{"id":"https://openalex.org/W2067630776","doi":"https://doi.org/10.1109/ciel.2014.7015736","title":"Experiments on simultaneous combination rule training and ensemble pruning algorithm","display_name":"Experiments on simultaneous combination rule training and ensemble pruning algorithm","publication_year":2014,"publication_date":"2014-12-01","ids":{"openalex":"https://openalex.org/W2067630776","doi":"https://doi.org/10.1109/ciel.2014.7015736","mag":"2067630776"},"language":"en","primary_location":{"id":"doi:10.1109/ciel.2014.7015736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ciel.2014.7015736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Symposium on Computational Intelligence in 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/A5054879396","display_name":"Bartosz Krawczyk","orcid":"https://orcid.org/0000-0002-9774-0106"},"institutions":[{"id":"https://openalex.org/I11923345","display_name":"Wroc\u0142aw University of Science and Technology","ror":"https://ror.org/008fyn775","country_code":"PL","type":"education","lineage":["https://openalex.org/I11923345"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Bartosz Krawczyk","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroclaw University of Technology, Wroclaw, Poland","Wroclaw University of Technology, Department of Systems and Computer Networks Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroclaw University of Technology, Wroclaw, Poland","institution_ids":["https://openalex.org/I11923345"]},{"raw_affiliation_string":"Wroclaw University of Technology, Department of Systems and Computer Networks Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland","institution_ids":["https://openalex.org/I11923345"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060936121","display_name":"Micha\u0142 Wo\u017aniak","orcid":"https://orcid.org/0000-0003-0146-4205"},"institutions":[{"id":"https://openalex.org/I11923345","display_name":"Wroc\u0142aw University of Science and Technology","ror":"https://ror.org/008fyn775","country_code":"PL","type":"education","lineage":["https://openalex.org/I11923345"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Micha\u0142 Wozniak","raw_affiliation_strings":["Department of Systems and Computer Networks, Wroclaw University of Technology, Wroclaw, Poland","Wroclaw University of Technology, Department of Systems and Computer Networks Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Computer Networks, Wroclaw University of Technology, Wroclaw, Poland","institution_ids":["https://openalex.org/I11923345"]},{"raw_affiliation_string":"Wroclaw University of Technology, Department of Systems and Computer Networks Wybrzeze Wyspianskiego 27, 50-370 Wroclaw, Poland","institution_ids":["https://openalex.org/I11923345"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5054879396"],"corresponding_institution_ids":["https://openalex.org/I11923345"],"apc_list":null,"apc_paid":null,"fwci":0.4203,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.74688696,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"7","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9933000206947327,"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":0.9933000206947327,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9872999787330627,"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":0.9871000051498413,"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/computer-science","display_name":"Computer science","score":0.7571943402290344},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6873197555541992},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.681900143623352},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.6698850989341736},{"id":"https://openalex.org/keywords/random-subspace-method","display_name":"Random subspace method","score":0.6478208303451538},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6423951983451843},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5536372661590576},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5432421565055847},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4726007580757141},{"id":"https://openalex.org/keywords/rule-based-system","display_name":"Rule-based system","score":0.4513959288597107},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4218027591705322}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7571943402290344},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6873197555541992},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.681900143623352},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.6698850989341736},{"id":"https://openalex.org/C106135958","wikidata":"https://www.wikidata.org/wiki/Q7291993","display_name":"Random subspace method","level":3,"score":0.6478208303451538},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6423951983451843},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5536372661590576},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5432421565055847},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4726007580757141},{"id":"https://openalex.org/C149271511","wikidata":"https://www.wikidata.org/wiki/Q1417149","display_name":"Rule-based