 ) ) PUNCT bracis-33572 167 20 presented present VERB bracis-33572 167 21 the the DET bracis-33572 167 22 highest high ADJ bracis-33572 167 23 overall overall ADJ bracis-33572 167 24 accuracy accuracy NOUN bracis-33572 167 25 ( ( PUNCT bracis-33572 167 26 89.09 89.09 NUM bracis-33572 167 27 % % NOUN bracis-33572 167 28 ) ) PUNCT bracis-33572 167 29 and and CCONJ bracis-33572 167 30 highest high ADJ bracis-33572 167 31 accuracy accuracy NOUN bracis-33572 167 32 in in ADP bracis-33572 167 33 8 8 NUM bracis-33572 167 34 out out ADP bracis-33572 167 35 of of ADP bracis-33572 167 36 20 20 NUM bracis-33572 167 37 datasets dataset NOUN bracis-33572 167 38 . . PUNCT bracis-33572 168 1 they they PRON bracis-33572 168 2 were be AUX bracis-33572 168 3 followed follow VERB bracis-33572 168 4 by by ADP bracis-33572 168 5 all all DET bracis-33572 168 6 three three NUM bracis-33572 168 7 nns nn NOUN bracis-33572 168 8 ( ( PUNCT bracis-33572 168 9 6 6 NUM bracis-33572 168 10 data data NOUN bracis-33572 168 11 sets set NOUN bracis-33572 168 12 ) ) PUNCT bracis-33572 168 13 and and CCONJ bracis-33572 168 14 majority majority NOUN bracis-33572 168 15 vote vote NOUN bracis-33572 168 16 ( ( PUNCT bracis-33572 168 17 5 5 NUM bracis-33572 168 18 data data NOUN bracis-33572 168 19 sets set NOUN bracis-33572 168 20 ) ) PUNCT bracis-33572 168 21 . . PUNCT bracis-33572 169 1 in in ADP bracis-33572 169 2 order order NOUN bracis-33572 169 3 to to PART bracis-33572 169 4 evaluate evaluate VERB bracis-33572 169 5 the the DET bracis-33572 169 6 obtained obtain VERB bracis-33572 169 7 results result NOUN bracis-33572 169 8 from from ADP bracis-33572 169 9 a a DET bracis-33572 169 10 statistical statistical ADJ bracis-33572 169 11 point point NOUN bracis-33572 169 12 of of ADP bracis-33572 169 13 view view NOUN bracis-33572 169 14 , , PUNCT bracis-33572 169 15 the the DET bracis-33572 169 16 friedman friedman PROPN bracis-33572 169 17 test test NOUN bracis-33572 169 18 [ [ X bracis-33572 169 19 20 20 NUM bracis-33572 169 20 ] ] PUNCT bracis-33572 169 21 was be AUX bracis-33572 169 22 applied apply VERB bracis-33572 169 23 to to PART bracis-33572 169 24 verify verify VERB bracis-33572 169 25 if if SCONJ bracis-33572 169 26 there there PRON bracis-33572 169 27 are be VERB bracis-33572 169 28 statistical statistical ADJ bracis-33572 169 29 differences difference NOUN bracis-33572 169 30 among among ADP bracis-33572 169 31 all all DET bracis-33572 169 32 ensemble ensemble ADJ bracis-33572 169 33 classifiers classifier NOUN bracis-33572 169 34 . . PUNCT bracis-33572 170 1 the the DET bracis-33572 170 2 friedman friedman PROPN bracis-33572 170 3 test test NOUN bracis-33572 170 4 was be AUX bracis-33572 170 5 applied apply VERB bracis-33572 170 6 to to ADP bracis-33572 170 7 all all DET bracis-33572 170 8 12 12 NUM bracis-33572 170 9 fses fse NOUN bracis-33572 170 10 configurations configuration NOUN bracis-33572 170 11 . . PUNCT bracis-33572 171 1 therefore therefore ADV bracis-33572 171 2 , , PUNCT bracis-33572 171 3 the the DET bracis-33572 171 4 statistical statistical ADJ bracis-33572 171 5 test test NOUN bracis-33572 171 6 detected detect VERB bracis-33572 171 7 statistical statistical ADJ bracis-33572 171 8 differences difference NOUN bracis-33572 171 9 among among ADP bracis-33572 171 10 all all DET bracis-33572 171 11 analyzed analyze VERB bracis-33572 171 12 methods method NOUN bracis-33572 171 13 , , PUNCT bracis-33572 171 14 with with ADP bracis-33572 171 15 a a DET bracis-33572 171 16 p p NOUN bracis-33572 171 17 - - PUNCT bracis-33572 171 18 value value NOUN bracis-33572 171 19 < < X bracis-33572 171 20 0.05 0.05 NUM bracis-33572 171 21 . . PUNCT bracis-33572 172 1 in in ADP bracis-33572 172 2 this this DET bracis-33572 172 3 sense sense NOUN bracis-33572 172 4 , , PUNCT bracis-33572 172 5 the the DET bracis-33572 172 6 post post ADJ bracis-33572 172 7 - - ADJ bracis-33572 172 8 hoc hoc ADJ bracis-33572 172 9 test test NOUN bracis-33572 172 10 was be AUX bracis-33572 172 11 applied apply VERB bracis-33572 172 12 , , PUNCT bracis-33572 172 13 and and CCONJ bracis-33572 172 14 the the DET bracis-33572 172 15 results result NOUN bracis-33572 172 16 are be AUX bracis-33572 172 17 presented present VERB bracis-33572 172 18 in in ADP bracis-33572 172 19 the the DET bracis-33572 172 20 critical critical ADJ bracis-33572 172 21 difference difference NOUN bracis-33572 172 22 diagram diagram NOUN bracis-33572 173 1 [ [ X bracis-33572 173 2 21 21 NUM bracis-33572 173 3 ] ] PUNCT bracis-33572 173 4 , , PUNCT bracis-33572 173 5 depicted depict VERB bracis-33572 173 6 in in ADP bracis-33572 173 7 fig fig NOUN bracis-33572 173 8 . . PUNCT bracis-33572 173 9     SPACE bracis-33572 174 1 1 1 NUM bracis-33572 174 2 . . PUNCT bracis-33572 174 3 table table NOUN bracis-33572 174 4 2 2 NUM bracis-33572 174 5 . . PUNCT bracis-33572 174 6 score score NOUN bracis-33572 174 7 of of ADP bracis-33572 174 8 fusion fusion NOUN bracis-33572 174 9 methods method NOUN bracis-33572 174 10 in in ADP bracis-33572 174 11 full full ADJ bracis-33572 174 12 static static ADJ bracis-33572 174 13 ensemble.full ensemble.full NOUN bracis-33572 174 14 size size NOUN bracis-33572 174 15 table table NOUN bracis-33572 174 16 fig fig NOUN bracis-33572 174 17 . . PUNCT bracis-33572 175 1 1 1 X bracis-33572 175 2 . . X bracis-33572 175 3 critical critical ADJ bracis-33572 175 4 difference difference NOUN bracis-33572 175 5 diagram diagram NOUN bracis-33572 175 6 for for ADP bracis-33572 175 7 full full ADJ bracis-33572 175 8 static static ADJ bracis-33572 175 9 ensemble ensemble ADJ bracis-33572 175 10 full full ADJ bracis-33572 175 11 size size NOUN bracis-33572 175 12 image image NOUN bracis-33572 175 13 as as SCONJ bracis-33572 175 14 it it PRON bracis-33572 175 15 can can AUX bracis-33572 175 16 be be AUX bracis-33572 175 17 seen see VERB bracis-33572 175 18 in in ADP bracis-33572 175 19 this this DET bracis-33572 175 20 figure figure NOUN bracis-33572 175 21 , , PUNCT bracis-33572 175 22 the the DET bracis-33572 175 23 cd cd PROPN bracis-33572 175 24 diagram diagram NOUN bracis-33572 175 25 detected detect VERB bracis-33572 175 26 no no DET bracis-33572 175 27 statistically statistically ADV bracis-33572 175 28 significant significant ADJ bracis-33572 175 29 difference difference NOUN bracis-33572 175 30 in in ADP bracis-33572 175 31 the the DET bracis-33572 175 32 accuracy accuracy NOUN bracis-33572 175 33 of of ADP bracis-33572 175 34 sum sum NOUN bracis-33572 175 35 , , PUNCT bracis-33572 175 36 mlp mlp PROPN bracis-33572 175 37 soft soft ADJ bracis-33572 175 38 , , PUNCT bracis-33572 175 39 and and CCONJ bracis-33572 175 40 mlp mlp PROPN bracis-33572 175 41 soft soft ADJ bracis-33572 175 42 class class NOUN bracis-33572 175 43 . . PUNCT bracis-33572 176 1 for for ADP bracis-33572 176 2 the the DET bracis-33572 176 3 remaining remain VERB bracis-33572 176 4 configuration configuration NOUN bracis-33572 176 5 , , PUNCT bracis-33572 176 6 they they PRON bracis-33572 176 7 provided provide VERB bracis-33572 176 8 superior superior ADJ bracis-33572 176 9 performance performance NOUN bracis-33572 176 10 , , PUNCT bracis-33572 176 11 detected detect VERB bracis-33572 176 12 by by ADP bracis-33572 176 13 the the DET bracis-33572 176 14 statistical statistical ADJ bracis-33572 176 15 test test NOUN bracis-33572 176 16 . . PUNCT bracis-33572 177 1 since since SCONJ bracis-33572 177 2 no no DET bracis-33572 177 3 method method NOUN bracis-33572 177 4 stood stand VERB bracis-33572 177 5 out out ADP bracis-33572 177 6 , , PUNCT bracis-33572 177 7 sum sum NOUN bracis-33572 177 8 - - PUNCT bracis-33572 177 9 combined combine VERB bracis-33572 177 10 ensemble ensemble NOUN bracis-33572 177 11 is be AUX bracis-33572 177 12 selected select VERB bracis-33572 177 13 the the DET bracis-33572 177 14 remaining remain VERB bracis-33572 177 15 tests test NOUN bracis-33572 177 16 since since SCONJ bracis-33572 177 17 it it PRON bracis-33572 177 18 achieved achieve VERB bracis-33572 177 19 the the DET bracis-33572 177 20 best good ADJ bracis-33572 177 21 overall overall ADJ bracis-33572 177 22 highest high ADJ bracis-33572 177 23 accuracy accuracy NOUN bracis-33572 177 24 level level NOUN bracis-33572 177 25 . . PUNCT bracis-33572 178 1 5.2 5.2 NUM bracis-33572 178 2 the the DET bracis-33572 178 3 pdes pde NOUN bracis-33572 178 4 scenario scenario NOUN bracis-33572 178 5 in in ADP bracis-33572 178 6 this this DET bracis-33572 178 7 subsection subsection NOUN bracis-33572 178 8 , , PUNCT bracis-33572 178 9 the the DET bracis-33572 178 10 results result NOUN bracis-33572 178 11 for for ADP bracis-33572 178 12 the the DET bracis-33572 178 13 pdes pde NOUN bracis-33572 178 14 scenario scenario NOUN bracis-33572 178 15 are be AUX bracis-33572 178 16 presented present VERB bracis-33572 178 17 . . PUNCT bracis-33572 179 1 for for ADP bracis-33572 179 2 a a DET bracis-33572 179 3 comparative comparative ADJ bracis-33572 179 4 analysis analysis NOUN bracis-33572 179 5 , , PUNCT bracis-33572 179 6 in in ADP bracis-33572 179 7 each each DET bracis-33572 179 8 table table NOUN bracis-33572 179 9 , , PUNCT bracis-33572 179 10 the the DET bracis-33572 179 11 accuracy accuracy NOUN bracis-33572 179 12 of of ADP bracis-33572 179 13 the the DET bracis-33572 179 14 best good ADJ bracis-33572 179 15 fses fse NOUN bracis-33572 179 16 configuration configuration NOUN bracis-33572 179 17 ( ( PUNCT bracis-33572 179 18 fses fse NOUN bracis-33572 179 19 - - PUNCT bracis-33572 179 20 sum sum NOUN bracis-33572 179 21 ) ) PUNCT bracis-33572 179 22 is be AUX bracis-33572 179 23 also also ADV bracis-33572 179 24 presented present VERB bracis-33572 179 25 . . PUNCT bracis-33572 180 1 as as SCONJ bracis-33572 180 2 mentioned mention VERB bracis-33572 180 3 previously previously ADV bracis-33572 180 4 , , PUNCT bracis-33572 180 5 three three NUM bracis-33572 180 6 well well ADV bracis-33572 180 7 dynamic dynamic ADJ bracis-33572 180 8 member member NOUN bracis-33572 180 9 selection selection NOUN bracis-33572 180 10 are be AUX bracis-33572 180 11 used use VERB bracis-33572 180 12 . . PUNCT bracis-33572 181 1 in in ADP bracis-33572 181 2 this this DET bracis-33572 181 3 paper paper NOUN bracis-33572 181 4 , , PUNCT bracis-33572 181 5 table table NOUN bracis-33572 181 6     SPACE bracis-33572 181 7 3 3 NUM bracis-33572 181 8 , , PUNCT bracis-33572 181 9 4 4 NUM bracis-33572 181 10 and and CCONJ bracis-33572 181 11 5 5 NUM bracis-33572 181 12 represent represent VERB bracis-33572 181 13 the the DET bracis-33572 181 14 values value NOUN bracis-33572 181 15 of of ADP bracis-33572 181 16 knora knora PROPN bracis-33572 181 17 - - PUNCT bracis-33572 181 18 e e PROPN bracis-33572 181 19 , , PUNCT bracis-33572 181 20 fh fh PROPN bracis-33572 181 21 - - PUNCT bracis-33572 181 22 des des X bracis-33572 181 23 and and CCONJ bracis-33572 181 24 meta meta PROPN bracis-33572 181 25 - - PUNCT bracis-33572 181 26 des des PROPN bracis-33572 181 27 , , PUNCT bracis-33572 181 28 respectively respectively ADV bracis-33572 181 29 . . PUNCT bracis-33572 182 1 thus thus ADV bracis-33572 182 2 , , PUNCT bracis-33572 182 3 for for ADP bracis-33572 182 4 each each DET bracis-33572 182 5 method method NOUN bracis-33572 182 6 , , PUNCT bracis-33572 182 7 the the DET bracis-33572 182 8 result result NOUN bracis-33572 182 9 of of ADP bracis-33572 182 10 the the DET bracis-33572 182 11 p p ADJ bracis-33572 182 12 - - PUNCT bracis-33572 182 13 dfs dfs NOUN bracis-33572 182 14 case case NOUN bracis-33572 182 15 is be AUX bracis-33572 182 16 also also ADV bracis-33572 182 17 presented present VERB bracis-33572 182 18 , , PUNCT bracis-33572 182 19 leading lead VERB bracis-33572 182 20 to to ADP bracis-33572 182 21 a a DET bracis-33572 182 22 total total NOUN bracis-33572 182 23 of of ADP bracis-33572 182 24 14 14 NUM bracis-33572 182 25 analyzed analyze VERB bracis-33572 182 26 methods method NOUN bracis-33572 182 27 . . PUNCT bracis-33572 183 1 knora knora PROPN bracis-33572 183 2 - - PUNCT bracis-33572 183 3 e. e. PROPN bracis-33572 183 4 for for ADP bracis-33572 183 5 knora knora PROPN bracis-33572 183 6 - - PUNCT bracis-33572 183 7 e e NOUN bracis-33572 183 8 ( ( PUNCT bracis-33572 183 9 table table NOUN bracis-33572 183 10     SPACE bracis-33572 183 11 3 3 NUM bracis-33572 183 12 ) ) PUNCT bracis-33572 183 13 , , PUNCT bracis-33572 183 14 it it PRON bracis-33572 183 15 can can AUX bracis-33572 183 16 be be AUX bracis-33572 183 17 seen see VERB bracis-33572 183 18 that that SCONJ bracis-33572 183 19 the the DET bracis-33572 183 20 p p ADJ bracis-33572 183 21 - - PUNCT bracis-33572 183 22 dfs dfs NOUN bracis-33572 183 23 method method NOUN bracis-33572 183 24 presented present VERB bracis-33572 183 25 the the DET bracis-33572 183 26 best good ADJ bracis-33572 183 27 overall overall ADJ bracis-33572 183 28 accuracy accuracy NOUN bracis-33572 183 29 level level NOUN bracis-33572 183 30 ( ( PUNCT bracis-33572 183 31 89.88 89.88 NUM bracis-33572 183 32 % % NOUN bracis-33572 183 33 ) ) PUNCT bracis-33572 183 34 and and CCONJ bracis-33572 183 35 obtained obtain VERB bracis-33572 183 36 the the DET bracis-33572 183 37 best good ADJ bracis-33572 183 38 results result NOUN bracis-33572 183 39 in in ADP bracis-33572 183 40 4 4 NUM bracis-33572 183 41 out out ADP bracis-33572 183 42 of of ADP bracis-33572 183 43 20 20 NUM bracis-33572 183 44 datasets dataset NOUN bracis-33572 183 45 . . PUNCT bracis-33572 184 1 however however ADV bracis-33572 184 2 , , PUNCT bracis-33572 184 3 the the DET bracis-33572 184 4 knora knora PROPN bracis-33572 184 5 - - PUNCT bracis-33572 184 6 e e NOUN bracis-33572 184 7 method method NOUN bracis-33572 184 8 combined combine VERB bracis-33572 184 9 by by ADP bracis-33572 184 10 the the DET bracis-33572 184 11 majority majority NOUN bracis-33572 184 12 vote vote NOUN bracis-33572 184 13 method method NOUN bracis-33572 184 14 achieved achieve VERB bracis-33572 184 15 the the DET bracis-33572 184 16 best good ADJ bracis-33572 184 17 results result NOUN bracis-33572 184 18 in in ADP bracis-33572 184 19 9 9 NUM bracis-33572 184 20 datasets dataset NOUN bracis-33572 184 21 , , PUNCT bracis-33572 184 22 presenting present VERB bracis-33572 184 23 the the DET bracis-33572 184 24 same same ADJ bracis-33572 184 25 average average ADJ bracis-33572 184 26 accuracy accuracy NOUN bracis-33572 184 27 as as ADP bracis-33572 184 28 knora knora PROPN bracis-33572 184 29 - - PUNCT bracis-33572 184 30 e e NOUN bracis-33572 184 31 combined combine VERB bracis-33572 184 32 by by ADP bracis-33572 184 33 sum sum NOUN bracis-33572 184 34 ( ( PUNCT bracis-33572 184 35 89.85 89.85 NUM bracis-33572 184 36 % % NOUN bracis-33572 184 37 ) ) PUNCT bracis-33572 184 38 with with ADP bracis-33572 184 39 8 8 NUM bracis-33572 184 40 best good ADJ bracis-33572 184 41 results result NOUN bracis-33572 184 42 . . PUNCT bracis-33572 185 1 weight weight NOUN bracis-33572 185 2 fusion fusion NOUN bracis-33572 185 3 methods method NOUN bracis-33572 185 4 showed show VERB bracis-33572 185 5 the the DET bracis-33572 185 6 worst bad ADJ bracis-33572 185 7 results result NOUN bracis-33572 185 8 . . PUNCT bracis-33572 186 1 the the DET bracis-33572 186 2 friedman friedman PROPN bracis-33572 186 3 test test NOUN bracis-33572 186 4 was be AUX bracis-33572 186 5 then then ADV bracis-33572 186 6 applied apply VERB bracis-33572 186 7 , , PUNCT bracis-33572 186 8 which which PRON bracis-33572 186 9 identified identify VERB bracis-33572 186 10 statistical statistical ADJ bracis-33572 186 11 differences difference NOUN bracis-33572 186 12 with with ADP bracis-33572 186 13 a a DET bracis-33572 186 14 p p NOUN bracis-33572 186 15 - - PUNCT bracis-33572 186 16 value value NOUN bracis-33572 186 17 < < X bracis-33572 186 18 0.05 0.05 NUM bracis-33572 186 19 . . PUNCT bracis-33572 186 20 table table NOUN bracis-33572 187 1 3 3 NUM bracis-33572 187 2 . . PUNCT bracis-33572 188 1 score score NOUN bracis-33572 188 2 of of ADP bracis-33572 188 3 fusion fusion NOUN bracis-33572 188 4 methods method NOUN bracis-33572 188 5 for for ADP bracis-33572 188 6 partial partial ADJ bracis-33572 188 7 dynamic dynamic ADJ bracis-33572 188 8 ensembles ensemble NOUN bracis-33572 188 9 in in ADP bracis-33572 188 10 knora knora PROPN bracis-33572 188 11 - - PUNCT bracis-33572 188 12 efull efull ADJ bracis-33572 188 13 size size NOUN bracis-33572 188 14 table table NOUN bracis-33572 188 15 when when SCONJ bracis-33572 188 16 applying apply VERB bracis-33572 188 17 the the DET bracis-33572 188 18 post post ADJ bracis-33572 188 19 - - ADJ bracis-33572 188 20 hoc hoc ADJ bracis-33572 188 21 test test NOUN bracis-33572 188 22 , , PUNCT bracis-33572 188 23 the the DET bracis-33572 188 24 cd cd PROPN bracis-33572 188 25 diagram diagram NOUN bracis-33572 188 26 , , PUNCT bracis-33572 188 27 in in ADP bracis-33572 188 28 fig fig NOUN bracis-33572 188 29 . . PUNCT bracis-33572 188 30     SPACE bracis-33572 189 1 2 2 NUM bracis-33572 189 2 , , PUNCT bracis-33572 189 3 results result NOUN bracis-33572 189 4 showed show VERB bracis-33572 189 5 that that SCONJ bracis-33572 189 6 knora knora PROPN bracis-33572 189 7 - - PUNCT bracis-33572 189 8 e e NOUN bracis-33572 189 9 sum sum NOUN bracis-33572 189 10 and and CCONJ bracis-33572 189 11 knora knora PROPN bracis-33572 189 12 - - PUNCT bracis-33572 189 13 e e NOUN bracis-33572 189 14 vote vote NOUN bracis-33572 189 15 provided provide VERB bracis-33572 189 16 the the DET bracis-33572 189 17 best good ADJ bracis-33572 189 18 performance performance NOUN bracis-33572 189 19 . . PUNCT bracis-33572 190 1 however however ADV bracis-33572 190 2 , , PUNCT bracis-33572 190 3 these these DET bracis-33572 190 4 methods method NOUN bracis-33572 190 5 provide provide VERB bracis-33572 190 6 similar similar ADJ bracis-33572 190 7 performance performance NOUN bracis-33572 190 8 from from ADP bracis-33572 190 9 a a DET bracis-33572 190 10 statistical statistical ADJ bracis-33572 190 11 point point NOUN bracis-33572 190 12 of of ADP bracis-33572 190 13 view view NOUN bracis-33572 190 14 . . PUNCT bracis-33572 191 1 for for ADP bracis-33572 191 2 the the DET bracis-33572 191 3 other other ADJ bracis-33572 191 4 methods method NOUN bracis-33572 191 5 , , PUNCT bracis-33572 191 6 the the DET bracis-33572 191 7 statistical statistical ADJ bracis-33572 191 8 test test NOUN bracis-33572 191 9 detected detect VERB bracis-33572 191 10 a a DET bracis-33572 191 11 superiority superiority NOUN bracis-33572 191 12 , , PUNCT bracis-33572 191 13 in in ADP bracis-33572 191 14 terms term NOUN bracis-33572 191 15 of of ADP bracis-33572 191 16 accuracy accuracy NOUN bracis-33572 191 17 , , PUNCT bracis-33572 191 18 of of ADP bracis-33572 191 19 these these DET bracis-33572 191 20 methods method NOUN bracis-33572 191 21 . . PUNCT bracis-33572 192 1 the the DET bracis-33572 192 2 p p PROPN bracis-33572 192 3 - - PUNCT bracis-33572 192 4 dfs dfs NOUN bracis-33572 192 5 and and CCONJ bracis-33572 192 6 knora knora PROPN bracis-33572 192 7 - - PUNCT bracis-33572 192 8 e e NOUN bracis-33572 192 9 edge edge NOUN bracis-33572 192 10 methods method NOUN bracis-33572 192 11 also also ADV bracis-33572 192 12 showed show VERB bracis-33572 192 13 good good ADJ bracis-33572 192 14 results result NOUN bracis-33572 192 15 , , PUNCT bracis-33572 192 16 being be AUX bracis-33572 192 17 superior superior ADJ bracis-33572 192 18 to to ADP bracis-33572 192 19 the the DET bracis-33572 192 20 remaining remain VERB bracis-33572 192 21 methods method NOUN bracis-33572 192 22 , , PUNCT bracis-33572 192 23 from from ADP bracis-33572 192 24 a a DET bracis-33572 192 25 statistical statistical ADJ bracis-33572 192 26 point point NOUN bracis-33572 192 27 of of ADP bracis-33572 192 28 view view NOUN bracis-33572 192 29 . . PUNCT bracis-33572 193 1 as as SCONJ bracis-33572 193 2 there there PRON bracis-33572 193 3 was be VERB bracis-33572 193 4 not not PART bracis-33572 193 5 just just ADV bracis-33572 193 6 one one NUM bracis-33572 193 7 method method NOUN bracis-33572 193 8 that that PRON bracis-33572 193 9 stood stand VERB bracis-33572 193 10 out out ADP bracis-33572 193 11 , , PUNCT bracis-33572 193 12 the the DET bracis-33572 193 13 knora knora PROPN bracis-33572 193 14 - - PUNCT bracis-33572 193 15 e e NOUN bracis-33572 193 16 vote vote NOUN bracis-33572 193 17 method method NOUN bracis-33572 193 18 is be AUX bracis-33572 193 19 selected select VERB bracis-33572 193 20 for for ADP bracis-33572 193 21 the the DET bracis-33572 193 22 best good ADJ bracis-33572 193 23 knora knora ADJ bracis-33572 193 24 - - PUNCT bracis-33572 193 25 e e NOUN bracis-33572 193 26 configuration configuration NOUN bracis-33572 193 27 . . PUNCT bracis-33572 194 1 when when SCONJ bracis-33572 194 2 comparing compare VERB bracis-33572 194 3 the the DET bracis-33572 194 4 p p ADJ bracis-33572 194 5 - - PUNCT bracis-33572 194 6 dfs dfs NOUN bracis-33572 194 7 method method NOUN bracis-33572 194 8 and and CCONJ bracis-33572 194 9 the the DET bracis-33572 194 10 best good ADJ bracis-33572 194 11 knora knora ADJ bracis-33572 194 12 - - PUNCT bracis-33572 194 13 e e NOUN bracis-33572 194 14 method method NOUN bracis-33572 194 15 ( ( PUNCT bracis-33572 194 16 p p NOUN bracis-33572 194 17 - - PUNCT bracis-33572 194 18 dms dms ADJ bracis-33572 194 19 ) ) PUNCT bracis-33572 194 20 method method NOUN bracis-33572 194 21 , , PUNCT bracis-33572 194 22 although although SCONJ bracis-33572 194 23 the the DET bracis-33572 194 24 p p ADJ bracis-33572 194 25 - - PUNCT bracis-33572 194 26 dfs dfs NOUN bracis-33572 194 27 method method NOUN bracis-33572 194 28 provided provide VERB bracis-33572 194 29 the the DET bracis-33572 194 30 best good ADJ bracis-33572 194 31 overall overall ADJ bracis-33572 194 32 accuracy accuracy NOUN bracis-33572 194 33 , , PUNCT bracis-33572 194 34 the the DET bracis-33572 194 35 statistical statistical ADJ bracis-33572 194 36 test test NOUN bracis-33572 194 37 showed show VERB bracis-33572 194 38 that that SCONJ bracis-33572 194 39 the the DET bracis-33572 194 40 use use NOUN bracis-33572 194 41 of of ADP bracis-33572 194 42 dynamic dynamic ADJ bracis-33572 194 43 selection selection NOUN bracis-33572 194 44 in in ADP bracis-33572 194 45 the the DET bracis-33572 194 46 ensemble ensemble ADJ bracis-33572 194 47 members member NOUN bracis-33572 194 48 provided provide VERB bracis-33572 194 49 more more ADV bracis-33572 194 50 robust robust ADJ bracis-33572 194 51 ensembles ensemble NOUN bracis-33572 194 52 . . PUNCT bracis-33572 195 1 fig fig NOUN bracis-33572 195 2 . . PUNCT bracis-33572 196 1 2 2 NUM bracis-33572 196 2 . . X bracis-33572 196 3 critical critical ADJ bracis-33572 196 4 difference difference NOUN bracis-33572 196 5 diagram diagram NOUN bracis-33572 196 6 for for ADP bracis-33572 196 7 partial partial ADJ bracis-33572 196 8 dynamic dynamic ADJ bracis-33572 196 9 ensembles ensemble NOUN bracis-33572 196 10 in in ADP bracis-33572 196 11 knora knora PROPN bracis-33572 196 12 - - PUNCT bracis-33572 196 13 e. e. PROPN bracis-33572 196 14 full full ADJ bracis-33572 196 15 size size NOUN bracis-33572 196 16 image image NOUN bracis-33572 196 17 fh fh PROPN bracis-33572 196 18 - - PUNCT bracis-33572 196 19 des des PROPN bracis-33572 196 20 . . PROPN bracis-33572 196 21 for for ADP bracis-33572 196 22 fh fh PROPN bracis-33572 196 23 - - PUNCT bracis-33572 196 24 des des PROPN bracis-33572 196 25 , , PUNCT bracis-33572 196 26 in in ADP bracis-33572 196 27 table table NOUN bracis-33572 196 28     SPACE bracis-33572 196 29 4 4 NUM bracis-33572 196 30 , , PUNCT bracis-33572 196 31 it it PRON bracis-33572 196 32 can can AUX bracis-33572 196 33 be be AUX bracis-33572 196 34 seen see VERB bracis-33572 196 35 that that SCONJ bracis-33572 196 36 fh fh PROPN bracis-33572 196 37 - - PUNCT bracis-33572 196 38 des des PROPN bracis-33572 196 39 sum sum NOUN bracis-33572 196 40 presented present VERB bracis-33572 196 41 the the DET bracis-33572 196 42 best good ADJ bracis-33572 196 43 overall overall ADJ bracis-33572 196 44 result result NOUN bracis-33572 196 45 ( ( PUNCT bracis-33572 196 46 90.51 90.51 NUM bracis-33572 196 47 % % NOUN bracis-33572 196 48 ) ) PUNCT bracis-33572 196 49 and and CCONJ bracis-33572 196 50 obtained obtain VERB bracis-33572 196 51 the the DET bracis-33572 196 52 best good ADJ bracis-33572 196 53 results result NOUN bracis-33572 196 54 in in ADP bracis-33572 196 55 4 4 NUM bracis-33572 196 56 of of ADP bracis-33572 196 57 the the DET bracis-33572 196 58 20 20 NUM bracis-33572 196 59 datasets dataset NOUN bracis-33572 196 60 . . PUNCT bracis-33572 197 1 followed follow VERB bracis-33572 197 2 by by ADP bracis-33572 197 3 the the DET bracis-33572 197 4 fh fh PROPN bracis-33572 197 5 - - PUNCT bracis-33572 197 6 des des PROPN bracis-33572 197 7 majority majority NOUN bracis-33572 197 8 vote vote NOUN bracis-33572 197 9 method method NOUN bracis-33572 197 10 with with ADP bracis-33572 197 11 90.49 90.49 NUM bracis-33572 197 12 % % NOUN bracis-33572 197 13 , , PUNCT bracis-33572 197 14 which which PRON bracis-33572 197 15 obtained obtain VERB bracis-33572 197 16 the the DET bracis-33572 197 17 best good ADJ bracis-33572 197 18 results result NOUN bracis-33572 197 19 in in ADP bracis-33572 197 20 3 3 NUM bracis-33572 197 21 datasets dataset NOUN bracis-33572 197 22 . . PUNCT bracis-33572 198 1 table table NOUN bracis-33572 198 2 4 4 NUM bracis-33572 198 3 . . PUNCT bracis-33572 199 1 score score NOUN bracis-33572 199 2 of of ADP bracis-33572 199 3 fusion fusion NOUN bracis-33572 199 4 methods method NOUN bracis-33572 199 5 for for ADP bracis-33572 199 6 partial partial ADJ bracis-33572 199 7 dynamic dynamic ADJ bracis-33572 199 8 ensembles ensemble NOUN bracis-33572 199 9 in in ADP bracis-33572 199 10 fh-des.full fh-des.full ADJ bracis-33572 199 11 size size NOUN bracis-33572 199 12 table table NOUN bracis-33572 199 13 the the DET bracis-33572 199 14 fh fh PROPN bracis-33572 199 15 - - PUNCT bracis-33572 199 16 des des X bracis-33572 199 17 mlp mlp PROPN bracis-33572 199 18 hard hard ADV bracis-33572 199 19 and and CCONJ bracis-33572 199 20 weighted weight VERB bracis-33572 199 21 sum sum NOUN bracis-33572 199 22 methods method NOUN bracis-33572 199 23 also also ADV bracis-33572 199 24 presented present VERB bracis-33572 199 25 the the DET bracis-33572 199 26 best good ADJ bracis-33572 199 27 results result NOUN bracis-33572 199 28 in in ADP bracis-33572 199 29 4 4 NUM bracis-33572 199 30 datasets dataset NOUN bracis-33572 199 31 ; ; PUNCT bracis-33572 199 32 however however ADV bracis-33572 199 33 , , PUNCT bracis-33572 199 34 the the DET bracis-33572 199 35 results result NOUN bracis-33572 199 36 were be AUX bracis-33572 199 37 slightly slightly ADV bracis-33572 199 38 lower low ADJ bracis-33572 199 39 than than ADP bracis-33572 199 40 the the DET bracis-33572 199 41 best good ADJ bracis-33572 199 42 fh fh ADJ bracis-33572 199 43 - - PUNCT bracis-33572 199 44 des de NOUN bracis-33572 199 45 methods method NOUN bracis-33572 199 46 . . PUNCT bracis-33572 200 1 fusion fusion NOUN bracis-33572 200 2 by by ADP bracis-33572 200 3 min min NOUN bracis-33572 200 4 and and CCONJ bracis-33572 200 5 geometric geometric ADJ bracis-33572 200 6 mean mean NOUN bracis-33572 200 7 provided provide VERB bracis-33572 200 8 the the DET bracis-33572 200 9 worst bad ADJ bracis-33572 200 10 results result NOUN bracis-33572 200 11 . . PUNCT bracis-33572 201 1 in in ADP bracis-33572 201 2 order order NOUN bracis-33572 201 3 to to PART bracis-33572 201 4 check check VERB bracis-33572 201 5 whether whether SCONJ bracis-33572 201 6 the the DET bracis-33572 201 7 accuracy accuracy NOUN bracis-33572 201 8 levels level NOUN bracis-33572 201 9 derive derive VERB bracis-33572 201 10 from from ADP bracis-33572 201 11 the the DET bracis-33572 201 12 same same ADJ bracis-33572 201 13 population population NOUN bracis-33572 201 14 , , PUNCT bracis-33572 201 15 the the DET bracis-33572 201 16 friedman friedman PROPN bracis-33572 