{"id":"https://openalex.org/W2989476213","doi":"https://doi.org/10.1093/comjnl/bxz118","title":"The Construction of a Majority-Voting Ensemble Based on the Interrelation and Amount of Information of Features","display_name":"The Construction of a Majority-Voting Ensemble Based on the Interrelation and Amount of Information of Features","publication_year":2019,"publication_date":"2019-09-04","ids":{"openalex":"https://openalex.org/W2989476213","doi":"https://doi.org/10.1093/comjnl/bxz118","mag":"2989476213"},"language":"en","primary_location":{"id":"doi:10.1093/comjnl/bxz118","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxz118","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090704024","display_name":"Fatih Ayd\u0131n","orcid":"https://orcid.org/0000-0001-9679-0403"},"institutions":[{"id":"https://openalex.org/I264262938","display_name":"K\u0131rklareli University","ror":"https://ror.org/00jb0e673","country_code":"TR","type":"education","lineage":["https://openalex.org/I264262938"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Fatih Ayd\u0131n","raw_affiliation_strings":["Department of Software Engineering, Faculty of Engineering, Kirklareli University, Kirklareli, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Faculty of Engineering, Kirklareli University, Kirklareli, Turkey","institution_ids":["https://openalex.org/I264262938"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074020115","display_name":"Zafer Aslan","orcid":"https://orcid.org/0000-0001-7707-7370"},"institutions":[{"id":"https://openalex.org/I179948855","display_name":"Istanbul Ayd\u0131n University","ror":"https://ror.org/00qsyw664","country_code":"TR","type":"education","lineage":["https://openalex.org/I179948855"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Zafer Aslan","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Istanbul Aydin University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Istanbul Aydin University, Istanbul, Turkey","institution_ids":["https://openalex.org/I179948855"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5090704024"],"corresponding_institution_ids":["https://openalex.org/I264262938"],"apc_list":{"value":2635,"currency":"GBP","value_usd":3232},"apc_paid":null,"fwci":1.596,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.88104768,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"63","issue":"11","first_page":"1756","last_page":"1774"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9904999732971191,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.7883574962615967},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7344516515731812},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.6554520726203918},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5655719637870789},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4869488477706909},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.4833762049674988},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47931113839149475},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3909875750541687},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3658539652824402},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32027626037597656},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16963544487953186}],"concepts":[{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.7883574962615967},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7344516515731812},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.6554520726203918},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5655719637870789},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4869488477706909},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.4833762049674988},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47931113839149475},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3909875750541687},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3658539652824402},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32027626037597656},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16963544487953186},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1093/comjnl/bxz118","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comjnl/bxz118","pdf_url":null,"source":{"id":"https://openalex.org/S44643521","display_name":"The Computer Journal","issn_l":"0010-4620","issn":["0010-4620","1460-2067"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Computer Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6499999761581421,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W207309682","https://openalex.org/W605727707","https://openalex.org/W1515532631","https://openalex.org/W1808644423","https://openalex.org/W1969557815","https://openalex.org/W1979205968","https://openalex.org/W1994830145","https://openalex.org/W1995875735","https://openalex.org/W2021404082","https://openalex.org/W2024584963","https://openalex.org/W2029169022","https://openalex.org/W2029469881","https://openalex.org/W2037760741","https://openalex.org/W2046518304","https://openalex.org/W2051381803","https://openalex.org/W2055734602","https://openalex.org/W2068337856","https://openalex.org/W2070855716","https://openalex.org/W2074166357","https://openalex.org/W2080137107","https://openalex.org/W2088008882","https://openalex.org/W2093717447","https://openalex.org/W2100483895","https://openalex.org/W2103459159","https://openalex.org/W2107018368","https://openalex.org/W2113242816","https://openalex.org/W2124868070","https://openalex.org/W2135293965","https://openalex.org/W2142334564","https://openalex.org/W2144792090","https://openalex.org/W2144798162","https://openalex.org/W2149376583","https://openalex.org/W2150757437","https://openalex.org/W2151554678","https://openalex.org/W2162506329","https://openalex.org/W2169139688","https://openalex.org/W2185709691","https://openalex.org/W2220414802","https://openalex.org/W2263960809","https://openalex.org/W2294798173","https://openalex.org/W2298860367","https://openalex.org/W2487087946","https://openalex.org/W2548632986","https://openalex.org/W2911964244","https://openalex.org/W2912934387","https://openalex.org/W3004732066","https://openalex.org/W3112073073","https://openalex.org/W3120740533","https://openalex.org/W3145506661","https://openalex.org/W3165241807","https://openalex.org/W4211226603","https://openalex.org/W4212883601","https://openalex.org/W4232478844","https://openalex.org/W4241005218","https://openalex.org/W4247777826","https://openalex.org/W4250460070","https://openalex.org/W4252434178","https://openalex.org/W6787699512","https://openalex.org/W6796017329"],"related_works":["https://openalex.org/W4376643315","https://openalex.org/W4324137541","https://openalex.org/W2900445707","https://openalex.org/W4285741730","https://openalex.org/W1191482210","https://openalex.org/W4285046548","https://openalex.org/W4210302090","https://openalex.org/W2806625726","https://openalex.org/W3092276832","https://openalex.org/W4375951447"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"this":[2],"paper,":[3],"we":[4],"introduced":[5],"a":[6,78,113],"new":[7,31],"ensemble":[8],"learning":[9,25,132],"algorithm":[10,32,91,97,163],"called":[11],"VIBES,":[12],"which":[13],"is":[14,33,64,99],"better":[15],"in":[16,27,77,101,122],"terms":[17],"of":[18,51,58,60,85,104,115,138,147,154],"performance":[19,133],"when":[20,62],"compared":[21],"to":[22,144,159,191],"85":[23],"machine":[24],"algorithms":[26],"WEKA":[28],"tool.":[29],"This":[30],"based":[34,81],"on":[35,48,70,82],"three":[36],"major":[37],"processes:":[38],"(i)":[39],"making":[40],"an":[41],"assumption":[42,129],"regarding":[43],"whether":[44],"features":[45,61,135,142],"are":[46,68,136],"dependent":[47,69],"or":[49],"independent":[50,137],"each":[52,71,139],"other,":[53],"(ii)":[54],"computing":[55],"the":[56,83,90,94,102,105,123,127,145,162,169,176,182],"amount":[57,84,146],"information":[59,148],"it":[63,118],"assumed":[65],"that":[66,98,125,164],"they":[67],"other":[72],"and":[73,152,181,194],"then":[74],"sorting":[75],"them":[76],"descending":[79],"manner":[80],"information,":[86],"(iii)":[87],"speeding":[88],"up":[89],"by":[92],"optimizing":[93],"forward":[95],"search":[96],"used":[100],"construction":[103],"final":[106],"hypothesis":[107],"from":[108],"base":[109,155],"learner":[110,156],"hypotheses.":[111],"As":[112],"result":[114],"these":[116],"processes,":[117],"has":[119,165,168],"been":[120,166,189],"seen":[121],"experiments":[124],"choosing":[126],"relevant":[128],"can":[130],"boost":[131],"if":[134],"other;":[140],"considering":[141],"according":[143],"provides":[149],"high":[150],"accuracy":[151,173,186],"diversity":[153],"models.":[157],"According":[158],"experiment":[160],"results,":[161],"developed":[167],"highest":[170,180],"average":[171,184],"classification":[172,185],"rate":[174],"across":[175],"33":[177],"datasets.":[178],"The":[179],"lowest":[183],"rates":[187],"have":[188],"found":[190],"be":[192],"89.80":[193],"78.03%,":[195],"respectively.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":7}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