system","level":2,"score":0.4513959288597107},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4218027591705322},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ciel.2014.7015736","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ciel.2014.7015736","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Symposium on Computational Intelligence in Ensemble Learning (CIEL)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W1502024067","https://openalex.org/W1506806321","https://openalex.org/W1510294890","https://openalex.org/W1562197959","https://openalex.org/W1565746575","https://openalex.org/W1573534773","https://openalex.org/W1577983635","https://openalex.org/W1596843590","https://openalex.org/W1972860770","https://openalex.org/W1973996862","https://openalex.org/W1981399499","https://openalex.org/W2016648380","https://openalex.org/W2024034573","https://openalex.org/W2029896651","https://openalex.org/W2038705219","https://openalex.org/W2044276792","https://openalex.org/W2058307353","https://openalex.org/W2079935202","https://openalex.org/W2089340591","https://openalex.org/W2098710879","https://openalex.org/W2100128988","https://openalex.org/W2101040242","https://openalex.org/W2102734279","https://openalex.org/W2115629999","https://openalex.org/W2126297944","https://openalex.org/W2127082287","https://openalex.org/W2135293965","https://openalex.org/W2150706391","https://openalex.org/W2158869137","https://openalex.org/W2165466912","https://openalex.org/W2168020168","https://openalex.org/W2169139688","https://openalex.org/W3120740533","https://openalex.org/W4241290727","https://openalex.org/W4251196875","https://openalex.org/W4290890850","https://openalex.org/W6633774736","https://openalex.org/W6633883679","https://openalex.org/W6643839611","https://openalex.org/W6679322618","https://openalex.org/W6684338786"],"related_works":["https://openalex.org/W1981866886","https://openalex.org/W2052615004","https://openalex.org/W2046975922","https://openalex.org/W4361733484","https://openalex.org/W4256395896","https://openalex.org/W2057416691","https://openalex.org/W1760344465","https://openalex.org/W2770076983","https://openalex.org/W4205397888","https://openalex.org/W4388700830"],"abstract_inverted_index":{"Nowadays":[0],"many":[1],"researches":[2],"related":[3],"to":[4,9,76,86,125,129,147,170,225],"classifier":[5,41,140],"design":[6],"are":[7,43,74,99,104,123],"trying":[8],"exploit":[10],"strength":[11],"of":[12,24,34,47,69,91,139,184,210],"the":[13,21,35,40,45,58,64,81,92,110,120,126,160,172,178,181,185,205,207,218,227,233],"ensemble":[14,111,149,174,234],"learning.":[15],"Such":[16],"hybrid":[17],"approach":[18],"looks":[19],"for":[20,63,114,135],"valuable":[22],"combination":[23,90,117,133,152,186,237],"individual":[25,70],"classifiers'":[26],"outputs,":[27],"which":[28,107,213,222],"should":[29],"at":[30],"least":[31],"outperforms":[32],"quality":[33],"each":[36],"available":[37],"individuals.":[38],"Therefore":[39],"ensembles":[42],"recently":[44],"focus":[46,108],"intense":[48],"research.":[49],"Basically,":[50],"it":[51],"faces":[52],"with":[53],"two":[54],"main":[55],"problems.":[56],"On":[57,80],"one":[59,161],"hand":[60,83],"we":[61,84,145],"look":[62],"valuable,":[65],"highly":[66],"diverse":[67],"pool":[68],"classifiers,":[71],"i.e.,":[72,102],"they":[73],"expected":[75],"be":[77],"mutually":[78],"complimentary.":[79],"other":[82],"try":[85],"propose":[87,146],"an":[88,131],"optimal":[89,132],"individuals'":[93],"outputs.":[94],"Usually,":[95],"mentioned":[96],"above":[97],"tasks":[98],"considering":[100],"independently,":[101],"there":[103],"several":[105],"approaches":[106,229],"on":[109,204,231],"pruning":[112,150,235],"only":[113],"a":[115,136,166],"given":[116],"rule,":[118],"while":[119],"others":[121],"works":[122],"devoted":[124],"problem":[127],"how":[128],"find":[130,171],"rule":[134,153,187],"fixed":[137],"line-up":[138,175],"pool.":[141],"In":[142],"this":[143,216],"work":[144],"put":[148],"and":[151,156,176,199],"training":[154,198],"together":[155],"consider":[157],"them":[158],"as":[159],"optimization":[162],"task.":[163],"We":[164],"employ":[165],"canonical":[167],"genetic":[168],"algorithm":[169],"best":[173,182],"in":[177],"same":[179],"time":[180],"set-up":[183],"parameters.":[188],"The":[189],"proposed":[190],"concept":[191],"(called":[192],"CRUMP":[193],"-":[194],"simultaneous":[195],"Combination":[196],"RUle":[197],"enseMble":[200],"Pruning)":[201],"was":[202],"evaluated":[203],"basis":[206],"wide":[208],"range":[209],"computer":[211],"experiments,":[212],"confirmed":[214],"that":[215],"is":[217,223],"very":[219],"promising":[220],"direction":[221],"able":[224],"outperform":[226],"traditional":[228],"focused":[230],"either":[232],"or":[236],"rule.":[238]},"counts_by_year":[{"year":2021,"cited_by_count":3},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}