201 17 test test NOUN bracis-33572 201 18 identified identify VERB bracis-33572 201 19 statistical statistical ADJ bracis-33572 201 20 differences difference NOUN bracis-33572 201 21 with with ADP bracis-33572 201 22 a a DET bracis-33572 201 23 p p NOUN bracis-33572 201 24 - - PUNCT bracis-33572 201 25 value value NOUN bracis-33572 201 26 < < X bracis-33572 201 27 0.05 0.05 NUM bracis-33572 201 28 . . PUNCT bracis-33572 202 1 in in ADP bracis-33572 202 2 the the DET bracis-33572 202 3 post post ADJ bracis-33572 202 4 - - ADJ bracis-33572 202 5 hoc hoc ADJ bracis-33572 202 6 test test NOUN bracis-33572 202 7 , , PUNCT bracis-33572 202 8 the the DET bracis-33572 202 9 critical critical ADJ bracis-33572 202 10 difference difference NOUN bracis-33572 202 11 diagram diagram NOUN bracis-33572 202 12 ( ( PUNCT bracis-33572 202 13 fig fig NOUN bracis-33572 202 14 . . PUNCT bracis-33572 202 15     SPACE bracis-33572 202 16 3 3 X bracis-33572 202 17 ) ) PUNCT bracis-33572 202 18 in in ADP bracis-33572 202 19 accuracy accuracy NOUN bracis-33572 202 20 of of ADP bracis-33572 202 21 fh fh PROPN bracis-33572 202 22 - - PUNCT bracis-33572 202 23 des des X bracis-33572 202 24 sum sum NOUN bracis-33572 202 25 , , PUNCT bracis-33572 202 26 majority majority NOUN bracis-33572 202 27 vote vote NOUN bracis-33572 202 28 , , PUNCT bracis-33572 202 29 and and CCONJ bracis-33572 202 30 mlp mlp PROPN bracis-33572 202 31 soft soft ADJ bracis-33572 202 32 class class NOUN bracis-33572 202 33 did do AUX bracis-33572 202 34 not not PART bracis-33572 202 35 present present VERB bracis-33572 202 36 statistically statistically ADV bracis-33572 202 37 significant significant ADJ bracis-33572 202 38 differences difference NOUN bracis-33572 202 39 . . PUNCT bracis-33572 203 1 the the DET bracis-33572 203 2 fh fh PROPN bracis-33572 203 3 - - PUNCT bracis-33572 203 4 des des X bracis-33572 203 5 min min PROPN bracis-33572 203 6 and and CCONJ bracis-33572 203 7 geometric geometric ADJ bracis-33572 203 8 mean mean NOUN bracis-33572 203 9 presented present VERB bracis-33572 203 10 the the DET bracis-33572 203 11 worst bad ADJ bracis-33572 203 12 results result NOUN bracis-33572 203 13 , , PUNCT bracis-33572 203 14 detected detect VERB bracis-33572 203 15 by by ADP bracis-33572 203 16 the the DET bracis-33572 203 17 statistical statistical ADJ bracis-33572 203 18 test test NOUN bracis-33572 203 19 . . PUNCT bracis-33572 204 1 once once ADV bracis-33572 204 2 again again ADV bracis-33572 204 3 , , PUNCT bracis-33572 204 4 as as SCONJ bracis-33572 204 5 there there PRON bracis-33572 204 6 was be VERB bracis-33572 204 7 not not PART bracis-33572 204 8 just just ADV bracis-33572 204 9 one one NUM bracis-33572 204 10 fh fh PROPN bracis-33572 204 11 - - PUNCT bracis-33572 204 12 des des X bracis-33572 204 13 method method NOUN bracis-33572 204 14 that that PRON bracis-33572 204 15 stood stand VERB bracis-33572 204 16 out out ADP bracis-33572 204 17 in in ADP bracis-33572 204 18 the the DET bracis-33572 204 19 statistical statistical ADJ bracis-33572 204 20 test test NOUN bracis-33572 204 21 , , PUNCT bracis-33572 204 22 the the DET bracis-33572 204 23 fh fh PROPN bracis-33572 204 24 - - PUNCT bracis-33572 204 25 des des PROPN bracis-33572 204 26 sum sum NOUN bracis-33572 204 27 method method NOUN bracis-33572 204 28 was be AUX bracis-33572 204 29 selected select VERB bracis-33572 204 30 to to PART bracis-33572 204 31 be be AUX bracis-33572 204 32 the the DET bracis-33572 204 33 best good ADJ bracis-33572 204 34 fh fh ADJ bracis-33572 204 35 - - PUNCT bracis-33572 204 36 des des X bracis-33572 204 37 method method NOUN bracis-33572 204 38 . . PUNCT bracis-33572 205 1 fig fig NOUN bracis-33572 205 2 . . PUNCT bracis-33572 206 1 3 3 X bracis-33572 206 2 . . X bracis-33572 206 3 critical critical ADJ bracis-33572 206 4 difference difference NOUN bracis-33572 206 5 diagram diagram NOUN bracis-33572 206 6 for for ADP bracis-33572 206 7 partial partial ADJ bracis-33572 206 8 dynamic dynamic ADJ bracis-33572 206 9 ensembles ensemble NOUN bracis-33572 206 10 in in ADP bracis-33572 206 11 fh fh PROPN bracis-33572 206 12 - - PUNCT bracis-33572 206 13 des des PROPN bracis-33572 206 14 . . PROPN bracis-33572 206 15 full full ADJ bracis-33572 206 16 size size NOUN bracis-33572 206 17 image image NOUN bracis-33572 206 18 when when SCONJ bracis-33572 206 19 comparing compare VERB bracis-33572 206 20 the the DET bracis-33572 206 21 p p ADJ bracis-33572 206 22 - - PUNCT bracis-33572 206 23 dfs dfs NOUN bracis-33572 206 24 method method NOUN bracis-33572 206 25 and and CCONJ bracis-33572 206 26 the the DET bracis-33572 206 27 best good ADJ bracis-33572 206 28 fh fh ADJ bracis-33572 206 29 - - PUNCT bracis-33572 206 30 des des X bracis-33572 206 31 method method NOUN bracis-33572 206 32 ( ( PUNCT bracis-33572 206 33 p p NOUN bracis-33572 206 34 - - PUNCT bracis-33572 206 35 dms dms ADJ bracis-33572 206 36 ) ) PUNCT bracis-33572 206 37 method method NOUN bracis-33572 206 38 , , PUNCT bracis-33572 206 39 we we PRON bracis-33572 206 40 can can AUX bracis-33572 206 41 observe observe VERB bracis-33572 206 42 a a DET bracis-33572 206 43 superiority superiority NOUN bracis-33572 206 44 of of ADP bracis-33572 206 45 the the DET bracis-33572 206 46 p p ADJ bracis-33572 206 47 - - PUNCT bracis-33572 206 48 dms dms NOUN bracis-33572 206 49 case case NOUN bracis-33572 206 50 , , PUNCT bracis-33572 206 51 showing show VERB bracis-33572 206 52 that that SCONJ bracis-33572 206 53 the the DET bracis-33572 206 54 use use NOUN bracis-33572 206 55 of of ADP bracis-33572 206 56 dynamic dynamic ADJ bracis-33572 206 57 selection selection NOUN bracis-33572 206 58 in in ADP bracis-33572 206 59 the the DET bracis-33572 206 60 ensemble ensemble ADJ bracis-33572 206 61 members member NOUN bracis-33572 206 62 provided provide VERB bracis-33572 206 63 more more ADV bracis-33572 206 64 robust robust ADJ bracis-33572 206 65 ensembles ensemble NOUN bracis-33572 206 66 . . PUNCT bracis-33572 207 1 meta meta VERB bracis-33572 207 2 - - PUNCT bracis-33572 207 3 des des PROPN bracis-33572 207 4 . . PROPN bracis-33572 208 1 in in ADP bracis-33572 208 2 table table NOUN bracis-33572 208 3     SPACE bracis-33572 208 4 5 5 NUM bracis-33572 208 5 , , PUNCT bracis-33572 208 6 for for ADP bracis-33572 208 7 meta meta NOUN bracis-33572 208 8 - - PUNCT bracis-33572 208 9 des des NOUN bracis-33572 208 10 , , PUNCT bracis-33572 208 11 we we PRON bracis-33572 208 12 can can AUX bracis-33572 208 13 observe observe VERB bracis-33572 208 14 that that SCONJ bracis-33572 208 15 meta meta VERB bracis-33572 208 16 - - PUNCT bracis-33572 208 17 des des X bracis-33572 208 18 sum sum NOUN bracis-33572 208 19 and and CCONJ bracis-33572 208 20 majority majority NOUN bracis-33572 208 21 vote vote NOUN bracis-33572 208 22 presented present VERB bracis-33572 208 23 the the DET bracis-33572 208 24 best good ADJ bracis-33572 208 25 overall overall ADJ bracis-33572 208 26 results result NOUN bracis-33572 208 27 ( ( PUNCT bracis-33572 208 28 90.33 90.33 NUM bracis-33572 208 29 % % NOUN bracis-33572 208 30 ) ) PUNCT bracis-33572 208 31 . . PUNCT bracis-33572 209 1 meta meta VERB bracis-33572 209 2 - - PUNCT bracis-33572 209 3 des des X bracis-33572 209 4 sum sum NOUN bracis-33572 209 5 obtained obtain VERB bracis-33572 209 6 the the DET bracis-33572 209 7 best good ADJ bracis-33572 209 8 results result NOUN bracis-33572 209 9 in in ADP bracis-33572 209 10 8 8 NUM bracis-33572 209 11 of of ADP bracis-33572 209 12 the the DET bracis-33572 209 13 20 20 NUM bracis-33572 209 14 datasets dataset NOUN bracis-33572 209 15 . . PUNCT bracis-33572 210 1 the the DET bracis-33572 210 2 meta meta ADJ bracis-33572 210 3 - - PUNCT bracis-33572 210 4 des des ADJ bracis-33572 210 5 vote vote NOUN bracis-33572 210 6 method method NOUN bracis-33572 210 7 obtained obtain VERB bracis-33572 210 8 the the DET bracis-33572 210 9 best good ADJ bracis-33572 210 10 results result NOUN bracis-33572 210 11 in in ADP bracis-33572 210 12 7 7 NUM bracis-33572 210 13 datasets dataset NOUN bracis-33572 210 14 , , PUNCT bracis-33572 210 15 presenting present VERB bracis-33572 210 16 a a DET bracis-33572 210 17 slightly slightly ADV bracis-33572 210 18 lower low ADJ bracis-33572 210 19 accuracy accuracy NOUN bracis-33572 210 20 than than ADP bracis-33572 210 21 sum sum NOUN bracis-33572 210 22 . . PUNCT bracis-33572 211 1 the the DET bracis-33572 211 2 friedman friedman PROPN bracis-33572 211 3 test test NOUN bracis-33572 211 4 was be AUX bracis-33572 211 5 then then ADV bracis-33572 211 6 applied apply VERB bracis-33572 211 7 , , PUNCT bracis-33572 211 8 which which PRON bracis-33572 211 9 identified identify VERB bracis-33572 211 10 statistical statistical ADJ bracis-33572 211 11 differences difference NOUN bracis-33572 211 12 , , PUNCT bracis-33572 211 13 with with ADP bracis-33572 211 14 a a DET bracis-33572 211 15 p p NOUN bracis-33572 211 16 - - PUNCT bracis-33572 211 17 value value NOUN bracis-33572 211 18 < < X bracis-33572 211 19 0.05 0.05 NUM bracis-33572 211 20 in in ADP bracis-33572 211 21 the the DET bracis-33572 211 22 tests test NOUN bracis-33572 211 23 . . PUNCT bracis-33572 212 1 when when SCONJ bracis-33572 212 2 applying apply VERB bracis-33572 212 3 the the DET bracis-33572 212 4 post post ADJ bracis-33572 212 5 - - ADJ bracis-33572 212 6 hoc hoc ADJ bracis-33572 212 7 test test NOUN bracis-33572 212 8 , , PUNCT bracis-33572 212 9 the the DET bracis-33572 212 10 results result NOUN bracis-33572 212 11 of of ADP bracis-33572 212 12 the the DET bracis-33572 212 13 cd cd PROPN bracis-33572 212 14 diagram diagram NOUN bracis-33572 212 15 ( ( PUNCT bracis-33572 212 16 fig fig NOUN bracis-33572 212 17 . . PUNCT bracis-33572 212 18     SPACE bracis-33572 212 19 4 4 X bracis-33572 212 20 ) ) PUNCT bracis-33572 212 21 did do AUX bracis-33572 212 22 not not PART bracis-33572 212 23 show show VERB bracis-33572 212 24 any any DET bracis-33572 212 25 statistically statistically ADV bracis-33572 212 26 significant significant ADJ bracis-33572 212 27 difference difference NOUN bracis-33572 212 28 in in ADP bracis-33572 212 29 the the DET bracis-33572 212 30 accuracy accuracy NOUN bracis-33572 212 31 of of ADP bracis-33572 212 32 meta meta ADJ bracis-33572 212 33 - - PUNCT bracis-33572 212 34 des des X bracis-33572 212 35 sum sum NOUN bracis-33572 212 36 and and CCONJ bracis-33572 212 37 majority majority NOUN bracis-33572 212 38 vote vote NOUN bracis-33572 212 39 again again ADV bracis-33572 212 40 , , PUNCT bracis-33572 212 41 but but CCONJ bracis-33572 212 42 providing provide VERB bracis-33572 212 43 higher high ADJ bracis-33572 212 44 levels level NOUN bracis-33572 212 45 of of ADP bracis-33572 212 46 accuracy accuracy NOUN bracis-33572 212 47 , , PUNCT bracis-33572 212 48 when when SCONJ bracis-33572 212 49 compared compare VERB bracis-33572 212 50 to to ADP bracis-33572 212 51 the the DET bracis-33572 212 52 other other ADJ bracis-33572 212 53 methods method NOUN bracis-33572 212 54 , , PUNCT bracis-33572 212 55 from from ADP bracis-33572 212 56 a a DET bracis-33572 212 57 statistical statistical ADJ bracis-33572 212 58 point point NOUN bracis-33572 212 59 of of ADP bracis-33572 212 60 view view NOUN bracis-33572 212 61 . . PUNCT bracis-33572 213 1 table table NOUN bracis-33572 213 2 5 5 NUM bracis-33572 213 3 . . PUNCT bracis-33572 214 1 score score NOUN bracis-33572 214 2 of of ADP bracis-33572 214 3 fusion fusion NOUN bracis-33572 214 4 methods method NOUN bracis-33572 214 5 for for ADP bracis-33572 214 6 partial partial ADJ bracis-33572 214 7 dynamic dynamic ADJ bracis-33572 214 8 ensembles ensemble NOUN bracis-33572 214 9 in in ADP bracis-33572 214 10 meta-des.full meta-des.full ADJ bracis-33572 214 11 size size NOUN bracis-33572 214 12 table table NOUN bracis-33572 214 13 fig fig NOUN bracis-33572 214 14 . . PUNCT bracis-33572 215 1 4 4 X bracis-33572 215 2 . . X bracis-33572 215 3 critical critical ADJ bracis-33572 215 4 difference difference NOUN bracis-33572 215 5 diagram diagram NOUN bracis-33572 215 6 for for ADP bracis-33572 215 7 partial partial ADJ bracis-33572 215 8 dynamic dynamic ADJ bracis-33572 215 9 ensembles ensemble NOUN bracis-33572 215 10 in in ADP bracis-33572 215 11 meta meta PROPN bracis-33572 215 12 - - PUNCT bracis-33572 215 13 des des PROPN bracis-33572 215 14 . . PROPN bracis-33572 215 15 full full ADJ bracis-33572 215 16 size size NOUN bracis-33572 215 17 image image NOUN bracis-33572 215 18 when when SCONJ bracis-33572 215 19 comparing compare VERB bracis-33572 215 20 the the DET bracis-33572 215 21 p p ADJ bracis-33572 215 22 - - PUNCT bracis-33572 215 23 dfs dfs NOUN bracis-33572 215 24 method method NOUN bracis-33572 215 25 and and CCONJ bracis-33572 215 26 the the DET bracis-33572 215 27 best good ADJ bracis-33572 215 28 meta meta ADJ bracis-33572 215 29 - - PUNCT bracis-33572 215 30 des des X bracis-33572 215 31 method method NOUN bracis-33572 215 32 ( ( PUNCT bracis-33572 215 33 p p NOUN bracis-33572 215 34 - - PUNCT bracis-33572 215 35 dms dms ADJ bracis-33572 215 36 ) ) PUNCT bracis-33572 215 37 method method NOUN bracis-33572 215 38 , , PUNCT bracis-33572 215 39 once once ADV bracis-33572 215 40 again again ADV bracis-33572 215 41 , , PUNCT bracis-33572 215 42 we we PRON bracis-33572 215 43 can can AUX bracis-33572 215 44 observe observe VERB bracis-33572 215 45 a a DET bracis-33572 215 46 superiority superiority NOUN bracis-33572 215 47 of of ADP bracis-33572 215 48 the the DET bracis-33572 215 49 p p ADJ bracis-33572 215 50 - - PUNCT bracis-33572 215 51 dms dms NOUN bracis-33572 215 52 case case NOUN bracis-33572 215 53 , , PUNCT bracis-33572 215 54 showing show VERB bracis-33572 215 55 that that SCONJ bracis-33572 215 56 the the DET bracis-33572 215 57 use use NOUN bracis-33572 215 58 of of ADP bracis-33572 215 59 dynamic dynamic ADJ bracis-33572 215 60 selection selection NOUN bracis-33572 215 61 in in ADP bracis-33572 215 62 the the DET bracis-33572 215 63 ensemble ensemble ADJ bracis-33572 215 64 members member NOUN bracis-33572 215 65 provided provide VERB bracis-33572 215 66 more more ADV bracis-33572 215 67 robust robust ADJ bracis-33572 215 68 ensembles ensemble NOUN bracis-33572 215 69 . . PUNCT bracis-33572 216 1 5.3 5.3 NUM bracis-33572 216 2 the the DET bracis-33572 216 3 fdes fde NOUN bracis-33572 216 4 scenario scenario NOUN bracis-33572 216 5 for for ADP bracis-33572 216 6 the the DET bracis-33572 216 7 fdes fde NOUN bracis-33572 216 8 scenario scenario NOUN bracis-33572 216 9 , , PUNCT bracis-33572 216 10 the the DET bracis-33572 216 11 dynamic dynamic ADJ bracis-33572 216 12 fusion fusion NOUN bracis-33572 216 13 methods method NOUN bracis-33572 216 14 were be AUX bracis-33572 216 15 combined combine VERB bracis-33572 216 16 with with ADP bracis-33572 216 17 meta meta X bracis-33572 216 18 - - PUNCT bracis-33572 216 19 des des PROPN bracis-33572 216 20 , , PUNCT bracis-33572 216 21 knora knora PROPN bracis-33572 216 22 - - PUNCT bracis-33572 216 23 e e PROPN bracis-33572 216 24 and and CCONJ bracis-33572 216 25 fh fh PROPN bracis-33572 216 26 - - PUNCT bracis-33572 216 27 des des PROPN bracis-33572 216 28 , , PUNCT bracis-33572 216 29 leading lead VERB bracis-33572 216 30 to to ADP bracis-33572 216 31 3 3 NUM bracis-33572 216 32 fdes fde NOUN bracis-33572 216 33 configurations configuration NOUN bracis-33572 216 34 . . PUNCT bracis-33572 217 1 for for ADP bracis-33572 217 2 comparison comparison NOUN bracis-33572 217 3 purposes purpose NOUN bracis-33572 217 4 , , PUNCT bracis-33572 217 5 the the DET bracis-33572 217 6 best good ADJ bracis-33572 217 7 3 3 NUM bracis-33572 217 8 pdes pde NOUN bracis-33572 217 9 configurations configuration NOUN bracis-33572 217 10 ( ( PUNCT bracis-33572 217 11 one one NUM bracis-33572 217 12 for for ADP bracis-33572 217 13 meta meta X bracis-33572 217 14 - - PUNCT bracis-33572 217 15 des des PROPN bracis-33572 217 16 , , PUNCT bracis-33572 217 17 one one NUM bracis-33572 217 18 for for ADP bracis-33572 217 19 knora knora PROPN bracis-33572 217 20 - - PUNCT bracis-33572 217 21 e e NOUN bracis-33572 217 22 and and CCONJ bracis-33572 217 23 one one NUM bracis-33572 217 24 for for ADP bracis-33572 217 25 fh fh PROPN bracis-33572 217 26 - - PUNCT bracis-33572 217 27 des de NOUN bracis-33572 217 28 ) ) PUNCT bracis-33572 217 29 are be AUX bracis-33572 217 30 also also ADV bracis-33572 217 31 presented present VERB bracis-33572 217 32 , , PUNCT bracis-33572 217 33 along along ADP bracis-33572 217 34 with with ADP bracis-33572 217 35 p p NOUN bracis-33572 217 36 - - PUNCT bracis-33572 217 37 dfs dfs NOUN bracis-33572 217 38 and and CCONJ bracis-33572 217 39 the the DET bracis-33572 217 40 best good ADJ bracis-33572 217 41 fses fse NOUN bracis-33572 217 42 configuration configuration NOUN bracis-33572 217 43 . . PUNCT bracis-33572 218 1 table table NOUN bracis-33572 218 2     SPACE bracis-33572 218 3 6 6 NUM bracis-33572 218 4 presents present VERB bracis-33572 218 5 the the DET bracis-33572 218 6 results result NOUN bracis-33572 218 7 of of ADP bracis-33572 218 8 all all DET bracis-33572 218 9 evaluated evaluated ADJ bracis-33572 218 10 methods method NOUN bracis-33572 218 11 . . PUNCT bracis-33572 219 1 table table NOUN bracis-33572 219 2 6 6 NUM bracis-33572 219 3 . . PUNCT bracis-33572 220 1 score score NOUN bracis-33572 220 2 of of ADP bracis-33572 220 3 fusion fusion NOUN bracis-33572 220 4 methods method NOUN bracis-33572 220 5 in in ADP bracis-33572 220 6 full full ADJ bracis-33572 220 7 dynamic dynamic ADJ bracis-33572 220 8 ensembles.full ensembles.full NOUN bracis-33572 220 9 size size NOUN bracis-33572 220 10 table table NOUN bracis-33572 220 11 from from ADP bracis-33572 220 12 table table NOUN bracis-33572 220 13     SPACE bracis-33572 220 14 6 6 NUM bracis-33572 220 15 , , PUNCT bracis-33572 220 16 we we PRON bracis-33572 220 17 can can AUX bracis-33572 220 18 see see VERB bracis-33572 220 19 that that SCONJ bracis-33572 220 20 fdes fde NOUN bracis-33572 220 21 ( ( PUNCT bracis-33572 220 22 fh fh PROPN bracis-33572 220 23 - - PUNCT bracis-33572 220 24 des des PROPN bracis-33572 220 25 ) ) PUNCT bracis-33572 220 26 achieved achieve VERB bracis-33572 220 27 the the DET bracis-33572 220 28 best good ADJ bracis-33572 220 29 overall overall ADJ bracis-33572 220 30 accuracy accuracy NOUN bracis-33572 220 31 levels level NOUN bracis-33572 220 32 ( ( PUNCT bracis-33572 220 33 90.86 90.86 NUM bracis-33572 220 34 % % NOUN bracis-33572 220 35 ) ) PUNCT bracis-33572 220 36 , , PUNCT bracis-33572 220 37 closely closely ADV bracis-33572 220 38 followed follow VERB bracis-33572 220 39 by by ADP bracis-33572 220 40 fdes fde NOUN bracis-33572 220 41 ( ( PUNCT bracis-33572 220 42 meta meta X bracis-33572 220 43 - - PUNCT bracis-33572 220 44 des des NOUN bracis-33572 220 45 ) ) PUNCT bracis-33572 220 46 ( ( PUNCT bracis-33572 220 47 90.75 90.75 NUM bracis-33572 220 48 % % NOUN bracis-33572 220 49 ) ) PUNCT bracis-33572 220 50 , , PUNCT bracis-33572 220 51 and and CCONJ bracis-33572 220 52 then then ADV bracis-33572 220 53 fdes fde NOUN bracis-33572 220 54 ( ( PUNCT bracis-33572 220 55 knora knora NOUN bracis-33572 220 56 - - PUNCT bracis-33572 220 57 e e NOUN bracis-33572 220 58 ) ) PUNCT bracis-33572 220 59 ( ( PUNCT bracis-33572 220 60 90.52 90.52 NUM bracis-33572 220 61 ) ) PUNCT bracis-33572 220 62 . . PUNCT bracis-33572 221 1 these these DET bracis-33572 221 2 methos methos PROPN bracis-33572 221 3 delivered deliver VERB bracis-33572 221 4 the the DET bracis-33572 221 5 best good ADJ bracis-33572 221 6 result result NOUN bracis-33572 221 7 in in ADP bracis-33572 221 8 5 5 NUM bracis-33572 221 9 out out ADP bracis-33572 221 10 of of ADP bracis-33572 221 11 20 20 NUM bracis-33572 221 12 datasets dataset NOUN bracis-33572 221 13 each each PRON bracis-33572 221 14 . . PUNCT bracis-33572 222 1 then then ADV bracis-33572 222 2 , , PUNCT bracis-33572 222 3 the the DET bracis-33572 222 4 fh fh PROPN bracis-33572 222 5 - - PUNCT bracis-33572 222 6 des des PROPN bracis-33572 222 7 sum sum NOUN bracis-33572 222 8 method method NOUN bracis-33572 222 9 is be AUX bracis-33572 222 10 the the DET bracis-33572 222 11 best good ADJ bracis-33572 222 12 pdes pde NOUN bracis-33572 222 13 case case NOUN bracis-33572 222 14 ( ( PUNCT bracis-33572 222 15 90.51 90.51 NUM bracis-33572 222 16 % % NOUN bracis-33572 222 17 ) ) PUNCT bracis-33572 222 18 , , PUNCT bracis-33572 222 19 followed follow VERB bracis-33572 222 20 by by ADP bracis-33572 222 21 meta meta ADJ bracis-33572 222 22 - - PUNCT bracis-33572 222 23 des des NOUN bracis-33572 222 24 vote vote NOUN bracis-33572 222 25 and and CCONJ bracis-33572 222 26 knora knora PROPN bracis-33572 222 27 - - PUNCT bracis-33572 222 28 e e NOUN bracis-33572 222 29 vote vote NOUN bracis-33572 222 30 and and CCONJ bracis-33572 222 31 then then ADV bracis-33572 222 32 the the DET bracis-33572 222 33 p p ADJ bracis-33572 222 34 - - PUNCT bracis-33572 222 35 dfs dfs NOUN bracis-33572 222 36 method method NOUN bracis-33572 222 37 . . PUNCT bracis-33572 223 1 finally finally ADV bracis-33572 223 2 , , PUNCT bracis-33572 223 3 the the DET bracis-33572 223 4 worst bad ADJ bracis-33572 223 5 result result NOUN bracis-33572 223 6 was be AUX bracis-33572 223 7 obtained obtain VERB bracis-33572 223 8 by by ADP bracis-33572 223 9 the the DET bracis-33572 223 10 fses fse NOUN bracis-33572 223 11 sum sum NOUN bracis-33572 223 12 method method NOUN bracis-33572 223 13 . . PUNCT bracis-33572 224 1 as as SCONJ bracis-33572 224 2 it it PRON bracis-33572 224 3 can can AUX bracis-33572 224 4 be be AUX bracis-33572 224 5 seen see VERB bracis-33572 224 6 , , PUNCT bracis-33572 224 7 the the DET bracis-33572 224 8 use use NOUN bracis-33572 224 9 of of ADP bracis-33572 224 10 dynamic dynamic ADJ bracis-33572 224 11 selection selection NOUN bracis-33572 224 12 on on ADP bracis-33572 224 13 both both CCONJ bracis-33572 224 14 ensemble ensemble ADJ bracis-33572 224 15 members member NOUN bracis-33572 224 16 and and CCONJ bracis-33572 224 17 combination combination NOUN bracis-33572 224 18 methods method NOUN bracis-33572 224 19 provides provide VERB bracis-33572 224 20 the the DET bracis-33572 224 21 most most ADV bracis-33572 224 22 robust robust ADJ bracis-33572 224 23 classifier classifier NOUN bracis-33572 224 24 ensembles ensemble NOUN bracis-33572 224 25 . . PUNCT bracis-33572 225 1 figure figure NOUN bracis-33572 225 2     SPACE bracis-33572 225 3 5 5 NUM bracis-33572 225 4 presents present VERB bracis-33572 225 5 the the DET bracis-33572 225 6 cd cd PROPN bracis-33572 225 7 diagram diagram NOUN bracis-33572 225 8 of of ADP bracis-33572 225 9 the the DET bracis-33572 225 10 post post ADJ bracis-33572 225 11 - - ADJ bracis-33572 225 12 hoc hoc ADJ bracis-33572 225 13 test test NOUN bracis-33572 225 14 on on ADP bracis-33572 225 15 the the DET bracis-33572 225 16 results result NOUN bracis-33572 225 17 of of ADP bracis-33572 225 18 table table NOUN bracis-33572 225 19     SPACE bracis-33572 225 20 6 6 NUM bracis-33572 225 21 . . PUNCT bracis-33572 225 22 from from ADP bracis-33572 225 23 this this DET bracis-33572 225 24 figure figure NOUN bracis-33572 225 25 , , PUNCT bracis-33572 225 26 it it PRON bracis-33572 225 27 was be AUX bracis-33572 225 28 possible possible ADJ bracis-33572 225 29 to to PART bracis-33572 225 30 detect detect VERB bracis-33572 225 31 that that SCONJ bracis-33572 225 32 the the DET bracis-33572 225 33 accuracy accuracy NOUN bracis-33572 225 34 of of ADP bracis-33572 225 35 all all DET bracis-33572 225 36 three three NUM bracis-33572 225 37 fdes fde NOUN bracis-33572 225 38 configurations configuration NOUN bracis-33572 225 39 showed show VERB bracis-33572 225 40 the the DET bracis-33572 225 41 most most ADV bracis-33572 225 42 accurate accurate ADJ bracis-33572 225 43 classifier classifier NOUN bracis-33572 225 44 ensembles ensemble NOUN bracis-33572 225 45 . . PUNCT bracis-33572 226 1 additionally additionally ADV bracis-33572 226 2 , , PUNCT bracis-33572 226 3 the the DET bracis-33572 226 4 statistical statistical ADJ bracis-33572 226 5 test test NOUN bracis-33572 226 6 detected detect VERB bracis-33572 226 7 superiority superiority NOUN bracis-33572 226 8 , , PUNCT bracis-33572 226 9 in in ADP bracis-33572 226 10 terms term NOUN bracis-33572 226 11 of of ADP bracis-33572 226 12 accuracy accuracy NOUN bracis-33572 226 13 of of ADP bracis-33572 226 14 the the DET bracis-33572 226 15 fdes fde NOUN bracis-33572 226 16 configurations configuration NOUN bracis-33572 226 17 , , PUNCT bracis-33572 226 18 when when SCONJ bracis-33572 226 19 compared compare VERB bracis-33572 226 20 to to ADP bracis-33572 226 21 the the DET bracis-33572 226 22 remaining remain VERB bracis-33572 226 23 analyzed analyze VERB bracis-33572 226 24 methods method NOUN bracis-33572 226 25 . . PUNCT bracis-33572 227 1 the the DET bracis-33572 227 2 results result NOUN bracis-33572 227 3 obtained obtain VERB bracis-33572 227 4 in in ADP bracis-33572 227 5 fig fig NOUN bracis-33572 227 6 . . PUNCT bracis-33572 227 7     SPACE bracis-33572 227 8 5 5 NUM bracis-33572 227 9 corroborates corroborate VERB bracis-33572 227 10 the the DET bracis-33572 227 11 results result NOUN bracis-33572 227 12 of of ADP bracis-33572 227 13 table table NOUN bracis-33572 227 14     SPACE bracis-33572 227 15 6 6 NUM bracis-33572 227 16 , , PUNCT bracis-33572 227 17 in in ADP bracis-33572 227 18 which which PRON bracis-33572 227 19 the the DET bracis-33572 227 20 use use NOUN bracis-33572 227 21 of of ADP bracis-33572 227 22 dynamic dynamic ADJ bracis-33572 227 23 selection selection NOUN bracis-33572 227 24 on on ADP bracis-33572 227 25 both both CCONJ bracis-33572 227 26 ensemble ensemble ADJ bracis-33572 227 27 members member NOUN bracis-33572 227 28 and and CCONJ bracis-33572 227 29 combination combination NOUN bracis-33572 227 30 methods method NOUN bracis-33572 227 31 provides provide VERB bracis-33572 227 32 the the DET bracis-33572 227 33 most most ADV bracis-33572 227 34 robust robust ADJ bracis-33572 227 35 classifier classifier NOUN bracis-33572 227 36 ensembles ensemble NOUN bracis-33572 227 37 . . PUNCT bracis-33572 228 1 when when SCONJ bracis-33572 228 2 using use VERB bracis-33572 228 3 dynamicity dynamicity NOUN bracis-33572 228 4 in in ADP bracis-33572 228 5 the the DET bracis-33572 228 6 selection selection NOUN bracis-33572 228 7 of of ADP bracis-33572 228 8 one one NUM bracis-33572 228 9 parameter parameter NOUN bracis-33572 228 10 , , PUNCT bracis-33572 228 11 the the DET bracis-33572 228 12 dynamic dynamic ADJ bracis-33572 228 13 selection selection NOUN bracis-33572 228 14 of of ADP bracis-33572 228 15 ensemble ensemble ADJ bracis-33572 228 16 members member NOUN bracis-33572 228 17 provided provide VERB bracis-33572 228 18 the the DET bracis-33572 228 19 best good ADJ bracis-33572 228 20 results result NOUN bracis-33572 228 21 . . PUNCT bracis-33572 229 1 finally finally ADV bracis-33572 229 2 , , PUNCT bracis-33572 229 3 the the DET bracis-33572 229 4 static static ADJ bracis-33572 229 5 selection selection NOUN bracis-33572 229 6 delivered deliver VERB bracis-33572 229 7 the the DET bracis-33572 229 8 worst bad ADJ bracis-33572 229 9 results result NOUN bracis-33572 229 10 , , PUNCT bracis-33572 229 11 detected detect VERB bracis-33572 229 12 by by ADP bracis-33572 229 13 the the DET bracis-33572 229 14 statistical statistical ADJ bracis-33572 229 15 test test NOUN bracis-33572 229 16 . . PUNCT bracis-33572 230 1 fig fig NOUN bracis-33572 230 2 . . PUNCT bracis-33572 231 1 5 5 X bracis-33572 231 2 . . X bracis-33572 231 3 cd cd PROPN bracis-33572 231 4 diagram diagram NOUN bracis-33572 231 5 for for ADP bracis-33572 231 6 full full ADJ bracis-33572 231 7 dynamic dynamic ADJ bracis-33572 231 8 ensemble ensemble ADJ bracis-33572 231 9 full full ADJ bracis-33572 231 10 size size NOUN bracis-33572 231 11 image image NOUN bracis-33572 231 12 6 6 NUM bracis-33572 231 13 final final ADJ bracis-33572 231 14 remarks remark NOUN