{"id":"https://openalex.org/W3046609661","doi":"https://doi.org/10.1145/3377929.3398102","title":"Generic approaches for parallel rule matching in learning classifier systems","display_name":"Generic approaches for parallel rule matching in learning classifier systems","publication_year":2020,"publication_date":"2020-07-08","ids":{"openalex":"https://openalex.org/W3046609661","doi":"https://doi.org/10.1145/3377929.3398102","mag":"3046609661"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377929.3398102","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5009242098","display_name":"Lukas Rosenbauer","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123307","display_name":"BSH Hausger\u00e4te (Germany)","ror":"https://ror.org/0231f9890","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210123307","https://openalex.org/I889804353"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lukas Rosenbauer","raw_affiliation_strings":["BSH Home Appliances, Germany"],"affiliations":[{"raw_affiliation_string":"BSH Home Appliances, Germany","institution_ids":["https://openalex.org/I4210123307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045271767","display_name":"Anthony Stein","orcid":"https://orcid.org/0000-0002-1808-9758"},"institutions":[{"id":"https://openalex.org/I110079840","display_name":"University of Hohenheim","ror":"https://ror.org/00b1c9541","country_code":"DE","type":"funder","lineage":["https://openalex.org/I110079840"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anthony Stein","raw_affiliation_strings":["University of Hohenheim, Germany"],"affiliations":[{"raw_affiliation_string":"University of Hohenheim, Germany","institution_ids":["https://openalex.org/I110079840"]}]},{"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":["University of Augsburg, Germany"],"affiliations":[{"raw_affiliation_string":"University of Augsburg, Germany","institution_ids":["https://openalex.org/I179225836"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.151,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.382441,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":69,"max":73},"biblio":{"volume":null,"issue":null,"first_page":"1789","last_page":"1797"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9999,"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":0.9999,"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/T11663","display_name":"Viral Infectious Diseases and Gene Expression in Insects","score":0.9858,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9833,"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/learning-classifier-system","display_name":"Learning classifier system","score":0.45079947}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8487976},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5758389},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5292634},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.47094643},{"id":"https://openalex.org/C199190896","wikidata":"https://www.wikidata.org/wiki/Q3509276","display_name":"Learning classifier system","level":3,"score":0.45079947},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35963446},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.35632765},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.26506412}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377929.3398102","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":15,"referenced_works":["https://openalex.org/W1497152074","https://openalex.org/W164384110","https://openalex.org/W1659842140","https://openalex.org/W1969067576","https://openalex.org/W2014989578","https://openalex.org/W2026505708","https://openalex.org/W2094430152","https://openalex.org/W2137481367","https://openalex.org/W2208378028","https://openalex.org/W2477329842","https://openalex.org/W2821659357","https://openalex.org/W2884745705","https://openalex.org/W2961727008","https://openalex.org/W312187425","https://openalex.org/W3126330362"],"related_works":["https://openalex.org/W4364374183","https://openalex.org/W4321844043","https://openalex.org/W4306321456","https://openalex.org/W4285046548","https://openalex.org/W4213073923","https://openalex.org/W3196155444","https://openalex.org/W2961085424","https://openalex.org/W2917666173","https://openalex.org/W2156006853","https://openalex.org/W2090182691"],"abstract_inverted_index":{"The":[0],"XCS":[1],"classifier":[2,195],"system":[3],"(XCS)":[4],"constitutes":[5,63],"the":[6,47,64,149,186],"most":[7,66,193],"deeply":[8],"investigated":[9],"evolutionary":[10],"rule-based":[11],"machine":[12],"learning":[13,19,29,194],"algorithm.":[14],"Due":[15],"to":[16,34,42],"its":[17,44],"online":[18],"nature,":[20],"it":[21,39,118],"is":[22,40],"not":[23],"as":[24,27,125],"computationally":[25,65],"intense":[26],"deep":[28],"approaches.":[30],"However,":[31,83],"in":[32,111,166],"order":[33],"increase":[35],"XCS's":[36,53],"realtime":[37],"capabilities,":[38],"worth":[41],"improve":[43],"runtime":[45],"for":[46,71,143,192],"inference":[48],"step.":[49],"A":[50],"iteration":[51],"through":[52],"main":[54],"loop":[55],"involves":[56],"various":[57],"steps.":[58],"Among":[59],"them,":[60],"matching":[61],"usually":[62],"expensive":[67],"part.":[68],"Various":[69],"ways":[70],"improvements":[72],"have":[73],"been":[74],"proposed,":[75],"e.g.":[76],"using":[77],"specialized":[78],"hardware":[79,90,132],"or":[80,97],"vector":[81],"commands.":[82],"existing":[84],"approaches":[85,182],"require":[86],"either":[87],"a":[88,93,98,130,139,153],"certain":[89],"coupled":[91],"with":[92,156],"specific":[94,131],"instruction":[95],"set,":[96],"dedicated":[99],"multiprocessing":[100],"programming":[101,174],"language.":[102],"In":[103],"this":[104],"context,":[105],"parallel":[106,141],"programs":[107],"are":[108,133,164,189],"often":[109],"evaluated":[110],"terms":[112],"of":[113,129,152],"their":[114],"speed":[115],"up,":[116],"but":[117,188],"turns":[119],"out":[120],"that":[121,180],"qualitative":[122],"criteria":[123],"such":[124],"flexibility":[126],"and":[127,172,197],"independence":[128],"also":[134,190],"relevant.":[135],"We":[136,145],"therefore":[137],"present":[138],"generic":[140],"approach":[142],"matching.":[144],"only":[146,184],"rely":[147],"on":[148],"minimum":[150],"assumption":[151],"multicore":[154],"CPU":[155],"standard":[157],"synchronization":[158],"mechanisms,":[159],"e.g.,":[160],"locks.":[161],"Those":[162],"assumptions":[163],"satisfied":[165],"almost":[167],"all":[168],"modern":[169],"computing":[170,198],"systems":[171,196],"high-level":[173],"languages":[175],"today.":[176],"Thus":[177],"we":[178],"show":[179],"our":[181],"cannot":[183],"decrease":[185],"runtime,":[187],"reusable":[191],"systems.":[199]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W3046609661","counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-03-18T09:10:26.605833","created_date":"2020-08-07"}