{"id":"https://openalex.org/W1986404990","doi":"https://doi.org/10.1145/1068009.1068325","title":"An abstraction agorithm for genetics-based reinforcement learning","display_name":"An abstraction agorithm for genetics-based reinforcement learning","publication_year":2005,"publication_date":"2005-06-25","ids":{"openalex":"https://openalex.org/W1986404990","doi":"https://doi.org/10.1145/1068009.1068325","mag":"1986404990"},"language":"en","primary_location":{"id":"doi:10.1145/1068009.1068325","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1068009.1068325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-article"},"type":"conference-paper","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/A5065533636","display_name":"Will N. Browne","orcid":"https://orcid.org/0000-0001-8979-2224"},"institutions":[{"id":"https://openalex.org/I71052956","display_name":"University of Reading","ror":"https://ror.org/05v62cm79","country_code":"GB","type":"education","lineage":["https://openalex.org/I71052956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Will Browne","raw_affiliation_strings":["University of Reading, Berkshire, UK","University of Reading, Berkshire, UK;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Reading, Berkshire, UK","institution_ids":["https://openalex.org/I71052956"]},{"raw_affiliation_string":"University of Reading, Berkshire, UK;","institution_ids":["https://openalex.org/I71052956"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081169999","display_name":"Dan Scott","orcid":"https://orcid.org/0000-0001-8438-4926"},"institutions":[{"id":"https://openalex.org/I71052956","display_name":"University of Reading","ror":"https://ror.org/05v62cm79","country_code":"GB","type":"education","lineage":["https://openalex.org/I71052956"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dan Scott","raw_affiliation_strings":["University of Reading, Berkshire, UK","University of Reading, Berkshire, UK;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Reading, Berkshire, UK","institution_ids":["https://openalex.org/I71052956"]},{"raw_affiliation_string":"University of Reading, Berkshire, UK;","institution_ids":["https://openalex.org/I71052956"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I71052956"],"apc_list":null,"apc_paid":null,"fwci":0.9858,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.75784383,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1875","last_page":"1882"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9975000023841858,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9819999933242798,"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/abstraction","display_name":"Abstraction","score":0.8804794549942017},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7710949182510376},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7515991926193237},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6686793565750122},{"id":"https://openalex.org/keywords/learning-classifier-system","display_name":"Learning classifier system","score":0.6159213185310364},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5438705682754517},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5098918676376343},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.41033440828323364},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09026357531547546}],"concepts":[{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.8804794549942017},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7710949182510376},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7515991926193237},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6686793565750122},{"id":"https://openalex.org/C199190896","wikidata":"https://www.wikidata.org/wiki/Q3509276","display_name":"Learning classifier system","level":3,"score":0.6159213185310364},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5438705682754517},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5098918676376343},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.41033440828323364},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09026357531547546},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/1068009.1068325","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1068009.1068325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 7th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320319997","display_name":"Nuffield Foundation","ror":"https://ror.org/0281jqk77"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W144671930","https://openalex.org/W1497256448","https://openalex.org/W1515851193","https://openalex.org/W1578975453","https://openalex.org/W1984314602","https://openalex.org/W2008088085","https://openalex.org/W2052153221","https://openalex.org/W2073677619","https://openalex.org/W2098874099","https://openalex.org/W2109910161","https://openalex.org/W2121863487","https://openalex.org/W2579555219","https://openalex.org/W3011120880"],"related_works":["https://openalex.org/W1966456942","https://openalex.org/W2754028433","https://openalex.org/W3148138296","https://openalex.org/W1882507001","https://openalex.org/W2367922714","https://openalex.org/W2352650970","https://openalex.org/W2534140487","https://openalex.org/W4383501708","https://openalex.org/W2041126907","https://openalex.org/W2130711276"],"abstract_inverted_index":{"Abstraction":[0,56],"is":[1,37,61],"a":[2,54],"higher":[3,29],"order":[4],"cognitive":[5],"ability":[6],"that":[7,13],"facilitates":[8],"the":[9,25,67],"production":[10],"of":[11,16,34,53,69],"rules":[12],"are":[14],"independent":[15],"their":[17],"associations.":[18],"Experience":[19],"from":[20],"real-world":[21],"data-mining":[22],"has":[23],"shown":[24,62],"need":[26],"for":[27],"such":[28],"level":[30],"rules.":[31],"The":[32,51],"game":[33],"Connect":[35],"4":[36],"both":[38],"multistep":[39],"and":[40,45],"complex,":[41],"so":[42],"standard":[43],"Q-learning":[44],"Learning":[46],"Classifier":[47],"Systems":[48],"perform":[49],"poorly.":[50],"introduction":[52],"novel":[55],"algorithm":[57],"into":[58],"an":[59],"LCS":[60],"to":[63],"improve":[64],"performance":[65],"in":[66],"evolution":[68],"playing":[70],"strategies.":[71]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}