bracis-33572 231 15 this this DET bracis-33572 231 16 paper paper NOUN bracis-33572 231 17 proposed propose VERB bracis-33572 231 18 an an DET bracis-33572 231 19 exploratory exploratory ADJ bracis-33572 231 20 analysis analysis NOUN bracis-33572 231 21 of of ADP bracis-33572 231 22 the the DET bracis-33572 231 23 dynamic dynamic ADJ bracis-33572 231 24 selection selection NOUN bracis-33572 231 25 of of ADP bracis-33572 231 26 the the DET bracis-33572 231 27 most most ADV bracis-33572 231 28 important important ADJ bracis-33572 231 29 parameters parameter NOUN bracis-33572 231 30 of of ADP bracis-33572 231 31 a a DET bracis-33572 231 32 classifier classifier NOUN bracis-33572 231 33 ensemble ensemble ADJ bracis-33572 231 34 . . PUNCT bracis-33572 232 1 in in ADP bracis-33572 232 2 order order NOUN bracis-33572 232 3 to to PART bracis-33572 232 4 perform perform VERB bracis-33572 232 5 this this DET bracis-33572 232 6 analysis analysis NOUN bracis-33572 232 7 , , PUNCT bracis-33572 232 8 three three NUM bracis-33572 232 9 dynamic dynamic ADJ bracis-33572 232 10 selection selection NOUN bracis-33572 232 11 scenarios scenario NOUN bracis-33572 232 12 are be AUX bracis-33572 232 13 defined define VERB bracis-33572 232 14 , , PUNCT bracis-33572 232 15 which which PRON bracis-33572 232 16 are be AUX bracis-33572 232 17 : : PUNCT bracis-33572 232 18 fses fse NOUN bracis-33572 232 19 ( ( PUNCT bracis-33572 232 20 full full ADJ bracis-33572 232 21 static static ADJ bracis-33572 232 22 ensemble ensemble ADJ bracis-33572 232 23 selection selection NOUN bracis-33572 232 24 ) ) PUNCT bracis-33572 232 25 ; ; PUNCT bracis-33572 232 26 pdes pde NOUN bracis-33572 232 27 ( ( PUNCT bracis-33572 232 28 partial partial ADJ bracis-33572 232 29 dynamic dynamic ADJ bracis-33572 232 30 ensemble ensemble ADJ bracis-33572 232 31 selection selection NOUN bracis-33572 232 32 ) ) PUNCT bracis-33572 232 33 with with ADP bracis-33572 232 34 two two NUM bracis-33572 232 35 cases case NOUN bracis-33572 232 36 : : PUNCT bracis-33572 232 37 p p X bracis-33572 232 38 - - PUNCT bracis-33572 232 39 dfs dfs NOUN bracis-33572 232 40 ( ( PUNCT bracis-33572 232 41 partial partial ADJ bracis-33572 232 42 dynamic dynamic ADJ bracis-33572 232 43 fusion fusion NOUN bracis-33572 232 44 selection selection NOUN bracis-33572 232 45 ) ) PUNCT bracis-33572 232 46 and and CCONJ bracis-33572 232 47 p p X bracis-33572 232 48 - - PUNCT bracis-33572 232 49 dms dms ADJ bracis-33572 232 50 ( ( PUNCT bracis-33572 232 51 partial partial ADJ bracis-33572 232 52 dynamic dynamic ADJ bracis-33572 232 53 member member NOUN bracis-33572 232 54 selection selection NOUN bracis-33572 232 55 ) ) PUNCT bracis-33572 232 56 ; ; PUNCT bracis-33572 232 57 and and CCONJ bracis-33572 232 58 fdes fde NOUN bracis-33572 232 59 ( ( PUNCT bracis-33572 232 60 full full ADJ bracis-33572 232 61 dynamic dynamic ADJ bracis-33572 232 62 ensemble ensemble ADJ bracis-33572 232 63 selection selection NOUN bracis-33572 232 64 ) ) PUNCT bracis-33572 232 65 . . PUNCT bracis-33572 233 1 the the DET bracis-33572 233 2 main main ADJ bracis-33572 233 3 aim aim NOUN bracis-33572 233 4 is be AUX bracis-33572 233 5 to to PART bracis-33572 233 6 assess assess VERB bracis-33572 233 7 the the DET bracis-33572 233 8 impact impact NOUN bracis-33572 233 9 of of ADP bracis-33572 233 10 dynamic dynamic ADJ bracis-33572 233 11 selection selection NOUN bracis-33572 233 12 in in ADP bracis-33572 233 13 the the DET bracis-33572 233 14 performance performance NOUN bracis-33572 233 15 of of ADP bracis-33572 233 16 classifier classifier ADJ bracis-33572 233 17 ensembles ensemble NOUN bracis-33572 233 18 . . PUNCT bracis-33572 234 1 through through ADP bracis-33572 234 2 this this DET bracis-33572 234 3 exploratory exploratory ADJ bracis-33572 234 4 analysis analysis NOUN bracis-33572 234 5 , , PUNCT bracis-33572 234 6 it it PRON bracis-33572 234 7 can can AUX bracis-33572 234 8 be be AUX bracis-33572 234 9 observed observe VERB bracis-33572 234 10 that that SCONJ bracis-33572 234 11 the the DET bracis-33572 234 12 use use NOUN bracis-33572 234 13 of of ADP bracis-33572 234 14 dynamic dynamic ADJ bracis-33572 234 15 selection selection NOUN bracis-33572 234 16 on on ADP bracis-33572 234 17 both both CCONJ bracis-33572 234 18 ensemble ensemble ADJ bracis-33572 234 19 members member NOUN bracis-33572 234 20 and and CCONJ bracis-33572 234 21 combination combination NOUN bracis-33572 234 22 methods method NOUN bracis-33572 234 23 provides provide VERB bracis-33572 234 24 the the DET bracis-33572 234 25 most most ADV bracis-33572 234 26 robust robust ADJ bracis-33572 234 27 classifier classifier NOUN bracis-33572 234 28 ensembles ensemble NOUN bracis-33572 234 29 . . PUNCT bracis-33572 235 1 when when SCONJ bracis-33572 235 2 using use VERB bracis-33572 235 3 dynamicity dynamicity NOUN bracis-33572 235 4 in in ADP bracis-33572 235 5 the the DET bracis-33572 235 6 selection selection NOUN bracis-33572 235 7 of of ADP bracis-33572 235 8 one one NUM bracis-33572 235 9 parameter parameter NOUN bracis-33572 235 10 , , PUNCT bracis-33572 235 11 the the DET bracis-33572 235 12 dynamic dynamic ADJ bracis-33572 235 13 selection selection NOUN bracis-33572 235 14 of of ADP bracis-33572 235 15 ensemble ensemble ADJ bracis-33572 235 16 members member NOUN bracis-33572 235 17 provided provide VERB bracis-33572 235 18 the the DET bracis-33572 235 19 best good ADJ bracis-33572 235 20 results result NOUN bracis-33572 235 21 . . PUNCT bracis-33572 236 1 finally finally ADV bracis-33572 236 2 , , PUNCT bracis-33572 236 3 the the DET bracis-33572 236 4 static static ADJ bracis-33572 236 5 selection selection NOUN bracis-33572 236 6 delivered deliver VERB bracis-33572 236 7 the the DET bracis-33572 236 8 worst bad ADJ bracis-33572 236 9 results result NOUN bracis-33572 236 10 , , PUNCT bracis-33572 236 11 detected detect VERB bracis-33572 236 12 by by ADP bracis-33572 236 13 the the DET bracis-33572 236 14 statistical statistical ADJ bracis-33572 236 15 test test NOUN bracis-33572 236 16 . . PUNCT bracis-33572 237 1 as as ADP bracis-33572 237 2 future future ADJ bracis-33572 237 3 analysis analysis NOUN bracis-33572 237 4 , , PUNCT bracis-33572 237 5 it it PRON bracis-33572 237 6 is be AUX bracis-33572 237 7 necessary necessary ADJ bracis-33572 237 8 to to PART bracis-33572 237 9 expand expand VERB bracis-33572 237 10 this this DET bracis-33572 237 11 analysis analysis NOUN bracis-33572 237 12 using use VERB bracis-33572 237 13 different different ADJ bracis-33572 237 14 dynamic dynamic ADJ bracis-33572 237 15 selection selection NOUN bracis-33572 237 16 approach approach NOUN bracis-33572 237 17 that that PRON bracis-33572 237 18 are be AUX bracis-33572 237 19 not not PART bracis-33572 237 20 based base VERB bracis-33572 237 21 on on ADP bracis-33572 237 22 region region NOUN bracis-33572 237 23 of of ADP bracis-33572 237 24 competence competence NOUN bracis-33572 237 25 . . PUNCT bracis-33572 238 1 a a DET bracis-33572 238 2 statistical statistical ADJ bracis-33572 238 3 analysis analysis NOUN bracis-33572 238 4 comparing compare VERB bracis-33572 238 5 methods method NOUN bracis-33572 238 6 across across ADP bracis-33572 238 7 different different ADJ bracis-33572 238 8 strategies strategy NOUN bracis-33572 238 9 is be AUX bracis-33572 238 10 also also ADV bracis-33572 238 11 needed need VERB bracis-33572 238 12 . . PUNCT bracis-33572 239 1 finally finally ADV bracis-33572 239 2 , , PUNCT bracis-33572 239 3 this this DET bracis-33572 239 4 empirical empirical ADJ bracis-33572 239 5 study study NOUN bracis-33572 239 6 was be AUX bracis-33572 239 7 limited limit VERB bracis-33572 239 8 to to ADP bracis-33572 239 9 20 20 NUM bracis-33572 239 10 classification classification NOUN bracis-33572 239 11 datasets dataset NOUN bracis-33572 239 12 . . PUNCT bracis-33572 240 1 it it PRON bracis-33572 240 2 is be AUX bracis-33572 240 3 important important ADJ bracis-33572 240 4 to to PART bracis-33572 240 5 perform perform VERB bracis-33572 240 6 an an DET bracis-33572 240 7 analysis analysis NOUN bracis-33572 240 8 with with ADP bracis-33572 240 9 more more ADV bracis-33572 240 10 robust robust ADJ bracis-33572 240 11 datasets dataset NOUN bracis-33572 240 12 . . PUNCT bracis-33572 241 1 references reference NOUN bracis-33572 241 2 kuncheva kuncheva PROPN bracis-33572 241 3 , , PUNCT bracis-33572 241 4 l.i l.i PROPN bracis-33572 241 5 . . PROPN bracis-33572 241 6 : : PUNCT bracis-33572 241 7 combining combine VERB bracis-33572 241 8 pattern pattern NOUN bracis-33572 241 9 classifiers classifier NOUN bracis-33572 241 10 : : PUNCT bracis-33572 241 11 methods method NOUN bracis-33572 241 12 and and CCONJ bracis-33572 241 13 algorithms algorithm NOUN bracis-33572 241 14 . . PUNCT bracis-33572 242 1 [ [ X bracis-33572 242 2 s.l s.l PROPN bracis-33572 242 3 . . NOUN bracis-33572 242 4 ] ] X bracis-33572 242 5 : : PUNCT bracis-33572 242 6 wiley wiley PROPN bracis-33572 242 7 ( ( PUNCT bracis-33572 242 8 2004 2004 NUM bracis-33572 242 9 ) ) PUNCT bracis-33572 242 10 google google PROPN bracis-33572 242 11 scholar scholar NOUN bracis-33572 242 12     SPACE bracis-33572 242 13 feitosa feitosa NOUN bracis-33572 242 14 , , PUNCT bracis-33572 242 15 a.a a.a PROPN bracis-33572 242 16 . . PROPN bracis-33572 242 17 , , PUNCT bracis-33572 242 18 canuto canuto PROPN bracis-33572 242 19 , , PUNCT bracis-33572 242 20 a.m.p a.m.p PROPN bracis-33572 242 21 . . PUNCT bracis-33572 242 22 : : PUNCT bracis-33572 243 1 an an DET bracis-33572 243 2 exploratory exploratory ADJ bracis-33572 243 3 study study NOUN bracis-33572 243 4 of of ADP bracis-33572 243 5 mono mono PROPN bracis-33572 243 6 and and CCONJ bracis-33572 243 7 multi multi ADJ bracis-33572 243 8 - - ADJ bracis-33572 243 9 objective objective ADJ bracis-33572 243 10 metaheuristics metaheuristic NOUN bracis-33572 243 11 to to PART bracis-33572 243 12 ensemble ensemble VERB bracis-33572 243 13 of of ADP bracis-33572 243 14 classifiers classifier NOUN bracis-33572 243 15 . . PUNCT bracis-33572 244 1 appl appl PROPN bracis-33572 244 2 . . PUNCT bracis-33572 245 1 intell intell PROPN bracis-33572 245 2 . . PUNCT bracis-33572 246 1 48(2 48(2 NUM bracis-33572 246 2 ) ) PUNCT bracis-33572 246 3 , , PUNCT bracis-33572 246 4 416–431 416–431 NUM bracis-33572 246 5 ( ( PUNCT bracis-33572 246 6 2018 2018 NUM bracis-33572 246 7 ) ) PUNCT bracis-33572 246 8 article article NOUN bracis-33572 246 9     SPACE bracis-33572 246 10 google google PROPN bracis-33572 246 11 scholar scholar NOUN bracis-33572 246 12     SPACE bracis-33572 246 13 kordík kordík NOUN bracis-33572 246 14 , , PUNCT bracis-33572 246 15 p. p. NOUN bracis-33572 246 16 , , PUNCT bracis-33572 246 17 cerný cerný PROPN bracis-33572 246 18 , , PUNCT bracis-33572 246 19 j. j. PROPN bracis-33572 246 20 , , PUNCT bracis-33572 246 21 frýda frýda NOUN bracis-33572 246 22 , , PUNCT bracis-33572 246 23 t. t. PROPN bracis-33572 246 24 : : PUNCT bracis-33572 246 25 discovering discover VERB bracis-33572 246 26 predictive predictive ADJ bracis-33572 246 27 ensembles ensemble NOUN bracis-33572 246 28 for for ADP bracis-33572 246 29 transfer transfer NOUN bracis-33572 246 30 learning learning NOUN bracis-33572 246 31 and and CCONJ bracis-33572 246 32 meta meta NOUN bracis-33572 246 33 - - PUNCT bracis-33572 246 34 learning learning NOUN bracis-33572 246 35 . . PUNCT bracis-33572 247 1 mach mach NOUN bracis-33572 247 2 . . PUNCT bracis-33572 248 1 learn learn VERB bracis-33572 248 2 . . PUNCT bracis-33572 249 1 107(1 107(1 NUM bracis-33572 249 2 ) ) PUNCT bracis-33572 249 3 , , PUNCT bracis-33572 249 4 177–207 177–207 NUM bracis-33572 249 5 ( ( PUNCT bracis-33572 249 6 2018 2018 NUM bracis-33572 249 7 ) ) PUNCT bracis-33572 249 8 article article NOUN bracis-33572 249 9     SPACE bracis-33572 249 10 mathscinet mathscinet NOUN bracis-33572 249 11     SPACE bracis-33572 249 12 google google PROPN bracis-33572 249 13 scholar scholar NOUN bracis-33572 249 14     SPACE bracis-33572 249 15 ko ko PROPN bracis-33572 249 16 , , PUNCT bracis-33572 249 17 a.h.r a.h.r PROPN bracis-33572 249 18 . . PROPN bracis-33572 249 19 , , PUNCT bracis-33572 249 20 sabourin sabourin PROPN bracis-33572 249 21 , , PUNCT bracis-33572 249 22 r. r. PROPN bracis-33572 249 23 , , PUNCT bracis-33572 249 24 britto britto PROPN bracis-33572 249 25 , , PUNCT bracis-33572 249 26 a.s a.s PROPN bracis-33572 249 27 . . PROPN bracis-33572 249 28 , , PUNCT bracis-33572 249 29 jr jr PROPN bracis-33572 249 30 . . PUNCT bracis-33572 249 31 : : PUNCT bracis-33572 250 1 from from ADP bracis-33572 250 2 dynamic dynamic ADJ bracis-33572 250 3 classifier classifier NOUN bracis-33572 250 4 selection selection NOUN bracis-33572 250 5 to to ADP bracis-33572 250 6 dynamic dynamic ADJ bracis-33572 250 7 ensemble ensemble ADJ bracis-33572 250 8 selection selection NOUN bracis-33572 250 9 . . PUNCT bracis-33572 251 1 pattern pattern NOUN bracis-33572 251 2 recogn recogn PROPN bracis-33572 251 3 . . PUNCT bracis-33572 252 1 41(5 41(5 NUM bracis-33572 252 2 ) ) PUNCT bracis-33572 252 3 , , PUNCT bracis-33572 252 4 1718–1731 1718–1731 NUM bracis-33572 252 5 ( ( PUNCT bracis-33572 252 6 2008 2008 NUM bracis-33572 252 7 ) ) PUNCT bracis-33572 252 8 article article NOUN bracis-33572 252 9     SPACE bracis-33572 252 10 math math NOUN bracis-33572 252 11     SPACE bracis-33572 252 12 google google PROPN bracis-33572 252 13 scholar scholar NOUN bracis-33572 252 14     SPACE bracis-33572 252 15 cruz cruz NOUN bracis-33572 252 16 , , PUNCT bracis-33572 252 17 r.m.o r.m.o NOUN bracis-33572 252 18 . . PROPN bracis-33572 252 19 , , PUNCT bracis-33572 252 20 et et PROPN bracis-33572 252 21 al al PROPN bracis-33572 252 22 . . PROPN bracis-33572 252 23 : : PUNCT bracis-33572 253 1 meta meta VERB bracis-33572 253 2 - - PUNCT bracis-33572 253 3 des des NOUN bracis-33572 253 4 : : PUNCT bracis-33572 253 5 a a DET bracis-33572 253 6 dynamic dynamic ADJ bracis-33572 253 7 ensemble ensemble ADJ bracis-33572 253 8 selection selection