{"id":"https://openalex.org/W2097809233","doi":"https://doi.org/10.1109/ciel.2013.6613142","title":"Reduct based ensemble of learning classifier system for real-valued classification problems","display_name":"Reduct based ensemble of learning classifier system for real-valued classification problems","publication_year":2013,"publication_date":"2013-04-01","ids":{"openalex":"https://openalex.org/W2097809233","doi":"https://doi.org/10.1109/ciel.2013.6613142","mag":"2097809233"},"language":"en","primary_location":{"id":"doi:10.1109/ciel.2013.6613142","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ciel.2013.6613142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE Symposium on Computational Intelligence and Ensemble Learning (CIEL)","raw_type":"proceedings-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/A5087557540","display_name":"Essam Debie","orcid":"https://orcid.org/0000-0003-4954-3631"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]},{"id":"https://openalex.org/I4394709116","display_name":"UNSW Canberra","ror":"https://ror.org/0125wpx05","country_code":null,"type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Essam Debie","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, Canberra, Australia","[School of Engineering and Information Technology, University of New South, Wales Canberra, ACT, Australia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, Canberra, Australia","institution_ids":["https://openalex.org/I40053085","https://openalex.org/I31746571"]},{"raw_affiliation_string":"[School of Engineering and Information Technology, University of New South, Wales Canberra, ACT, Australia]","institution_ids":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025008673","display_name":"Kamran Shafi","orcid":null},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]},{"id":"https://openalex.org/I4394709116","display_name":"UNSW Canberra","ror":"https://ror.org/0125wpx05","country_code":null,"type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kamran Shafi","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, Canberra, Australia","[School of Engineering and Information Technology, University of New South, Wales Canberra, ACT, Australia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, Canberra, Australia","institution_ids":["https://openalex.org/I40053085","https://openalex.org/I31746571"]},{"raw_affiliation_string":"[School of Engineering and Information Technology, University of New South, Wales Canberra, ACT, Australia]","institution_ids":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083867408","display_name":"Chris Lokan","orcid":null},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]},{"id":"https://openalex.org/I4394709116","display_name":"UNSW Canberra","ror":"https://ror.org/0125wpx05","country_code":null,"type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chris Lokan","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, Canberra, Australia","[School of Engineering and Information Technology, University of New South, Wales Canberra, ACT, Australia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, Canberra, Australia","institution_ids":["https://openalex.org/I40053085","https://openalex.org/I31746571"]},{"raw_affiliation_string":"[School of Engineering and Information Technology, University of New South, Wales Canberra, ACT, Australia]","institution_ids":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111548712","display_name":"Kathryn Merrick","orcid":null},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]},{"id":"https://openalex.org/I4394709116","display_name":"UNSW Canberra","ror":"https://ror.org/0125wpx05","country_code":null,"type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Kathryn Merrick","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, Canberra, Australia","[School of Engineering and Information Technology, University of New South, Wales Canberra, ACT, Australia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, Canberra, Australia","institution_ids":["https://openalex.org/I40053085","https://openalex.org/I31746571"]},{"raw_affiliation_string":"[School of Engineering and Information Technology, University of New South, Wales Canberra, ACT, Australia]","institution_ids":["https://openalex.org/I31746571","https://openalex.org/I4394709116"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.9471,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.8875057,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"66","last_page":"73"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9994000196456909,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9994000196456909,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9624000191688538,"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/T11663","display_name":"Viral Infectious Diseases and Gene Expression in Insects","score":0.9528999924659729,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reduct","display_name":"Reduct","score":0.9520177245140076},{"id":"https://openalex.org/keywords/rough-set","display_name":"Rough