{"id":"https://openalex.org/W2088487062","doi":"https://doi.org/10.1109/fuzz-ieee.2013.6622486","title":"An instance selection algorithm for regression and its application in variance reduction","display_name":"An instance selection algorithm for regression and its application in variance reduction","publication_year":2013,"publication_date":"2013-07-01","ids":{"openalex":"https://openalex.org/W2088487062","doi":"https://doi.org/10.1109/fuzz-ieee.2013.6622486","mag":"2088487062"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee.2013.6622486","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2013.6622486","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","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/A5078802648","display_name":"Ismael Rodriguez-Fdez","orcid":"https://orcid.org/0009-0002-4846-9046"},"institutions":[{"id":"https://openalex.org/I200284239","display_name":"Universidade de Santiago de Compostela","ror":"https://ror.org/030eybx10","country_code":"ES","type":"education","lineage":["https://openalex.org/I200284239"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Ismael Rodriguez-Fdez","raw_affiliation_strings":["Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n (CITIUS), Universidade de Santiago de Compostela, Spain","[Centro de Investig. en Tecnoloxias da Informacion (CITIUS), Univ. de Santiago de Compostela, Santiago de Compostela, Spain]"],"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n (CITIUS), Universidade de Santiago de Compostela, Spain","institution_ids":["https://openalex.org/I200284239"]},{"raw_affiliation_string":"[Centro de Investig. en Tecnoloxias da Informacion (CITIUS), Univ. de Santiago de Compostela, Santiago de Compostela, Spain]","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057742985","display_name":"Manuel Mucientes","orcid":"https://orcid.org/0000-0003-1735-3585"},"institutions":[{"id":"https://openalex.org/I200284239","display_name":"Universidade de Santiago de Compostela","ror":"https://ror.org/030eybx10","country_code":"ES","type":"education","lineage":["https://openalex.org/I200284239"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Mucientes","raw_affiliation_strings":["Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n (CITIUS), Universidade de Santiago de Compostela, Spain","[Centro de Investig. en Tecnoloxias da Informacion (CITIUS), Univ. de Santiago de Compostela, Santiago de Compostela, Spain]"],"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n (CITIUS), Universidade de Santiago de Compostela, Spain","institution_ids":["https://openalex.org/I200284239"]},{"raw_affiliation_string":"[Centro de Investig. en Tecnoloxias da Informacion (CITIUS), Univ. de Santiago de Compostela, Santiago de Compostela, Spain]","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086940709","display_name":"Alberto Bugar\u00edn","orcid":"https://orcid.org/0000-0003-3574-3843"},"institutions":[{"id":"https://openalex.org/I200284239","display_name":"Universidade de Santiago de Compostela","ror":"https://ror.org/030eybx10","country_code":"ES","type":"education","lineage":["https://openalex.org/I200284239"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alberto Bugarin","raw_affiliation_strings":["Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n (CITIUS), Universidade de Santiago de Compostela, Spain","[Centro de Investig. en Tecnoloxias da Informacion (CITIUS), Univ. de Santiago de Compostela, Santiago de Compostela, Spain]"],"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n en Tecnolox\u00edas da Informaci\u00f3n (CITIUS), Universidade de Santiago de Compostela, Spain","institution_ids":["https://openalex.org/I200284239"]},{"raw_affiliation_string":"[Centro de Investig. en Tecnoloxias da Informacion (CITIUS), Univ. de Santiago de Compostela, Santiago de Compostela, Spain]","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5078802648"],"corresponding_institution_ids":["https://openalex.org/I200284239"],"apc_list":null,"apc_paid":null,"fwci":6.7326,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.965826,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"22","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","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/T11975","display_name":"Evolutionary Algorithms and Applications","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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.996999979019165,"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":0.9940000176429749,"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/overfitting","display_name":"Overfitting","score":0.9429926872253418},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7260369062423706},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6437432169914246},{"id":"https://openalex.org/keywords/variance","display_name":"Variance (accounting)","score":0.6322064995765686},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6066336631774902},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5540103316307068},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5214759111404419},{"id":"https://openalex.org/keywords/variance-reduction","display_name":"Variance