NOUN bracis-33572 253 9 framework framework NOUN bracis-33572 253 10 using use VERB bracis-33572 253 11 meta meta NOUN bracis-33572 253 12 - - PUNCT bracis-33572 253 13 learning learning NOUN bracis-33572 253 14 . . PUNCT bracis-33572 254 1 pattern pattern NOUN bracis-33572 254 2 recogn recogn PROPN bracis-33572 254 3 . . PUNCT bracis-33572 255 1 48(5 48(5 NUM bracis-33572 255 2 ) ) PUNCT bracis-33572 255 3 , , PUNCT bracis-33572 255 4 1925–1935 1925–1935 NUM bracis-33572 255 5 ( ( PUNCT bracis-33572 255 6 2015 2015 NUM bracis-33572 255 7 ) ) PUNCT bracis-33572 255 8 article article NOUN bracis-33572 255 9     SPACE bracis-33572 255 10 math math NOUN bracis-33572 255 11     SPACE bracis-33572 255 12 google google PROPN bracis-33572 255 13 scholar scholar NOUN bracis-33572 255 14     SPACE bracis-33572 255 15 nguyen nguyen NOUN bracis-33572 255 16 , , PUNCT bracis-33572 256 1 t.t t.t PROPN bracis-33572 256 2 . . PROPN bracis-33572 256 3 , , PUNCT bracis-33572 256 4 et et PROPN bracis-33572 256 5 al al PROPN bracis-33572 256 6 . . PUNCT bracis-33572 256 7 : : PUNCT bracis-33572 257 1 ensemble ensemble ADJ bracis-33572 257 2 selection selection NOUN bracis-33572 257 3 based base VERB bracis-33572 257 4 on on ADP bracis-33572 257 5 classifier classifier NOUN bracis-33572 257 6 prediction prediction NOUN bracis-33572 257 7 confidence confidence NOUN bracis-33572 257 8 . . PUNCT bracis-33572 258 1 pattern pattern NOUN bracis-33572 258 2 recogn recogn VERB bracis-33572 258 3 . . PROPN bracis-33572 259 1 100 100 NUM bracis-33572 259 2 , , PUNCT bracis-33572 259 3 107104 107104 NUM bracis-33572 259 4 ( ( PUNCT bracis-33572 259 5 2020 2020 NUM bracis-33572 259 6 ) ) PUNCT bracis-33572 259 7 article article NOUN bracis-33572 259 8     SPACE bracis-33572 259 9 math math NOUN bracis-33572 259 10     SPACE bracis-33572 259 11 google google PROPN bracis-33572 259 12 scholar scholar NOUN bracis-33572 259 13     SPACE bracis-33572 259 14 cruz cruz NOUN bracis-33572 259 15 , , PUNCT bracis-33572 259 16 r.m.o r.m.o NOUN bracis-33572 259 17 . . PROPN bracis-33572 259 18 , , PUNCT bracis-33572 259 19 et et PROPN bracis-33572 259 20 al al PROPN bracis-33572 259 21 . . PUNCT bracis-33572 259 22 : : PUNCT bracis-33572 260 1 deslib deslib NOUN bracis-33572 260 2 : : PUNCT bracis-33572 260 3 a a DET bracis-33572 260 4 dynamic dynamic ADJ bracis-33572 260 5 ensemble ensemble ADJ bracis-33572 260 6 selection selection NOUN bracis-33572 260 7 library library NOUN bracis-33572 260 8 in in ADP bracis-33572 260 9 python python PROPN bracis-33572 260 10 . . PUNCT bracis-33572 261 1 j. j. PROPN bracis-33572 261 2 mach mach PROPN bracis-33572 261 3 . . PUNCT bracis-33572 262 1 learn learn VERB bracis-33572 262 2 . . PUNCT bracis-33572 263 1 res re NOUN bracis-33572 263 2 . . PUNCT bracis-33572 264 1 21(1 21(1 NUM bracis-33572 264 2 ) ) PUNCT bracis-33572 265 1 , , PUNCT bracis-33572 265 2 283–287 283–287 NUM bracis-33572 265 3 ( ( PUNCT bracis-33572 265 4 2020 2020 NUM bracis-33572 265 5 ) ) PUNCT bracis-33572 265 6 math math NOUN bracis-33572 265 7     SPACE bracis-33572 265 8 google google PROPN bracis-33572 265 9 scholar scholar NOUN bracis-33572 265 10     SPACE bracis-33572 265 11 woods wood NOUN bracis-33572 265 12 , , PUNCT bracis-33572 265 13 k. k. PROPN bracis-33572 265 14 , , PUNCT bracis-33572 265 15 kegelmeyer kegelmeyer PROPN bracis-33572 265 16 , , PUNCT bracis-33572 265 17 w. w. PROPN bracis-33572 265 18 p. p. PROPN bracis-33572 265 19 , , PUNCT bracis-33572 265 20 bowyer bowyer PROPN bracis-33572 265 21 , , PUNCT bracis-33572 265 22 k. k. PROPN bracis-33572 265 23 : : PUNCT bracis-33572 265 24 combination combination NOUN bracis-33572 265 25 of of ADP bracis-33572 265 26 multiple multiple ADJ bracis-33572 265 27 classifiers classifier NOUN bracis-33572 265 28 using use VERB bracis-33572 265 29 local local ADJ bracis-33572 265 30 accuracy accuracy NOUN bracis-33572 265 31 estimates estimate NOUN bracis-33572 265 32 . . PUNCT bracis-33572 266 1 [ [ X bracis-33572 266 2 s.l s.l PROPN bracis-33572 266 3 . . NOUN bracis-33572 266 4 ] ] X bracis-33572 266 5 : : PUNCT bracis-33572 266 6 ieee ieee NOUN bracis-33572 266 7 ( ( PUNCT bracis-33572 266 8 1997 1997 NUM bracis-33572 266 9 ) ) PUNCT bracis-33572 266 10 . . PUNCT bracis-33572 267 1 405–410 405–410 NUM bracis-33572 267 2 p. p. NOUN bracis-33572 267 3 google google PROPN bracis-33572 267 4 scholar scholar NOUN bracis-33572 267 5     SPACE bracis-33572 267 6 dantas danta NOUN bracis-33572 267 7 , , PUNCT bracis-33572 267 8 c. c. PROPN bracis-33572 267 9 , , PUNCT bracis-33572 267 10 et et PROPN bracis-33572 267 11 al al PROPN bracis-33572 267 12 . . PUNCT bracis-33572 267 13 : : PUNCT bracis-33572 268 1 instance instance NOUN bracis-33572 268 2 hardness hardness ADV bracis-33572 268 3 as as ADP bracis-33572 268 4 a a DET bracis-33572 268 5 decision decision NOUN bracis-33572 268 6 criterion criterion NOUN bracis-33572 268 7 on on ADP bracis-33572 268 8 dynamic dynamic ADJ bracis-33572 268 9 ensemble ensemble ADJ bracis-33572 268 10 structure structure NOUN bracis-33572 268 11 . . PUNCT bracis-33572 269 1 in in ADP bracis-33572 269 2 : : PUNCT bracis-33572 269 3 2019 2019 NUM bracis-33572 269 4 8th 8th ADJ bracis-33572 269 5 brazilian brazilian ADJ bracis-33572 269 6 conference conference NOUN bracis-33572 269 7 on on ADP bracis-33572 269 8 intelligent intelligent ADJ bracis-33572 269 9 systems system NOUN bracis-33572 269 10 ( ( PUNCT bracis-33572 269 11 bracis bracis NOUN bracis-33572 269 12 ) ) PUNCT bracis-33572 269 13 . . PUNCT bracis-33572 270 1 ieee ieee NOUN bracis-33572 270 2 ( ( PUNCT bracis-33572 270 3 2019 2019 NUM bracis-33572 270 4 ) ) PUNCT bracis-33572 270 5 google google NOUN bracis-33572 270 6 scholar scholar NOUN bracis-33572 270 7     SPACE bracis-33572 270 8 davtalab davtalab NOUN bracis-33572 270 9 , , PUNCT bracis-33572 270 10 r. r. PROPN bracis-33572 270 11 , , PUNCT bracis-33572 270 12 cruz cruz PROPN bracis-33572 270 13 , , PUNCT bracis-33572 270 14 r.m.o r.m.o NOUN bracis-33572 270 15 . . PROPN bracis-33572 270 16 , , PUNCT bracis-33572 270 17 sabourin sabourin PROPN bracis-33572 270 18 , , PUNCT bracis-33572 270 19 r. r. PROPN bracis-33572 270 20 : : PUNCT bracis-33572 270 21 dynamic dynamic ADJ bracis-33572 270 22 ensemble ensemble ADJ bracis-33572 270 23 selection selection NOUN bracis-33572 270 24 using use VERB bracis-33572 270 25 fuzzy fuzzy ADJ bracis-33572 270 26 hyperboxes hyperboxe NOUN bracis-33572 270 27 . . PUNCT bracis-33572 271 1 in in ADP bracis-33572 271 2 : : PUNCT bracis-33572 271 3 2022 2022 NUM bracis-33572 271 4 international international ADJ bracis-33572 271 5 joint joint ADJ bracis-33572 271 6 conference conference NOUN bracis-33572 271 7 on on ADP bracis-33572 271 8 neural neural ADJ bracis-33572 271 9 networks network NOUN bracis-33572 271 10 ( ( PUNCT bracis-33572 271 11 ijcnn ijcnn PROPN bracis-33572 271 12 ) ) PUNCT bracis-33572 271 13 , , PUNCT bracis-33572 271 14 pp pp ADP bracis-33572 271 15 . . PUNCT bracis-33572 272 1 1–9 1–9 NOUN bracis-33572 272 2 . . NOUN bracis-33572 272 3 ieee ieee PROPN bracis-33572 272 4 ( ( PUNCT bracis-33572 272 5 2022 2022 NUM bracis-33572 272 6 ) ) PUNCT bracis-33572 272 7 google google PROPN bracis-33572 272 8 scholar scholar NOUN bracis-33572 272 9     SPACE bracis-33572 272 10 nunes nune NOUN bracis-33572 272 11 , , PUNCT bracis-33572 272 12 r.o r.o PROPN bracis-33572 272 13 . . PROPN bracis-33572 272 14 , , PUNCT bracis-33572 272 15 et et PROPN bracis-33572 272 16 al al PROPN bracis-33572 272 17 . . PROPN bracis-33572 272 18 : : PUNCT bracis-33572 273 1 an an DET bracis-33572 273 2 unsupervised unsupervised ADJ bracis-33572 273 3 - - PUNCT bracis-33572 273 4 based base VERB bracis-33572 273 5 dynamic dynamic ADJ bracis-33572 273 6 feature feature NOUN bracis-33572 273 7 selection selection NOUN bracis-33572 273 8 for for ADP bracis-33572 273 9 classification classification NOUN bracis-33572 273 10 tasks task NOUN bracis-33572 273 11 . . PUNCT bracis-33572 274 1 in in ADP bracis-33572 274 2 : : PUNCT bracis-33572 274 3 2016 2016 NUM bracis-33572 274 4 international international ADJ bracis-33572 274 5 joint joint ADJ bracis-33572 274 6 conference conference NOUN bracis-33572 274 7 on on ADP bracis-33572 274 8 neural neural ADJ bracis-33572 274 9 networks network NOUN bracis-33572 274 10 ( ( PUNCT bracis-33572 274 11 ijcnn ijcnn PROPN bracis-33572 274 12 ) ) PUNCT bracis-33572 274 13 . . PUNCT bracis-33572 275 1 ieee ieee NOUN bracis-33572 275 2 ( ( PUNCT bracis-33572 275 3 2016 2016 NUM bracis-33572 275 4 ) ) PUNCT bracis-33572 275 5 google google PROPN bracis-33572 275 6 scholar scholar NOUN bracis-33572 275 7     SPACE bracis-33572 275 8 dantas danta NOUN bracis-33572 275 9 , , PUNCT bracis-33572 275 10 c. c. PROPN bracis-33572 275 11 a. a. PROPN bracis-33572 275 12 : : PUNCT bracis-33572 275 13 an an DET bracis-33572 275 14 integration integration NOUN bracis-33572 275 15 analysis analysis NOUN bracis-33572 275 16 of of ADP bracis-33572 275 17 dynamic dynamic ADJ bracis-33572 275 18 selection selection NOUN bracis-33572 275 19 techniques technique NOUN bracis-33572 275 20 for for ADP bracis-33572 275 21 a a DET bracis-33572 275 22 classification classification NOUN bracis-33572 275 23 system system NOUN bracis-33572 275 24 building building NOUN bracis-33572 275 25 . . PUNCT bracis-33572 276 1 ( ( PUNCT bracis-33572 276 2 ph.d ph.d PROPN bracis-33572 276 3 . . PUNCT bracis-33572 277 1 thesis thesis NOUN bracis-33572 277 2 ) ) PUNCT bracis-33572 277 3 federal federal ADJ bracis-33572 277 4 university university PROPN bracis-33572 277 5 of of ADP bracis-33572 277 6 rio rio PROPN bracis-33572 277 7 grande grande PROPN bracis-33572 277 8 do do VERB bracis-33572 277 9 norte norte NOUN bracis-33572 277 10 ( ( PUNCT bracis-33572 277 11 2021 2021 NUM bracis-33572 277 12 ) ) PUNCT bracis-33572 277 13 google google NOUN bracis-33572 277 14 scholar scholar NOUN bracis-33572 277 15     SPACE bracis-33572 277 16 silva silva NOUN bracis-33572 277 17 , , PUNCT bracis-33572 277 18 j.c.p j.c.p PROPN bracis-33572 277 19 . . PROPN bracis-33572 277 20 , , PUNCT bracis-33572 277 21 de de PROPN bracis-33572 277 22 paula paula PROPN bracis-33572 277 23 canuto canuto PROPN bracis-33572 277 24 , , PUNCT bracis-33572 277 25 a.m. a.m. ADV bracis-33572 277 26 , , PUNCT bracis-33572 277 27 de de PROPN bracis-33572 277 28 medeiros medeiros PROPN bracis-33572 277 29 santos santos PROPN bracis-33572 277 30 , , PUNCT bracis-33572 277 31 a. a. NOUN bracis-33572 277 32 : : PUNCT bracis-33572 277 33 the the DET bracis-33572 277 34 dynamic dynamic ADJ bracis-33572 277 35 selection selection NOUN bracis-33572 277 36 of of ADP bracis-33572 277 37 combination combination NOUN bracis-33572 277 38 methods method NOUN bracis-33572 277 39 in in ADP bracis-33572 277 40 classifier classifier ADJ bracis-33572 277 41 ensembles ensemble NOUN bracis-33572 277 42 by by ADP bracis-33572 277 43 region region NOUN bracis-33572 277 44 of of ADP bracis-33572 277 45 competence competence NOUN bracis-33572 277 46 . . PUNCT bracis-33572 278 1 in in ADP bracis-33572 278 2 : : PUNCT bracis-33572 278 3 international international ADJ bracis-33572 278 4 conference conference NOUN bracis-33572 278 5 on on ADP bracis-33572 278 6 artificial artificial ADJ bracis-33572 278 7 neural neural ADJ bracis-33572 278 8 networks network NOUN bracis-33572 278 9 . . PUNCT bracis-33572 279 1 springer springer NOUN bracis-33572 279 2 , , PUNCT bracis-33572 279 3 cham cham PROPN bracis-33572 279 4 ( ( PUNCT bracis-33572 279 5 2023 2023 NUM bracis-33572 279 6 ) ) PUNCT bracis-33572 279 7 google google NOUN bracis-33572 279 8 scholar scholar NOUN bracis-33572 279 9     SPACE bracis-33572 279 10 dietterich dietterich PROPN bracis-33572 279 11 , , PUNCT bracis-33572 279 12 t.g t.g PROPN bracis-33572 279 13 . . PROPN bracis-33572 279 14 : : PUNCT bracis-33572 279 15 ensemble ensemble ADJ bracis-33572 279 16 methods method NOUN bracis-33572 279 17 in in ADP bracis-33572 279 18 machine machine NOUN bracis-33572 279 19 learning learning NOUN bracis-33572 279 20 . . PUNCT bracis-33572 280 1 in in ADP bracis-33572 280 2 : : PUNCT bracis-33572 280 3 kittler kittler NOUN bracis-33572 280 4 , , PUNCT bracis-33572 280 5 j. j. PROPN bracis-33572 280 6 , , PUNCT bracis-33572 280 7 roli roli PROPN bracis-33572 280 8 , , PUNCT bracis-33572 280 9 f. f. PROPN bracis-33572 280 10 ( ( PUNCT bracis-33572 280 11 eds eds PROPN bracis-33572 280 12 . . PUNCT bracis-33572 280 13 ) ) PUNCT bracis-33572 281 1 mcs mcs PROPN bracis-33572 281 2 2000 2000 NUM bracis-33572 281 3 . . PUNCT bracis-33572 282 1 lncs lncs PROPN bracis-33572 282 2 , , PUNCT bracis-33572 282 3 vol vol NOUN bracis-33572 282 4 . . PROPN bracis-33572 282 5 1857 1857 NUM bracis-33572 282 6 , , PUNCT bracis-33572 282 7 pp pp ADJ bracis-33572 282 8 . . PUNCT bracis-33572 283 1 1–15 1–15 NUM bracis-33572 283 2 . . PUNCT bracis-33572 284 1 springer springer NOUN bracis-33572 284 2 , , PUNCT bracis-33572 284 3 heidelberg heidelberg PROPN bracis-33572 284 4 ( ( PUNCT bracis-33572 284 5 2000 2000 NUM bracis-33572 284 6 ) ) PUNCT bracis-33572 284 7 . . PUNCT bracis-33572 285 1 https://doi.org/10.1007/3-540-45014-9_1 https://doi.org/10.1007/3-540-45014-9_1 PROPN bracis-33572 285 2 chapter chapter PROPN bracis-33572 285 3     SPACE bracis-33572 285 4 math math NOUN bracis-33572 285 5     SPACE bracis-33572 285 6 google google PROPN bracis-33572 285 7 scholar scholar NOUN bracis-33572 285 8     SPACE bracis-33572 285 9 silva silva NOUN bracis-33572 285 10 , , PUNCT bracis-33572 285 11 j. j. PROPN bracis-33572 285 12 c. c. PROPN bracis-33572 285 13 .p .p PROPN bracis-33572 285 14 , , PUNCT bracis-33572 285 15 et et PROPN bracis-33572 285 16 al al PROPN bracis-33572 285 17 . . PUNCT bracis-33572 285 18 : : PUNCT bracis-33572 286 1 ensemble ensemble ADJ bracis-33572 286 2 classifiers classifier NOUN bracis-33572 286 3 in in ADP bracis-33572 286 4 a a DET bracis-33572 286 5 serious serious ADJ bracis-33572 