set","score":0.7565383315086365},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7232758402824402},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.68943852186203},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.688697874546051},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6549824476242065},{"id":"https://openalex.org/keywords/random-subspace-method","display_name":"Random subspace method","score":0.6447752714157104},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5595330595970154},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.5245697498321533},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.464793860912323},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4492000937461853}],"concepts":[{"id":"https://openalex.org/C69177213","wikidata":"https://www.wikidata.org/wiki/Q12880812","display_name":"Reduct","level":3,"score":0.9520177245140076},{"id":"https://openalex.org/C111012933","wikidata":"https://www.wikidata.org/wiki/Q3137210","display_name":"Rough set","level":2,"score":0.7565383315086365},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7232758402824402},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.68943852186203},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.688697874546051},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6549824476242065},{"id":"https://openalex.org/C106135958","wikidata":"https://www.wikidata.org/wiki/Q7291993","display_name":"Random subspace method","level":3,"score":0.6447752714157104},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5595330595970154},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.5245697498321533},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.464793860912323},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4492000937461853}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ciel.2013.6613142","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ciel.2013.6613142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE Symposium on Computational Intelligence and Ensemble Learning (CIEL)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1540981724","https://openalex.org/W1550791322","https://openalex.org/W1968320134","https://openalex.org/W1971790955","https://openalex.org/W1980498217","https://openalex.org/W2021236931","https://openalex.org/W2054230710","https://openalex.org/W2055969699","https://openalex.org/W2058879468","https://openalex.org/W2084597006","https://openalex.org/W2098888151","https://openalex.org/W2106136950","https://openalex.org/W2122540952","https://openalex.org/W2128556230","https://openalex.org/W2340020088","https://openalex.org/W4255833381"],"related_works":["https://openalex.org/W2369301332","https://openalex.org/W2101726329","https://openalex.org/W2376860763","https://openalex.org/W2010504013","https://openalex.org/W2163171169","https://openalex.org/W1975980892","https://openalex.org/W1880013533","https://openalex.org/W2393055956","https://openalex.org/W831516024","https://openalex.org/W2077183117"],"abstract_inverted_index":{"Rough":[0,107],"set":[1,108,123,131,208],"theory":[2],"has":[3,31,169,195],"proved":[4],"efficient":[5],"for":[6,37,86],"many":[7],"applications,":[8],"including":[9],"finding":[10],"hidden":[11],"patterns":[12],"in":[13,74,116,214],"data,":[14,20],"data":[15,65,211],"reduction,":[16],"evaluating":[17],"significance":[18],"of":[19,24,59,64,132,139,148,157,178,209],"and":[21,83,134],"generating":[22],"sets":[23,212],"decision":[25],"rules":[26],"from":[27],"data.":[28],"Recently,":[29],"it":[30],"shown":[32,55,171,197],"to":[33,69,128,144,200],"be":[34],"effective":[35],"approach":[36],"constructing":[38],"ensemble":[39,78,97,113,147,159,177,204],"learning":[40,50,79,110,164],"systems":[41,46,160],"as":[42],"well.":[43],"Learning":[44],"classifier":[45,111,165,188],"are":[47],"genetics-based":[48],"machine":[49],"techniques":[51,85],"that":[52,96,154],"have":[53],"recently":[54],"a":[56,62,81,130,136,162,186,191],"high":[57],"degree":[58],"competence":[60],"on":[61,100,206],"variety":[63],"mining":[66],"problems.":[67],"Attempts":[68],"improve":[70],"its":[71],"generalization":[72],"capabilities":[73],"the":[75,88,101,201,207,215],"literature":[76],"using":[77],"lack":[80],"systematic":[82],"robust":[84],"partitioning":[87],"problem":[89,102],"at":[90],"hand.":[91],"It":[92,168,194],"is":[93,114,126,142],"well":[94],"known":[95],"performance":[98,173,199],"depends":[99],"decomposition":[103],"technique":[104],"being":[105,183],"used.":[106],"based":[109],"system":[112,166],"proposed":[115],"this":[117,120],"paper.":[118],"In":[119],"approach,":[121],"rough":[122],"attribute":[124],"reduction":[125],"used":[127,184,213],"generate":[129],"reducts,":[133],"then":[135],"diverse":[137],"subset":[138],"these":[140],"reducts":[141],"selected":[143],"train":[145],"an":[146,176],"base":[149],"classifiers.":[150],"The":[151],"experiments":[152],"show":[153],"classification":[155],"accuracy":[156],"reduct-based":[158],"outperforms":[161],"single":[163,187,192],"model.":[167],"also":[170,196],"better":[172],"than":[174],"either":[175],"classifiers":[179],"with":[180],"all":[181],"attributes":[182],"or":[185],"trained":[189],"by":[190],"reduct.":[193],"competitive":[198],"random":[202],"subspace":[203],"strategy":[205],"real":[210],"experiments.":[216]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2013,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
