{"id":"https://openalex.org/W2895365144","doi":"https://doi.org/10.3390/e20100746","title":"Multi-Objective Evolutionary Instance Selection for Regression Tasks","display_name":"Multi-Objective Evolutionary Instance Selection for Regression Tasks","publication_year":2018,"publication_date":"2018-09-29","ids":{"openalex":"https://openalex.org/W2895365144","doi":"https://doi.org/10.3390/e20100746","mag":"2895365144","pmid":"https://pubmed.ncbi.nlm.nih.gov/33265835"},"language":"en","primary_location":{"id":"doi:10.3390/e20100746","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e20100746","pdf_url":"https://www.mdpi.com/1099-4300/20/10/746/pdf?version=1598870981","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/20/10/746/pdf?version=1598870981","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019094442","display_name":"Miros\u0142aw Kordos","orcid":"https://orcid.org/0000-0002-2031-7561"},"institutions":[{"id":"https://openalex.org/I62088572","display_name":"University of Bielsko-Bia\u0142a","ror":"https://ror.org/01ew38b77","country_code":"PL","type":"education","lineage":["https://openalex.org/I62088572"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Miros\u0142aw Kordos","raw_affiliation_strings":["Department of Computer Science and Automatics, University of Bielsko-Bia\u0142a, ul. Willowa 2, 43-309 Bielsko-Bia\u0142a, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Automatics, University of Bielsko-Bia\u0142a, ul. Willowa 2, 43-309 Bielsko-Bia\u0142a, Poland","institution_ids":["https://openalex.org/I62088572"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078689403","display_name":"Krystian \u0141apa","orcid":"https://orcid.org/0000-0002-3926-5685"},"institutions":[{"id":"https://openalex.org/I130294970","display_name":"Cz\u0119stochowa University of Technology","ror":"https://ror.org/046awyn59","country_code":"PL","type":"education","lineage":["https://openalex.org/I130294970"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Krystian \u0141apa","raw_affiliation_strings":["Institute of Computational Intelligence, Cz\u0119stochowa University of Technology, 42-201 Cz\u0119stochowa, Poland"],"raw_orcid":"https://orcid.org/0000-0002-3926-5685","affiliations":[{"raw_affiliation_string":"Institute of Computational Intelligence, Cz\u0119stochowa University of Technology, 42-201 Cz\u0119stochowa, Poland","institution_ids":["https://openalex.org/I130294970"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5019094442"],"corresponding_institution_ids":["https://openalex.org/I62088572"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2227},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2227},"fwci":2.03,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.89801171,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"20","issue":"10","first_page":"746","last_page":"746"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9991999864578247,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9991999864578247,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.9962000250816345,"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":0.725543200969696},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.5924856066703796},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5752958059310913},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5479122400283813},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5105773210525513},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.510050356388092},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4810126721858978},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47639623284339905},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4743990898132324},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.45947378873825073},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4012705087661743},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.36438852548599243},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20875298976898193},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12348833680152893}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.725543200969696},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.5924856066703796},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5752958059310913},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5479122400283813},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5105773210525513},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.510050356388092},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4810126721858978},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47639623284339905},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4743990898132324},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.45947378873825073},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4012705087661743},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.36438852548599243},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20875298976898193},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12348833680152893},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/e20100746","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e20100746","pdf_url":"https://www.mdpi.com/1099-4300/20/10/746/pdf?version=1598870981","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},{"id":"pmid:33265835","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33265835","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:7512309","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7512309","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:5a26340f4fec4ebaa64d2beb0bd64f0f","is_oa":true,"landing_page_url":"https://doaj.org/article/5a26340f4fec4ebaa64d2beb0bd64f0f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy, Vol 