286 6 game game NOUN bracis-33572 286 7 for for ADP bracis-33572 286 8 medical medical ADJ bracis-33572 286 9 students student NOUN bracis-33572 286 10 in in ADP bracis-33572 286 11 clinical clinical ADJ bracis-33572 286 12 cases case NOUN bracis-33572 286 13 . . PUNCT bracis-33572 287 1 in in ADP bracis-33572 287 2 : : PUNCT bracis-33572 287 3 proceedings proceeding NOUN bracis-33572 287 4 of of ADP bracis-33572 287 5 the the DET bracis-33572 287 6 10th 10th ADJ bracis-33572 287 7 euro euro PROPN bracis-33572 287 8 - - PUNCT bracis-33572 287 9 american american ADJ bracis-33572 287 10 conference conference NOUN bracis-33572 287 11 on on ADP bracis-33572 287 12 telematics telematic NOUN bracis-33572 287 13 and and CCONJ bracis-33572 287 14 information information NOUN bracis-33572 287 15 systems system NOUN bracis-33572 287 16 . . PUNCT bracis-33572 288 1 association association NOUN bracis-33572 288 2 for for ADP bracis-33572 288 3 computing compute VERB bracis-33572 288 4 machinery machinery NOUN bracis-33572 288 5 , , PUNCT bracis-33572 288 6 pp pp ADV bracis-33572 288 7 . . PUNCT bracis-33572 289 1 1–5 1–5 NUM bracis-33572 289 2 ( ( PUNCT bracis-33572 289 3 2020 2020 NUM bracis-33572 289 4 ) ) PUNCT bracis-33572 289 5 google google PROPN bracis-33572 289 6 scholar scholar NOUN bracis-33572 289 7     SPACE bracis-33572 289 8 kuncheva kuncheva PROPN bracis-33572 289 9 , , PUNCT bracis-33572 289 10 l.i l.i PROPN bracis-33572 289 11 . . PROPN bracis-33572 289 12 : : PUNCT bracis-33572 290 1 a a DET bracis-33572 290 2 theoretical theoretical ADJ bracis-33572 290 3 study study NOUN bracis-33572 290 4 on on ADP bracis-33572 290 5 six six NUM bracis-33572 290 6 classifier classifier NOUN bracis-33572 290 7 fusion fusion NOUN bracis-33572 290 8 strategies strategy NOUN bracis-33572 290 9 . . PUNCT bracis-33572 291 1 ieee ieee PROPN bracis-33572 291 2 trans trans PROPN bracis-33572 291 3 . . PUNCT bracis-33572 291 4 pattern pattern PROPN bracis-33572 291 5 anal anal PROPN bracis-33572 291 6 . . PUNCT bracis-33572 292 1 mach mach PROPN bracis-33572 292 2 . . PUNCT bracis-33572 293 1 intell intell PROPN bracis-33572 293 2 . . PUNCT bracis-33572 294 1 24(2 24(2 NUM bracis-33572 294 2 ) ) PUNCT bracis-33572 294 3 , , PUNCT bracis-33572 294 4 281–286 281–286 NUM bracis-33572 294 5 ( ( PUNCT bracis-33572 294 6 2002 2002 NUM bracis-33572 294 7 ) ) PUNCT bracis-33572 294 8 article article NOUN bracis-33572 294 9     SPACE bracis-33572 294 10 math math NOUN bracis-33572 294 11     SPACE bracis-33572 294 12 google google PROPN bracis-33572 294 13 scholar scholar NOUN bracis-33572 294 14     SPACE bracis-33572 294 15 brown brown NOUN bracis-33572 294 16 , , PUNCT bracis-33572 294 17 g. g. PROPN bracis-33572 294 18 , , PUNCT bracis-33572 294 19 et et PROPN bracis-33572 294 20 al al PROPN bracis-33572 294 21 . . PUNCT bracis-33572 294 22 : : PUNCT bracis-33572 295 1 diversity diversity NOUN bracis-33572 295 2 creation creation NOUN bracis-33572 295 3 methods method NOUN bracis-33572 295 4 : : PUNCT bracis-33572 295 5 a a DET bracis-33572 295 6 survey survey NOUN bracis-33572 295 7 and and CCONJ bracis-33572 295 8 categorisation categorisation NOUN bracis-33572 295 9 . . PUNCT bracis-33572 296 1 inf inf PROPN bracis-33572 296 2 . . PUNCT bracis-33572 296 3 fus fus PROPN bracis-33572 296 4 . . PUNCT bracis-33572 297 1 6(1 6(1 NUM bracis-33572 297 2 ) ) PUNCT bracis-33572 297 3 , , PUNCT bracis-33572 297 4 5–20 5–20 PROPN bracis-33572 297 5 ( ( PUNCT bracis-33572 297 6 2005 2005 NUM bracis-33572 297 7 ) ) PUNCT bracis-33572 297 8 article article NOUN bracis-33572 297 9     SPACE bracis-33572 297 10 math math NOUN bracis-33572 297 11     SPACE bracis-33572 297 12 google google PROPN bracis-33572 297 13 scholar scholar NOUN bracis-33572 297 14     SPACE bracis-33572 297 15 canuto canuto NOUN bracis-33572 297 16 , , PUNCT bracis-33572 297 17 a.m.p a.m.p PROPN bracis-33572 297 18 . . PUNCT bracis-33572 297 19 : : PUNCT bracis-33572 298 1 investigating investigate VERB bracis-33572 298 2 the the DET bracis-33572 298 3 influence influence NOUN bracis-33572 298 4 of of ADP bracis-33572 298 5 the the DET bracis-33572 298 6 choice choice NOUN bracis-33572 298 7 of of ADP bracis-33572 298 8 the the DET bracis-33572 298 9 ensemble ensemble ADJ bracis-33572 298 10 members member NOUN bracis-33572 298 11 in in ADP bracis-33572 298 12 accuracy accuracy NOUN bracis-33572 298 13 and and CCONJ bracis-33572 298 14 diversity diversity NOUN bracis-33572 298 15 of of ADP bracis-33572 298 16 selection selection NOUN bracis-33572 298 17 - - PUNCT bracis-33572 298 18 based base VERB bracis-33572 298 19 and and CCONJ bracis-33572 298 20 fusion fusion NOUN bracis-33572 298 21 - - PUNCT bracis-33572 298 22 based base VERB bracis-33572 298 23 methods method NOUN bracis-33572 298 24 for for ADP bracis-33572 298 25 ensembles ensemble NOUN bracis-33572 298 26 . . PUNCT bracis-33572 299 1 pattern pattern NOUN bracis-33572 299 2 recogn recogn VERB bracis-33572 299 3 . . PUNCT bracis-33572 300 1 lett lett PROPN bracis-33572 300 2 . . PUNCT bracis-33572 301 1 28(4 28(4 NUM bracis-33572 301 2 ) ) PUNCT bracis-33572 301 3 , , PUNCT bracis-33572 301 4 472–486 472–486 NUM bracis-33572 301 5 ( ( PUNCT bracis-33572 301 6 2007 2007 NUM bracis-33572 301 7 ) ) PUNCT bracis-33572 301 8 article article NOUN bracis-33572 301 9     SPACE bracis-33572 301 10 math math NOUN bracis-33572 301 11     SPACE bracis-33572 301 12 google google PROPN bracis-33572 301 13 scholar scholar NOUN bracis-33572 301 14     SPACE bracis-33572 301 15 simpson simpson PROPN bracis-33572 301 16 , , PUNCT bracis-33572 301 17 p.k p.k PROPN bracis-33572 301 18 . . PUNCT bracis-33572 301 19 : : PUNCT bracis-33572 302 1 fuzzy fuzzy ADJ bracis-33572 302 2 min min PROPN bracis-33572 302 3 - - ADJ bracis-33572 302 4 max max PROPN bracis-33572 302 5 neural neural ADJ bracis-33572 302 6 networks network NOUN bracis-33572 302 7 - - PUNCT bracis-33572 302 8 part part NOUN bracis-33572 302 9 1 1 NUM bracis-33572 302 10 : : PUNCT bracis-33572 302 11 classification classification NOUN bracis-33572 302 12 . . PUNCT bracis-33572 303 1 ieee ieee PROPN bracis-33572 303 2 trans trans PROPN bracis-33572 303 3 . . PUNCT bracis-33572 304 1 neural neural ADJ bracis-33572 304 2 networks network NOUN bracis-33572 304 3 3(5 3(5 NUM bracis-33572 304 4 ) ) PUNCT bracis-33572 304 5 , , PUNCT bracis-33572 304 6 776–786 776–786 NUM bracis-33572 304 7 ( ( PUNCT bracis-33572 304 8 1993 1993 NUM bracis-33572 304 9 ) ) PUNCT bracis-33572 304 10 article article NOUN bracis-33572 304 11     SPACE bracis-33572 304 12 math math NOUN bracis-33572 304 13     SPACE bracis-33572 304 14 google google PROPN bracis-33572 304 15 scholar scholar NOUN bracis-33572 304 16     SPACE bracis-33572 304 17 friedman friedman NOUN bracis-33572 304 18 , , PUNCT bracis-33572 304 19 m. m. NOUN bracis-33572 304 20 : : PUNCT bracis-33572 304 21 a a DET bracis-33572 304 22 comparison comparison NOUN bracis-33572 304 23 of of ADP bracis-33572 304 24 alternative alternative ADJ bracis-33572 304 25 tests test NOUN bracis-33572 304 26 of of ADP bracis-33572 304 27 significance significance NOUN bracis-33572 304 28 for for ADP bracis-33572 304 29 the the DET bracis-33572 304 30 problem problem NOUN bracis-33572 304 31 of of ADP bracis-33572 304 32 m m PROPN bracis-33572 304 33 rankings ranking NOUN bracis-33572 304 34 . . PUNCT bracis-33572 305 1 ann ann PROPN bracis-33572 305 2 . . PUNCT bracis-33572 305 3 math math PROPN bracis-33572 305 4 . . PUNCT bracis-33572 306 1 stat stat PROPN bracis-33572 306 2 . . PUNCT bracis-33572 307 1 11(1 11(1 NUM bracis-33572 307 2 ) ) PUNCT bracis-33572 307 3 , , PUNCT bracis-33572 307 4 86–92 86–92 NUM bracis-33572 307 5 ( ( PUNCT bracis-33572 307 6 1940 1940 NUM bracis-33572 307 7 ) ) PUNCT bracis-33572 307 8 article article NOUN bracis-33572 307 9     SPACE bracis-33572 307 10 mathscinet mathscinet NOUN bracis-33572 307 11     SPACE bracis-33572 307 12 math math NOUN bracis-33572 307 13     SPACE bracis-33572 307 14 google google PROPN bracis-33572 307 15 scholar scholar NOUN bracis-33572 307 16     SPACE bracis-33572 307 17 demšar demšar NOUN bracis-33572 307 18 , , PUNCT bracis-33572 307 19 j. j. PROPN bracis-33572 307 20 : : PUNCT bracis-33572 307 21 statistical statistical ADJ bracis-33572 307 22 comparisons comparison NOUN bracis-33572 307 23 of of ADP bracis-33572 307 24 classifiers classifier NOUN bracis-33572 307 25 over over ADP bracis-33572 307 26 multiple multiple ADJ bracis-33572 307 27 data datum NOUN bracis-33572 307 28 sets set NOUN bracis-33572 307 29 . . PUNCT bracis-33572 308 1 j. j. PROPN bracis-33572 308 2 mach mach PROPN bracis-33572 308 3 . . PUNCT bracis-33572 309 1 learn learn VERB bracis-33572 309 2 . . PUNCT bracis-33572 310 1 res re NOUN bracis-33572 310 2 . . PROPN bracis-33572 311 1 7 7 NUM bracis-33572 311 2 , , PUNCT bracis-33572 311 3 1–30 1–30 PROPN bracis-33572 311 4 ( ( PUNCT bracis-33572 311 5 2006 2006 NUM bracis-33572 311 6 ) ) PUNCT bracis-33572 311 7 mathscinet mathscinet NOUN bracis-33572 311 8     SPACE bracis-33572 311 9 math math NOUN bracis-33572 311 10     SPACE bracis-33572 311 11 google google PROPN bracis-33572 311 12 scholar scholar NOUN bracis-33572 311 13     SPACE bracis-33572 311 14 download download NOUN bracis-33572 311 15 references reference NOUN bracis-33572 311 16 acknowledgement acknowledgement NOUN bracis-33572 311 17 the the DET bracis-33572 311 18 authors author NOUN bracis-33572 311 19 would would AUX bracis-33572 311 20 like like VERB bracis-33572 311 21 to to PART bracis-33572 311 22 thank thank VERB bracis-33572 311 23 the the DET bracis-33572 311 24 financial financial ADJ bracis-33572 311 25 support support NOUN bracis-33572 311 26 provided provide VERB bracis-33572 311 27 by by ADP bracis-33572 311 28 the the DET bracis-33572 311 29 coordenação coordenação PROPN bracis-33572 311 30 de de PROPN bracis-33572 311 31 aperfeiçoamento aperfeiçoamento PROPN bracis-33572 311 32 de de X bracis-33572 311 33 pessoal pessoal PROPN bracis-33572 311 34 de de PROPN bracis-33572 311 35 nıvel nıvel NOUN bracis-33572 311 36 superior superior ADJ bracis-33572 312 1 do do VERB bracis-33572 312 2 brasil brasil PROPN bracis-33572 312 3 ( ( PUNCT bracis-33572 312 4 capes cape NOUN bracis-33572 312 5 ) ) PUNCT bracis-33572 312 6 , , PUNCT bracis-33572 312 7 during during ADP bracis-33572 312 8 the the DET bracis-33572 312 9 development development NOUN bracis-33572 312 10 of of ADP bracis-33572 312 11 this this DET bracis-33572 312 12 work work NOUN bracis-33572 312 13 . . PUNCT bracis-33572 313 1 author author NOUN bracis-33572 313 2 information information NOUN bracis-33572 313 3 authors author NOUN bracis-33572 313 4 and and CCONJ bracis-33572 313 5 affiliations affiliation NOUN bracis-33572 313 6 federal federal PROPN bracis-33572 313 7 university university PROPN bracis-33572 313 8 of of ADP bracis-33572 313 9 rio rio PROPN bracis-33572 313 10 grande grande PROPN bracis-33572 313 11 do do VERB bracis-33572 313 12 norte norte NOUN bracis-33572 313 13 , , PUNCT bracis-33572 313 14 natal natal NOUN bracis-33572 313 15 , , PUNCT bracis-33572 313 16 rn rn PROPN bracis-33572 313 17 , , PUNCT bracis-33572 313 18 59.078 59.078 NUM bracis-33572 313 19 - - SYM bracis-33572 313 20 970 970 NUM bracis-33572 313 21 , , PUNCT bracis-33572 313 22 brazil brazil PROPN bracis-33572 313 23 jesaías jesaías PROPN bracis-33572 313 24 carvalho carvalho PROPN bracis-33572 313 25 pereira pereira PROPN bracis-33572 313 26 silva silva PROPN bracis-33572 313 27     SPACE bracis-33572 313 28 & & CCONJ bracis-33572 313 29     SPACE bracis-33572 313 30 anne anne PROPN bracis-33572 313 31 magaly magaly PROPN bracis-33572 313 32 de de PROPN bracis-33572 313 33 paula paula PROPN bracis-33572 313 34 canuto canuto PROPN bracis-33572 313 35 federal federal PROPN bracis-33572 313 36 university university PROPN bracis-33572 313 37 of of ADP bracis-33572 313 38 rural rural ADJ bracis-33572 313 39 do do VERB bracis-33572 313 40 semi semi ADJ bracis-33572 313 41 - - ADJ bracis-33572 313 42 árido árido ADJ bracis-33572 313 43 , , PUNCT bracis-33572 313 44 angicos angicos PROPN bracis-33572 313 45 , , PUNCT bracis-33572 313 46 rn rn PROPN bracis-33572 313 47 , , PUNCT bracis-33572 313 48 59.515 59.515 NUM bracis-33572 313 49 - - SYM bracis-33572 313 50 000 000 NUM bracis-33572 313 51 , , PUNCT bracis-33572 313 52 brazil brazil PROPN bracis-33572 313 53 araken araken VERB bracis-33572 313 54 de de PROPN bracis-33572 313 55 medeiros medeiros PROPN bracis-33572 313 56 santos santos PROPN bracis-33572 313 57 authors author NOUN bracis-33572 313 58 jesaías jesaía VERB bracis-33572 313 59 carvalho carvalho PROPN bracis-33572 313 60 pereira pereira PROPN bracis-33572 313 61 silvaview silvaview PROPN bracis-33572 313 62 author author NOUN bracis-33572 313 63 publications publication NOUN bracis-33572 313 64 search search NOUN bracis-33572 313 65 author author NOUN bracis-33572 313 66 on on ADP bracis-33572 313 67 : : PUNCT bracis-33572 313 68 pubmed pubmed PROPN bracis-33572 313 69     SPACE bracis-33572 313 70 google google PROPN bracis-33572 313 71 scholar scholar PROPN bracis-33572 313 72 anne anne PROPN bracis-33572 313 73 magaly magaly PROPN bracis-33572 313 74 de de PROPN bracis-33572 313 75 paula paula PROPN bracis-33572 313 76 canutoview canutoview PROPN bracis-33572 313 77 author author NOUN bracis-33572 313 78 publications publication NOUN bracis-33572 313 79 search search NOUN bracis-33572 313 80 author author NOUN bracis-33572 313 81 on on ADP bracis-33572 313 82 : : PUNCT bracis-33572 313 83 pubmed pubmed PROPN bracis-33572 313 84     SPACE bracis-33572 313 85 google google PROPN bracis-33572 313 86 scholar scholar NOUN bracis-33572 313 87 araken araken VERB bracis-33572 313 88 de de PROPN bracis-33572 313 89 medeiros medeiros PROPN bracis-33572 313 90 santosview santosview PROPN bracis-33572 313 91 author author NOUN bracis-33572 313 92 publications publication NOUN bracis-33572 