{"id":"https://openalex.org/W4408399572","doi":"https://doi.org/10.1109/tevc.2025.3550915","title":"Adapting Rule Representation With Four-Parameter Beta Distribution for Learning Classifier Systems","display_name":"Adapting Rule Representation With Four-Parameter Beta Distribution for Learning Classifier Systems","publication_year":2025,"publication_date":"2025-03-13","ids":{"openalex":"https://openalex.org/W4408399572","doi":"https://doi.org/10.1109/tevc.2025.3550915"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2025.3550915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2025.3550915","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2506.03602","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001973195","display_name":"Hiroki Shiraishi","orcid":"https://orcid.org/0000-0001-8730-1276"},"institutions":[{"id":"https://openalex.org/I180203408","display_name":"Yokohama National University","ror":"https://ror.org/03zyp6p76","country_code":"JP","type":"education","lineage":["https://openalex.org/I180203408"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Hiroki Shiraishi","raw_affiliation_strings":["Faculty of Engineering, Yokohama National University, Yokohama, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Yokohama National University, Yokohama, Japan","institution_ids":["https://openalex.org/I180203408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037025413","display_name":"Yohei Hayamizu","orcid":"https://orcid.org/0000-0003-1642-4919"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yohei Hayamizu","raw_affiliation_strings":["Department of Computer Science, The State University of New York at Binghamton, Binghamton, NY, USA","Department of Computer Science, State University of New York at Binghamton, Binghamton, NY, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The State University of New York at Binghamton, Binghamton, NY, USA","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"Department of Computer Science, State University of New York at Binghamton, Binghamton, NY, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075245593","display_name":"Tomonori Hashiyama","orcid":"https://orcid.org/0000-0001-7218-2999"},"institutions":[{"id":"https://openalex.org/I20529979","display_name":"University of Electro-Communications","ror":"https://ror.org/02x73b849","country_code":"JP","type":"education","lineage":["https://openalex.org/I20529979"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Tomonori Hashiyama","raw_affiliation_strings":["Department of Informatics, The University of Electro-Communications, Tokyo, Japan","Department of Informatics, University of Electro-Communications, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, The University of Electro-Communications, Tokyo, Japan","institution_ids":["https://openalex.org/I20529979"]},{"raw_affiliation_string":"Department of Informatics, University of Electro-Communications, Tokyo, Japan","institution_ids":["https://openalex.org/I20529979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084452161","display_name":"Keiki Takadama","orcid":"https://orcid.org/0009-0007-0916-5505"},"institutions":[{"id":"https://openalex.org/I4210132233","display_name":"Ion Technology Center (Japan)","ror":"https://ror.org/02m8g1k56","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210132233"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keiki Takadama","raw_affiliation_strings":["Information Technology Center, The University of Tokyo, Chiba, Japan","Information Technology Center, University of Tokyo, Chiba, Japan"],"affiliations":[{"raw_affiliation_string":"Information Technology Center, The University of Tokyo, Chiba, Japan","institution_ids":["https://openalex.org/I74801974"]},{"raw_affiliation_string":"Information Technology Center, University of Tokyo, Chiba, Japan","institution_ids":["https://openalex.org/I4210132233","https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035595838","display_name":"Hisao Ishibuchi","orcid":"https://orcid.org/0000-0001-9186-6472"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hisao Ishibuchi","raw_affiliation_strings":["Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019516292","display_name":"Masaya Nakata","orcid":"https://orcid.org/0000-0003-3428-7890"},"institutions":[{"id":"https://openalex.org/I180203408","display_name":"Yokohama National University","ror":"https://ror.org/03zyp6p76","country_code":"JP","type":"education","lineage":["https://openalex.org/I180203408"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masaya Nakata","raw_affiliation_strings":["Faculty of Engineering, Yokohama National University, Yokohama, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Yokohama National University, Yokohama, Japan","institution_ids":["https://openalex.org/I180203408"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5001973195"],"corresponding_institution_ids":["https://openalex.org/I180203408"],"apc_list":null,"apc_paid":null,"fwci":13.2897,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.98295231,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"30","issue":"1","first_page":"363","last_page":"377"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9984999895095825,"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":0.9984999895095825,"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":0.9753000140190125,"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":0.9664000272750854,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6033636927604675},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5836168527603149},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5646131038665771},{"id":"https://openalex.org/keywords/beta-distribution","display_name":"Beta distribution","score":0.5423683524131775},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5334447026252747},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3970615863800049},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35215893387794495},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.17878443002700806}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6033636927604675},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5836168527603149},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5646131038665771},{"id":"https://openalex.org/C21621910","wikidata":"https://www.wikidata.org/wiki/Q756254","display_name":"Beta