20, Iss 10, p 746 (2018)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1099-4300/20/10/746/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/e20100746","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/e20100746","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e20100746","pdf_url":"https://www.mdpi.com/1099-4300/20/10/746/pdf?version=1598870981","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3296003869","display_name":null,"funder_award_id":"2017/01/X/ST6/00202","funder_id":"https://openalex.org/F4320322511","funder_display_name":"Narodowe Centrum Nauki"}],"funders":[{"id":"https://openalex.org/F4320319138","display_name":"Universidad de Burgos","ror":"https://ror.org/049da5t36"},{"id":"https://openalex.org/F4320322511","display_name":"Narodowe Centrum Nauki","ror":"https://ror.org/03ha2q922"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2895365144.pdf","grobid_xml":"https://content.openalex.org/works/W2895365144.grobid-xml"},"referenced_works_count":64,"referenced_works":["https://openalex.org/W133412430","https://openalex.org/W320718776","https://openalex.org/W575847903","https://openalex.org/W1535540078","https://openalex.org/W1545541701","https://openalex.org/W1565746575","https://openalex.org/W1571017796","https://openalex.org/W1599135699","https://openalex.org/W1667009198","https://openalex.org/W1787923596","https://openalex.org/W1965551184","https://openalex.org/W1965850651","https://openalex.org/W1974160070","https://openalex.org/W1977568210","https://openalex.org/W1981552604","https://openalex.org/W1985975517","https://openalex.org/W1993729794","https://openalex.org/W1994410331","https://openalex.org/W2004811928","https://openalex.org/W2022485595","https://openalex.org/W2025866801","https://openalex.org/W2030751442","https://openalex.org/W2057529458","https://openalex.org/W2061036845","https://openalex.org/W2074148701","https://openalex.org/W2076877989","https://openalex.org/W2085830763","https://openalex.org/W2088487062","https://openalex.org/W2095595785","https://openalex.org/W2097757574","https://openalex.org/W2116586169","https://openalex.org/W2122496402","https://openalex.org/W2124331144","https://openalex.org/W2125899728","https://openalex.org/W2126105956","https://openalex.org/W2128140306","https://openalex.org/W2143908786","https://openalex.org/W2151537585","https://openalex.org/W2158724449","https://openalex.org/W2165409713","https://openalex.org/W2166106466","https://openalex.org/W2182722412","https://openalex.org/W2207649084","https://openalex.org/W2213053788","https://openalex.org/W2290783671","https://openalex.org/W2323599384","https://openalex.org/W2346153116","https://openalex.org/W2418093888","https://openalex.org/W2587358506","https://openalex.org/W2599194736","https://openalex.org/W2618805771","https://openalex.org/W2619584857","https://openalex.org/W2765963863","https://openalex.org/W2786552456","https://openalex.org/W2791503449","https://openalex.org/W2803511684","https://openalex.org/W2804148081","https://openalex.org/W2804834692","https://openalex.org/W2887783273","https://openalex.org/W3104887532","https://openalex.org/W4205593870","https://openalex.org/W4250664506","https://openalex.org/W4251939261","https://openalex.org/W6638195859"],"related_works":["https://openalex.org/W2751605210","https://openalex.org/W2977596624","https://openalex.org/W2145877535","https://openalex.org/W2744730182","https://openalex.org/W3151104768","https://openalex.org/W2419109832","https://openalex.org/W2068949283","https://openalex.org/W2891428731","https://openalex.org/W1967262321","https://openalex.org/W2039670258"],"abstract_inverted_index":{"The":[0,126],"purpose":[1],"of":[2,57,76,83,92,105,123,139,141,146],"instance":[3,37],"selection":[4,38,71],"is":[5,79,94],"to":[6,49,118],"reduce":[7],"the":[8,19,27,44,51,54,58,62,67,70,77,87,95,106,112,120,131],"data":[9,20],"size":[10],"while":[11],"preserving":[12],"as":[13,21],"much":[14],"useful":[15],"information":[16],"stored":[17],"in":[18,39,137],"possible":[22],"and":[23,25,29,42,61,108,114,144],"detecting":[24],"removing":[26],"erroneous":[28],"redundant":[30],"information.":[31],"In":[32],"this":[33],"work,":[34],"we":[35],"analyze":[36],"regression":[40],"tasks":[41],"apply":[43],"NSGA-II":[45],"multi-objective":[46],"evolutionary":[47],"algorithm":[48,64],"direct":[50],"search":[52],"for":[53,65,97],"optimal":[55],"subset":[56],"training":[59],"dataset":[60,147],"k-NN":[63],"evaluating":[66],"solutions":[68,84],"during":[69],"process.":[72],"A":[73],"key":[74],"advantage":[75],"method":[78,133],"obtaining":[80],"a":[81],"pool":[82],"situated":[85],"on":[86,111],"Pareto":[88],"front,":[89],"where":[90],"each":[91],"them":[93],"best":[96],"certain":[98],"RMSE-compression":[99],"balance.":[100],"We":[101],"discuss":[102],"different":[103],"parameters":[104],"process":[107],"their":[109],"influence":[110],"results":[113],"put":[115],"special":[116],"efforts":[117],"reducing":[119],"computational":[121],"complexity":[122],"our":[124],"approach.":[125],"experimental":[127],"evaluation":[128],"proves":[129],"that":[130],"proposed":[132],"achieves":[134],"good":[135],"performance":[136],"terms":[138],"minimization":[140,145],"prediction":[142],"error":[143],"size.":[148]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4}],"updated_date":"2026-08-14T07:06:38.338062","created_date":"2025-10-10T00:00:00"}
