{"id":"https://openalex.org/W4312529638","doi":"https://doi.org/10.5220/0011542000003332","title":"Approaches for Rule Discovery in a Learning Classifier System","display_name":"Approaches for Rule Discovery in a Learning Classifier System","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312529638","doi":"https://doi.org/10.5220/0011542000003332"},"language":"en","primary_location":{"id":"doi:10.5220/0011542000003332","is_oa":false,"landing_page_url":"https://doi.org/10.5220/0011542000003332","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Joint Conference on Computational Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/104138","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112783287","display_name":"Michael Heider","orcid":null},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Michael Heider","raw_affiliation_strings":["Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036256685","display_name":"Helena Stegherr","orcid":"https://orcid.org/0000-0001-7871-7309"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Helena Stegherr","raw_affiliation_strings":["Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010049520","display_name":"David P\u00e4tzel","orcid":"https://orcid.org/0000-0002-8238-8461"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"David P\u00e4tzel","raw_affiliation_strings":["Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072860686","display_name":"Roman Sraj","orcid":null},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Roman Sraj","raw_affiliation_strings":["Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005362181","display_name":"Jonathan Wurth","orcid":null},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Wurth","raw_affiliation_strings":["Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048907982","display_name":"Benedikt Volger","orcid":null},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Benedikt Volger","raw_affiliation_strings":["Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035545860","display_name":"J\u00f6rg H\u00e4hner","orcid":"https://orcid.org/0000-0003-0107-264X"},"institutions":[{"id":"https://openalex.org/I179225836","display_name":"University of Augsburg","ror":"https://ror.org/03p14d497","country_code":"DE","type":"education","lineage":["https://openalex.org/I179225836"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"J\u00f6rg H\u00e4hner","raw_affiliation_strings":["Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Augsburg, Am Technologiezentrum 8, Augsburg, Germany, --- Select a Country ---","institution_ids":["https://openalex.org/I179225836"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5112783287"],"corresponding_institution_ids":["https://openalex.org/I179225836"],"apc_list":null,"apc_paid":null,"fwci":0.2651,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62610117,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9975000023841858,"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":0.9975000023841858,"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":0.9556000232696533,"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":0.9390000104904175,"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":0.7010872960090637},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5649274587631226},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5314611196517944},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4930135905742645}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7010872960090637},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5649274587631226},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5314611196517944},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4930135905742645}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0011542000003332","is_oa":false,"landing_page_url":"https://doi.org/10.5220/0011542000003332","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 14th International Joint Conference on Computational Intelligence","raw_type":"proceedings-article"},{"id":"pmh:oai:uni-augsburg.opus-bayern.de:104138","is_oa":true,"landing_page_url":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/104138","pdf_url":null,"source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:conferenceobject"}],"best_oa_location":{"id":"pmh:oai:uni-augsburg.opus-bayern.de:104138","is_oa":true,"landing_page_url":"https://opus.bibliothek.uni-augsburg.de/opus4/frontdoor/index/index/docId/104138","pdf_url":null,"source":{"id":"https://openalex.org/S4306400930","display_name":"OPUS (Augsburg University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119916105","host_organization_name":"Augsburg University","host_organization_lineage":["https://openalex.org/I119916105"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"doc-type:conferenceobject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W32112595","https://openalex.org/W1625941627","https://openalex.org/W1969885422","https://openalex.org/W1989101984","https://openalex.org/W1991597792","https://openalex.org/W2009718765","https://openalex.org/W2061933243","https://openalex.org/W2064769840","https://openalex.org/W2101234009","https://openalex.org/W2189250937","https://openalex.org/W2746353786","https://openalex.org/W2830573464","https://openalex.org/W2962236927","https://openalex.org/W2962897394","https://openalex.org/W3120740533","https://openalex.org/W4221161916","https://openalex.org/W4284899071","https://openalex.org/W4285805431","https://openalex.org/W4301186107","https://openalex.org/W4312830809"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4313488044","https://openalex.org/W3209574120","https://openalex.org/W4312192474","https://openalex.org/W4210805261"],"abstract_inverted_index":{"To":[0],"fill":[1],"the":[2,41,54,62,83,108,113,154,186],"increasing":[3],"demand":[4],"for":[5,47],"explanations":[6],"of":[7,32,43,58,65,75,110,115,118],"decisions":[8],"made":[9],"by":[10,38],"automated":[11],"prediction":[12,90],"systems,":[13],"machine":[14],"learning":[15],"(ML)":[16],"techniques":[17,76],"that":[18,146,179],"produce":[19,35],"inherently":[20],"transparent":[21,36],"models":[22,37],"are":[23,120],"directly":[24],"suited.":[25],"Learning":[26],"Classifier":[27],"Systems":[28],"(LCSs),":[29],"a":[30,73,102,135,149],"family":[31],"rule-based":[33],"learners,":[34],"design.":[39],"However,":[40],"usefulness":[42],"such":[44],"models,":[45],"both":[46],"predictions":[48],"and":[49,56,112,139,163,171],"analyses,":[50],"heavily":[51],"depends":[52],"on":[53,87,157],"placement":[55,109],"selection":[57,114],"rules":[59,81,111,119,169],"(combined":[60],"constituting":[61],"ML":[63],"task":[64],"model":[66],"selection).":[67],"In":[68],"this":[69],"paper,":[70],"we":[71],"investigate":[72],"variety":[74],"to":[77,125,152,188],"efficiently":[78],"place":[79],"good":[80,116],"within":[82,101],"search":[84,155],"space":[85],"based":[86,156],"their":[88,95],"local":[89],"errors":[91],"as":[92,94],"well":[93],"generality.":[96],"This":[97],"investigation":[98],"is":[99,148],"done":[100],"specific":[103],"LCS,":[104],"named":[105],"SupRB,":[106],"where":[107,128],"subsets":[117],"strictly":[121],"separated":[122],"in":[123],"contrast":[124],"other":[126],"LCSs":[127],"these":[129],"tasks":[130],"sometimes":[131],"blend.":[132],"We":[133,144],"compare":[134],"Random":[136],"Search,":[137],"(1,\u03bb)-ES":[138],"three":[140],"Novelty":[141,180],"Search":[142,181],"variants.":[143],"find":[145,178],"there":[147],"definitive":[150],"need":[151],"guide":[153],"some":[158],"sensible":[159],"criteria,":[160],"i.e.":[161],"error":[162],"generality,":[164],"rather":[165],"than":[166],"just":[167],"placing":[168],"randomly":[170],"selecting":[172],"better":[173],"performing":[174],"ones":[175],"but":[176],"also":[177],"variants":[182],"do":[183],"not":[184],"beat":[185],"easier":[187],"understand":[189],"(1,\u03bb)-ES.":[190]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