313 93 search search NOUN bracis-33572 313 94 author author NOUN bracis-33572 313 95 on on ADP bracis-33572 313 96 : : PUNCT bracis-33572 313 97 pubmed pubmed PROPN bracis-33572 313 98     SPACE bracis-33572 313 99 google google PROPN bracis-33572 313 100 scholar scholar NOUN bracis-33572 313 101 corresponding correspond VERB bracis-33572 313 102 author author NOUN bracis-33572 313 103 correspondence correspondence NOUN bracis-33572 313 104 to to PART bracis-33572 313 105 jesaías jesaías PROPN bracis-33572 313 106 carvalho carvalho PROPN bracis-33572 313 107 pereira pereira PROPN bracis-33572 313 108 silva silva PROPN bracis-33572 313 109 . . PUNCT bracis-33572 314 1 editor editor NOUN bracis-33572 314 2 information information NOUN bracis-33572 314 3 editors editor NOUN bracis-33572 314 4 and and CCONJ bracis-33572 314 5 affiliations affiliation NOUN bracis-33572 314 6 universidade universidade VERB bracis-33572 314 7 federal federal PROPN bracis-33572 314 8 fluminense fluminense PROPN bracis-33572 314 9 , , PUNCT bracis-33572 314 10 niterói niterói PROPN bracis-33572 314 11 , , PUNCT bracis-33572 314 12 brazil brazil PROPN bracis-33572 314 13 aline aline PROPN bracis-33572 314 14 paes paes PROPN bracis-33572 314 15 instituto instituto PROPN bracis-33572 314 16 tecnológico tecnológico PROPN bracis-33572 314 17 de de PROPN bracis-33572 314 18 aeronáutica aeronáutica PROPN bracis-33572 314 19 , , PUNCT bracis-33572 314 20 são são PROPN bracis-33572 314 21 josé josé PROPN bracis-33572 314 22 dos dos PROPN bracis-33572 314 23 campos campos PROPN bracis-33572 314 24 , , PUNCT bracis-33572 314 25 brazil brazil PROPN bracis-33572 314 26 filipe filipe PROPN bracis-33572 314 27 a. a. PROPN bracis-33572 314 28 n. n. PROPN bracis-33572 314 29 verri verri PROPN bracis-33572 314 30 rights right NOUN bracis-33572 314 31 and and CCONJ bracis-33572 314 32 permissions permission NOUN bracis-33572 314 33 reprints reprint NOUN bracis-33572 314 34 and and CCONJ bracis-33572 314 35 permissions permission VERB bracis-33572 314 36 copyright copyright NOUN bracis-33572 314 37 information information NOUN bracis-33572 314 38 © © ADP bracis-33572 314 39 2025 2025 NUM bracis-33572 314 40 the the DET bracis-33572 314 41 author(s author(s NOUN bracis-33572 314 42 ) ) PUNCT bracis-33572 314 43 , , PUNCT bracis-33572 314 44 under under ADP bracis-33572 314 45 exclusive exclusive ADJ bracis-33572 314 46 license license NOUN bracis-33572 314 47 to to ADP bracis-33572 314 48 springer springer NOUN bracis-33572 314 49 nature nature PROPN bracis-33572 314 50 switzerland switzerland PROPN bracis-33572 314 51 ag ag PROPN bracis-33572 314 52 about about ADP bracis-33572 314 53 this this DET bracis-33572 314 54 paper paper NOUN bracis-33572 314 55 cite cite VERB bracis-33572 314 56 this this DET bracis-33572 314 57 paper paper NOUN bracis-33572 314 58 silva silva NOUN bracis-33572 314 59 , , PUNCT bracis-33572 314 60 j.c.p j.c.p PROPN bracis-33572 314 61 . . PROPN bracis-33572 314 62 , , PUNCT bracis-33572 314 63 canuto canuto PROPN bracis-33572 314 64 , , PUNCT bracis-33572 314 65 a.m.d.p a.m.d.p PROPN bracis-33572 314 66 . . PROPN bracis-33572 314 67 , , PUNCT bracis-33572 314 68 santos santos PROPN bracis-33572 314 69 , , PUNCT bracis-33572 314 70 a.d.m a.d.m PROPN bracis-33572 314 71 . . PUNCT bracis-33572 315 1 ( ( PUNCT bracis-33572 315 2 2025 2025 NUM bracis-33572 315 3 ) ) PUNCT bracis-33572 315 4 . . PUNCT bracis-33572 316 1 dynamicity dynamicity NOUN bracis-33572 316 2 analysis analysis NOUN bracis-33572 316 3 in in ADP bracis-33572 316 4     SPACE bracis-33572 316 5 the the DET bracis-33572 316 6     SPACE bracis-33572 316 7 selection selection NOUN bracis-33572 316 8 of of ADP bracis-33572 316 9     SPACE bracis-33572 316 10 classifier classifier NOUN bracis-33572 316 11 ensembles ensemble NOUN bracis-33572 316 12 parameters parameter NOUN bracis-33572 316 13 . . PUNCT bracis-33572 317 1 in in ADP bracis-33572 317 2 : : PUNCT bracis-33572 317 3 paes paes PROPN bracis-33572 317 4 , , PUNCT bracis-33572 317 5 a. a. PROPN bracis-33572 317 6 , , PUNCT bracis-33572 317 7 verri verri NOUN bracis-33572 317 8 , , PUNCT bracis-33572 317 9 f.a.n f.a.n ADJ bracis-33572 317 10 . . PUNCT bracis-33572 317 11 ( ( PUNCT bracis-33572 317 12 eds ed NOUN bracis-33572 317 13 ) ) PUNCT bracis-33572 317 14 intelligent intelligent ADJ bracis-33572 317 15 systems system NOUN bracis-33572 317 16 . . PUNCT bracis-33572 317 17 bracis bracis PROPN bracis-33572 317 18 2024 2024 NUM bracis-33572 317 19 . . PUNCT bracis-33572 318 1 lecture lecture NOUN bracis-33572 318 2 notes note NOUN bracis-33572 318 3 in in ADP bracis-33572 318 4 computer computer NOUN bracis-33572 318 5 science science NOUN bracis-33572 318 6 ( ( PUNCT bracis-33572 318 7 ) ) PUNCT bracis-33572 318 8 , , PUNCT bracis-33572 318 9 vol vol NOUN bracis-33572 318 10 15412 15412 NUM bracis-33572 318 11 . . PUNCT bracis-33572 319 1 springer springer NOUN bracis-33572 319 2 , , PUNCT bracis-33572 319 3 cham cham PROPN bracis-33572 319 4 . . PUNCT bracis-33572 320 1 https://doi.org/10.1007/978-3-031-79029-4_25 https://doi.org/10.1007/978-3-031-79029-4_25 PROPN bracis-33572 320 2 download download NOUN bracis-33572 320 3 citation citation NOUN bracis-33572 320 4 .ris .ris PUNCT bracis-33572 320 5 .enw .enw PROPN bracis-33572 320 6 .bib .bib PUNCT bracis-33572 321 1 doi doi PROPN bracis-33572 321 2 : : PUNCT bracis-33572 321 3 https://doi.org/10.1007/978-3-031-79029-4_25 https://doi.org/10.1007/978-3-031-79029-4_25 PRON bracis-33572 321 4 published publish VERB bracis-33572 321 5 : : PUNCT bracis-33572 321 6 30 30 NUM bracis-33572 321 7 january january PROPN bracis-33572 321 8 2025 2025 NUM bracis-33572 321 9 publisher publisher NOUN bracis-33572 321 10 name name NOUN bracis-33572 321 11 : : PUNCT bracis-33572 321 12 springer springer NOUN bracis-33572 321 13 , , PUNCT bracis-33572 321 14 cham cham PROPN bracis-33572 321 15 print print PROPN bracis-33572 321 16 isbn isbn PROPN bracis-33572 321 17 : : PUNCT bracis-33572 321 18 978 978 NUM bracis-33572 321 19 - - SYM bracis-33572 321 20 3 3 NUM bracis-33572 321 21 - - PUNCT bracis-33572 321 22 031 031 NUM bracis-33572 321 23 - - PUNCT bracis-33572 321 24 79028 79028 NUM bracis-33572 321 25 - - SYM bracis-33572 321 26 7 7 NUM bracis-33572 321 27 online online ADJ bracis-33572 321 28 isbn isbn NOUN bracis-33572 321 29 : : PUNCT bracis-33572 321 30 978 978 NUM bracis-33572 321 31 - - SYM bracis-33572 321 32 3 3 NUM bracis-33572 321 33 - - PUNCT bracis-33572 321 34 031 031 NUM bracis-33572 321 35 - - PUNCT bracis-33572 321 36 79029 79029 NUM bracis-33572 321 37 - - SYM bracis-33572 321 38 4 4 NUM bracis-33572 321 39 ebook ebook NOUN bracis-33572 321 40 packages package NOUN bracis-33572 321 41 : : PUNCT bracis-33572 321 42 computer computer NOUN bracis-33572 321 43 sciencecomputer sciencecomputer NOUN bracis-33572 321 44 science science NOUN bracis-33572 321 45 ( ( PUNCT bracis-33572 321 46 r0 r0 NOUN bracis-33572 321 47 ) ) PUNCT bracis-33572 321 48 share share VERB bracis-33572 321 49 this this DET bracis-33572 321 50 paper paper NOUN bracis-33572 321 51 anyone anyone PRON bracis-33572 321 52 you you PRON bracis-33572 321 53 share share VERB bracis-33572 321 54 the the DET bracis-33572 321 55 following follow VERB bracis-33572 321 56 link link NOUN bracis-33572 321 57 with with ADP bracis-33572 321 58 will will AUX bracis-33572 321 59 be be AUX bracis-33572 321 60 able able ADJ bracis-33572 321 61 to to PART bracis-33572 321 62 read read VERB bracis-33572 321 63 this this DET bracis-33572 321 64 content content NOUN bracis-33572 321 65 : : PUNCT bracis-33572 321 66 get get VERB bracis-33572 321 67 shareable shareable ADJ bracis-33572 321 68 linksorry linksorry NOUN bracis-33572 321 69 , , PUNCT bracis-33572 321 70 a a DET bracis-33572 321 71 shareable shareable ADJ bracis-33572 321 72 link link NOUN bracis-33572 321 73 is be AUX bracis-33572 321 74 not not PART bracis-33572 321 75 currently currently ADV bracis-33572 321 76 available available ADJ bracis-33572 321 77 for for ADP bracis-33572 321 78 this this DET bracis-33572 321 79 article article NOUN bracis-33572 321 80 . . PUNCT bracis-33572 322 1 copy copy VERB bracis-33572 322 2 shareable shareable ADJ bracis-33572 322 3 link link NOUN bracis-33572 322 4 to to PART bracis-33572 322 5 clipboard clipboard NOUN bracis-33572 322 6 provided provide VERB bracis-33572 322 7 by by ADP bracis-33572 322 8 the the DET bracis-33572 322 9 springer springer NOUN bracis-33572 322 10 nature nature PROPN bracis-33572 322 11 sharedit sharedit PROPN bracis-33572 322 12 content content NOUN bracis-33572 322 13 - - PUNCT bracis-33572 322 14 sharing share VERB bracis-33572 322 15 initiative initiative NOUN bracis-33572 322 16 keywords keyword NOUN bracis-33572 322 17 classifier classifier AUX bracis-33572 322 18 ensembles ensemble NOUN bracis-33572 322 19 dynamic dynamic ADJ bracis-33572 322 20 ensemble ensemble ADJ bracis-33572 322 21 selection selection NOUN bracis-33572 322 22 individual individual ADJ bracis-33572 322 23 classifiers classifier NOUN bracis-33572 322 24 combination combination NOUN bracis-33572 322 25 methods method NOUN bracis-33572 322 26 publish publish VERB bracis-33572 322 27 with with ADP bracis-33572 322 28 us us PROPN bracis-33572 322 29 policies policy NOUN bracis-33572 322 30 and and CCONJ bracis-33572 322 31 ethics ethic NOUN bracis-33572 322 32 search search NOUN bracis-33572 322 33 search search NOUN bracis-33572 322 34 by by ADP bracis-33572 322 35 keyword keyword NOUN bracis-33572 322 36 or or CCONJ bracis-33572 322 37 author author NOUN bracis-33572 322 38 search search NOUN bracis-33572 322 39 navigation navigation NOUN bracis-33572 322 40 find find VERB bracis-33572 322 41 a a DET bracis-33572 322 42 journal journal NOUN bracis-33572 322 43 publish publish VERB bracis-33572 322 44 with with ADP bracis-33572 322 45 us we PRON bracis-33572 322 46 track track VERB bracis-33572 322 47 your your PRON bracis-33572 322 48 research research NOUN bracis-33572 322 49 discover discover VERB bracis-33572 322 50 content content NOUN bracis-33572 322 51 journals journal NOUN bracis-33572 322 52 a a DET bracis-33572 322 53 - - PUNCT bracis-33572 322 54 z z NOUN bracis-33572 322 55 books book NOUN bracis-33572 322 56 a a DET bracis-33572 322 57 - - PUNCT bracis-33572 322 58 z z NOUN bracis-33572 322 59 publish publish NOUN bracis-33572 322 60 with with ADP bracis-33572 322 61 us us PROPN bracis-33572 322 62 journal journal PROPN bracis-33572 322 63 finder finder PROPN bracis-33572 322 64 publish publish VERB bracis-33572 322 65 your your PRON bracis-33572 322 66 research research NOUN bracis-33572 322 67 language language NOUN bracis-33572 322 68 editing edit VERB bracis-33572 322 69 open open ADJ bracis-33572 322 70 access access NOUN bracis-33572 322 71 publishing publishing NOUN bracis-33572 322 72 products product NOUN bracis-33572 322 73 and and CCONJ bracis-33572 322 74 services service NOUN bracis-33572 322 75 our our PRON bracis-33572 322 76 products product NOUN bracis-33572 322 77 librarians librarian VERB bracis-33572 322 78 societies society NOUN bracis-33572 322 79 partners partner NOUN bracis-33572 322 80 and and CCONJ bracis-33572 322 81 advertisers advertiser NOUN bracis-33572 322 82 our our PRON bracis-33572 322 83 brands brand NOUN bracis-33572 322 84 springer springer NOUN bracis-33572 322 85 nature nature PROPN bracis-33572 322 86 portfolio portfolio PROPN bracis-33572 322 87 bmc bmc PROPN bracis-33572 322 88 palgrave palgrave PROPN bracis-33572 322 89 macmillan macmillan PROPN bracis-33572 322 90 apress apress PROPN bracis-33572 322 91 discover discover VERB bracis-33572 322 92 your your PRON bracis-33572 322 93 privacy privacy NOUN bracis-33572 322 94 choices choice NOUN bracis-33572 322 95 / / SYM bracis-33572 322 96 manage manage NOUN bracis-33572 322 97 cookies cookie NOUN bracis-33572 322 98 your your PRON bracis-33572 322 99 us us PROPN bracis-33572 323 1 state state NOUN bracis-33572 323 2 privacy privacy NOUN bracis-33572 323 3 rights right NOUN bracis-33572 323 4 accessibility accessibility NOUN bracis-33572 323 5 statement statement NOUN bracis-33572 323 6 terms term NOUN bracis-33572 323 7 and and CCONJ bracis-33572 323 8 conditions condition NOUN bracis-33572 323 9 privacy privacy NOUN bracis-33572 323 10 policy policy NOUN bracis-33572 323 11 help help NOUN bracis-33572 323 12 and and CCONJ bracis-33572 323 13 support support VERB bracis-33572 323 14 legal legal ADJ bracis-33572 323 15 notice notice NOUN bracis-33572 323 16 cancel cancel VERB bracis-33572 323 17 contracts contract NOUN bracis-33572 323 18 here here ADV bracis-33572 323 19 129.74.145.123 129.74.145.123 NUM bracis-33572 323 20 hesburgh hesburgh PROPN bracis-33572 323 21 library library PROPN bracis-33572 323 22 er er INTJ bracis-33572 323 23 unit unit NOUN bracis-33572 323 24 ( ( PUNCT bracis-33572 323 25 3005732405 3005732405 NUM bracis-33572 323 26 ) ) PUNCT bracis-33572 323 27 northeast northeast ADJ bracis-33572 323 28 research research NOUN bracis-33572 323 29 libraries library NOUN bracis-33572 323 30 ( ( PUNCT bracis-33572 323 31 nerl nerl PROPN bracis-33572 323 32 ) ) PUNCT bracis-33572 323 33 ( ( PUNCT bracis-33572 323 34 8200828607 8200828607 NUM bracis-33572 323 35 ) ) PUNCT bracis-33572 323 36 nerl nerl VERB bracis-33572 323 37 ta ta X bracis-33572 323 38 account account NOUN bracis-33572 323 39 ( ( PUNCT bracis-33572 323 40 3006206169 3006206169 NUM bracis-33572 323 41 ) ) PUNCT bracis-33572 323 42 university university NOUN bracis-33572 323 43 of of ADP bracis-33572 323 44 notre notre PROPN bracis-33572 323 45 dame dame PROPN bracis-33572 323 46 hesburgh hesburgh PROPN bracis-33572 323 47 library library NOUN bracis-33572 323 48 ( ( PUNCT bracis-33572 323 49 3000184373 3000184373 NUM bracis-33572 323 50 ) ) PUNCT bracis-33572 324 1 © © ADP bracis-33572 324 2 2025 2025 NUM bracis-33572 324 3 springer springer NOUN bracis-33572 324 4 nature nature NOUN