distribution","level":2,"score":0.5423683524131775},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5334447026252747},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3970615863800049},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35215893387794495},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.17878443002700806}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tevc.2025.3550915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2025.3550915","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Evolutionary Computation","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2506.03602","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.03602","pdf_url":"https://arxiv.org/pdf/2506.03602","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2506.03602","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.03602","pdf_url":"https://arxiv.org/pdf/2506.03602","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1069223013","display_name":null,"funder_award_id":"JSPS KAKENHI","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G1096240960","display_name":"\u4e95\u4e0a\u99a8\u6587\u66f8\u306e\u57fa\u790e\u7684\u7814\u7a76","funder_award_id":"12120","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G1308942226","display_name":null,"funder_award_id":"2020B121201001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1319456096","display_name":"Zero-User-Adjustment Learning Classifier System for Optimal Performance","funder_award_id":"23KJ0993","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G1477544716","display_name":null,"funder_award_id":"Guangdong","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1714633238","display_name":null,"funder_award_id":"21201001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2444603483","display_name":null,"funder_award_id":"2020B121","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2502515116","display_name":"\u30b5\u30eb\u30b3\u30a4\u30c9\u30fc\u30b8\u30b9\u306e\u767a\u751f\u6a5f\u69cb\u306b\u304a\u3051\u308b\u30d7\u30ed\u30d4\u30aa\u30cb\u30d0\u30af\u30c6\u30ea\u30a6\u30e0\u306e\u5f79\u5272\u306b\u95a2\u3059\u308b\u57fa\u790e\u7684\u7814\u7a76","funder_award_id":"212010","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G2595877991","display_name":"\u5404\u7a2e\u6d6e\u9078\u6cd5\u306b\u3088\u308b\u5ec3\u6c34\u4e2d\u306e\u91cd\u91d1\u5c5e\u30a4\u30aa\u30f3\u306e\u9664\u53bb\u306b\u95a2\u3059\u308b\u7814\u7a76","funder_award_id":"121201","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G2797624303","display_name":"\u8840\u5408\u8089\u306e\u7b4b\u8089\u30bf\u30f3\u30d1\u30af\u7d44\u6210\u306b\u95a2\u3059\u308b\u7814\u7a76","funder_award_id":"376115","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G3085993365","display_name":null,"funder_award_id":"(Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3459562248","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G43105571","display_name":"\u5f8b\u4ee4\u8ca1\u653f\u306e\u904b\u7528\u306b\u95a2\u3059\u308b\u7814\u7a76","funder_award_id":"12010","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G4636223006","display_name":null,"funder_award_id":"JSPS KAK","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G5551714633","display_name":"\u67d3\u8272\u4f53\u5206\u67d3\u6cd5\u306b\u3088\u308b\u816b\u760d\u6027\u767a\u73fe\u6a5f\u69cb\u306e\u7d30\u80de\u907a\u4f1d\u5b66\u7684\u89e3\u6790","funder_award_id":"201001","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6405430875","display_name":null,"funder_award_id":"JP23KJ0993","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G7543514444","display_name":null,"funder_award_id":"62250710163","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7844113992","display_name":"Explainable Evolutionary Computation","funder_award_id":"23K20388","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G7986406498","display_name":null,"funder_award_id":"JP23K20388","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G8451601991","display_name":null,"funder_award_id":"62376115","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408399572.pdf","grobid_xml":"https://content.openalex.org/works/W4408399572.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Rule":[0],"representations":[1,40,103,132,184],"significantly":[2,178],"influence":[3],"the":[4,11,45,130,146,194],"search":[5,12],"capabilities":[6],"and":[7,77,93,122],"decision":[8,113],"boundaries":[9,114],"within":[10,44],"space":[13],"of":[14,193],"Learning":[15],"Classifier":[16],"Systems":[17],"(LCSs).":[18],"However,":[19],"it":[20,79],"is":[21,52,142],"very":[22],"difficult":[23],"to":[24,54,99,129,144,160,191],"choose":[25,55],"an":[26,49,56],"appropriate":[27,57,102,147],"rule":[28,58,62,70,108,148,183],"representation":[29,59,71,109,149],"for":[30,41,60,104,150],"each":[31,61,151],"problem.":[32],"Additionally,":[33],"some":[34],"problems":[35],"benefit":[36],"from":[37],"using":[38,72],"different":[39,42,105],"subspaces":[43],"input":[46],"space.":[47],"Thus,":[48],"adaptive":[50],"mechanism":[51],"needed":[53],"in":[63,115,185],"LCSs.":[64],"This":[65],"article":[66],"introduces":[67],"a":[68,73,81,157],"flexible":[69],"four-parameter":[74,85],"beta":[75,86],"distribution":[76,87],"integrates":[78],"into":[80],"fuzzy-style":[82],"LCS.":[83],"The":[84],"can":[88,110],"form":[89],"various":[90,116],"function":[91],"shapes,":[92,118],"this":[94,138],"flexibility":[95],"enables":[96],"our":[97,140,154,176],"LCS":[98,141,155,177],"automatically":[100],"select":[101],"subspaces.":[106],"Our":[107],"represent":[111],"crisp/fuzzy":[112],"boundary":[117],"such":[119,133],"as":[120,134,162,166],"rectangles":[121],"bells,":[123],"by":[124],"controlling":[125],"four":[126],"parameters,":[127],"compared":[128],"standard":[131],"trapezoidal":[135],"ones.":[136],"Leveraging":[137],"flexibility,":[139],"designed":[143],"adapt":[145],"subspace.":[152],"Moreover,":[153],"has":[156],"generalization":[158],"bias":[159],"produce":[161],"many":[163],"crisp":[164],"rules":[165],"possible.":[167],"Experimental":[168],"results":[169],"on":[170,189],"real-world":[171],"classification":[172,187],"tasks":[173],"show":[174],"that":[175],"outperformed":[179],"LCSs":[180],"with":[181],"popular":[182],"test":[186],"accuracy":[188],"up":[190],"17":[192],"25":[195],"datasets":[196],"tested.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