reduction","score":0.50266432762146},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4783594012260437},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.46716153621673584},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.43857407569885254},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.40128862857818604},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38819530606269836},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18769168853759766},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1725093126296997},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.15941551327705383}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.9429926872253418},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7260369062423706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6437432169914246},{"id":"https://openalex.org/C196083921","wikidata":"https://www.wikidata.org/wiki/Q7915758","display_name":"Variance (accounting)","level":2,"score":0.6322064995765686},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6066336631774902},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5540103316307068},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5214759111404419},{"id":"https://openalex.org/C62644790","wikidata":"https://www.wikidata.org/wiki/Q3454689","display_name":"Variance reduction","level":3,"score":0.50266432762146},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4783594012260437},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.46716153621673584},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.43857407569885254},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.40128862857818604},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38819530606269836},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18769168853759766},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1725093126296997},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.15941551327705383},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz-ieee.2013.6622486","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2013.6622486","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1523590985","https://openalex.org/W1974160070","https://openalex.org/W1974758710","https://openalex.org/W1977904727","https://openalex.org/W2024929312","https://openalex.org/W2028933072","https://openalex.org/W2050288270","https://openalex.org/W2050337454","https://openalex.org/W2051224630","https://openalex.org/W2068514419","https://openalex.org/W2070459079","https://openalex.org/W2088326991","https://openalex.org/W2090816058","https://openalex.org/W2093620744","https://openalex.org/W2097460058","https://openalex.org/W2097757574","https://openalex.org/W2117827905","https://openalex.org/W2121044470","https://openalex.org/W2121573754","https://openalex.org/W2122496402","https://openalex.org/W2122702721","https://openalex.org/W2127218421","https://openalex.org/W2138798794","https://openalex.org/W2146713522","https://openalex.org/W2151537585","https://openalex.org/W2154940917","https://openalex.org/W2158325524","https://openalex.org/W2165643853","https://openalex.org/W3216584063","https://openalex.org/W4291236916","https://openalex.org/W6644667261","https://openalex.org/W6678230397","https://openalex.org/W6678914141"],"related_works":["https://openalex.org/W4295122168","https://openalex.org/W3155717344","https://openalex.org/W1770458422","https://openalex.org/W2169816622","https://openalex.org/W2298254442","https://openalex.org/W1997242758","https://openalex.org/W2169367269","https://openalex.org/W2951368390","https://openalex.org/W2291558465","https://openalex.org/W1981992409"],"abstract_inverted_index":{"The":[0,96,141],"tradeoff":[1],"between":[2],"bias":[3],"and":[4,152],"variance":[5,55],"is":[6,33,56,91,100,133,161],"a":[7,19,62,103,110,165,174],"well-known":[8],"problem":[9],"in":[10,50,71,102,167],"machine":[11,52],"learning,":[12],"since":[13],"algorithms":[14],"are":[15,116],"expected":[16],"to":[17,105],"achieve":[18],"reduced":[20,57],"training":[21,139],"error":[22,132],"without":[23],"going":[24],"into":[25],"overfitting.":[26],"In":[27],"Genetic":[28],"Fuzzy":[29],"Systems":[30],"(GFSs),":[31],"overfitting":[32],"usually":[34],"avoided":[35],"through":[36,58],"the":[37,40,45,59,114,127,131,137,168],"control":[38],"of":[39,42,47,61,98,163,170],"number":[41,46,169],"rules":[43,115,171],"and/or":[44],"labels.":[48],"However,":[49],"many":[51],"learning":[53],"approaches,":[54],"use":[60],"validation":[63],"set.":[64],"Inspired":[65],"by":[66,126],"this":[67,72],"idea,":[68],"we":[69],"propose":[70],"paper":[73],"an":[74,119],"Instance":[75,85],"Selection":[76,86],"(IS)":[77],"algorithm":[78],"for":[79,87],"regression":[80],"problems":[81],"called":[82],"Class":[83],"Conditional":[84],"Regression":[88],"(CCISR)":[89],"which":[90],"based":[92],"on":[93],"CCIS":[94],"[1].":[95],"output":[97],"CCISR":[99],"used":[101],"GFS":[104],"obtain":[106],"Rule":[107],"Bases":[108],"with":[109,118,136,156],"low":[111],"variance,":[112],"as":[113],"generated":[117],"ad":[120],"hoc":[121],"data":[122],"driven":[123],"method":[124],"guided":[125],"selected":[128],"instances,":[129],"but":[130],"still":[134],"measured":[135],"full":[138],"dataset.":[140],"combined":[142],"system":[143],"has":[144],"been":[145],"tested":[146],"over":[147],"12":[148],"publicly":[149],"available":[150],"datasets,":[151],"results":[153],"were":[154],"compared":[155],"other":[157],"GFSs.":[158],"Our":[159],"approach":[160],"capable":[162],"achieving":[164],"reduction":[166],"while":[172],"maintaining":[173],"good":[175],"accuracy.":[176]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":7},{"year":2015,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
