{"id":"https://openalex.org/W2293485825","doi":"https://doi.org/10.1515/amcs-2015-0035","title":"A strategy learning model for autonomous agents based on classification","display_name":"A strategy learning model for autonomous agents based on classification","publication_year":2015,"publication_date":"2015-09-01","ids":{"openalex":"https://openalex.org/W2293485825","doi":"https://doi.org/10.1515/amcs-2015-0035","mag":"2293485825"},"language":"en","primary_location":{"id":"doi:10.1515/amcs-2015-0035","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2015-0035","pdf_url":"https://sciendo.com/pdf/10.1515/amcs-2015-0035","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://sciendo.com/pdf/10.1515/amcs-2015-0035","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067892569","display_name":"Bart\u0142omiej \u015anie\u017cy\u0144ski","orcid":"https://orcid.org/0000-0002-4206-9052"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]},{"id":"https://openalex.org/I4210092770","display_name":"Cracow University of Technology","ror":null,"country_code":"PL","type":null,"lineage":["https://openalex.org/I4210092770"]},{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL","US"],"is_corresponding":true,"raw_author_name":"Bart\u0142omiej \u015anie\u017cy\u0144ski","raw_affiliation_strings":["Department of Computer Science AGH University of Science and Technology, al. Mickiewicza 30, 30-057 Krak\u00f3w","Lab-oratory, George Mason University, Fairfax, VA, USA","University of Science and Technology in Cracow, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science AGH University of Science and Technology, al. Mickiewicza 30, 30-057 Krak\u00f3w","institution_ids":["https://openalex.org/I686019"]},{"raw_affiliation_string":"Lab-oratory, George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"University of Science and Technology in Cracow, Poland","institution_ids":["https://openalex.org/I4210092770","https://openalex.org/I686019"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5067892569"],"corresponding_institution_ids":["https://openalex.org/I162714631","https://openalex.org/I4210092770","https://openalex.org/I686019"],"apc_list":{"value":4080,"currency":"PLN","value_usd":1100},"apc_paid":{"value":4080,"currency":"PLN","value_usd":1100},"fwci":1.7807,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.89340915,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"25","issue":"3","first_page":"471","last_page":"482"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9871000051498413,"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":0.9871000051498413,"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":0.9854999780654907,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.961899995803833,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8201566934585571},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7602564692497253},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7277048826217651},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.652912974357605},{"id":"https://openalex.org/keywords/learning-classifier-system","display_name":"Learning classifier system","score":0.5723873972892761},{"id":"https://openalex.org/keywords/semi-supervised-learning","display_name":"Semi-supervised learning","score":0.5448711514472961},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.537123441696167},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.47721153497695923},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4329158663749695},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.1019459068775177}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8201566934585571},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7602564692497253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7277048826217651},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.652912974357605},{"id":"https://openalex.org/C199190896","wikidata":"https://www.wikidata.org/wiki/Q3509276","display_name":"Learning classifier system","level":3,"score":0.5723873972892761},{"id":"https://openalex.org/C58973888","wikidata":"https://www.wikidata.org/wiki/Q1041418","display_name":"Semi-supervised learning","level":2,"score":0.5448711514472961},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.537123441696167},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.47721153497695923},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4329158663749695},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.1019459068775177},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/amcs-2015-0035","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2015-0035","pdf_url":"https://sciendo.com/pdf/10.1515/amcs-2015-0035","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:56c49213f21f41648b908057c268bbca","is_oa":true,"landing_page_url":"https://doaj.org/article/56c49213f21f41648b908057c268bbca","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Applied Mathematics and Computer Science, Vol 25, Iss 3, Pp 471-482 (2015)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/amcs-2015-0035","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2015-0035","pdf_url":"https://sciendo.com/pdf/10.1515/amcs-2015-0035","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4540773934","display_name":null,"funder_award_id":"11.11.230.124","funder_id":"https://openalex.org/F4320324664","funder_display_name":"Akademia G\u00f3rniczo-Hutnicza im. Stanislawa Staszica"}],"funders":[{"id":"https://openalex.org/F4320324664","display_name":"Akademia G\u00f3rniczo-Hutnicza im. Stanislawa Staszica","ror":"https://ror.org/00bas1c41"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2293485825.pdf","grobid_xml":"https://content.openalex.org/works/W2293485825.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W32193844","https://openalex.org/W161755873","https://openalex.org/W165982740","https://openalex.org/W1484078687","https://openalex.org/W1491843047","https://openalex.org/W1501585173","https://openalex.org/W1504850170","https://openalex.org/W1506992748","https://openalex.org/W1515851193","https://openalex.org/W1518858799","https://openalex.org/W1556191380","https://openalex.org/W1585546214","https://openalex.org/W1587812723","https://openalex.org/W1641379095","https://openalex.org/W1670263352","https://openalex.org/W1903683453","https://openalex.org/W1968102333","https://openalex.org/W1975737528","https://openalex.org/W1979471757","https://openalex.org/W1995469026","https://openalex.org/W2014772846","https://openalex.org/W2103561211","https://openalex.org/W2107544712","https://openalex.org/W2107726111","https://openalex.org/W2121517924","https://openalex.org/W2122410182","https://openalex.org/W2125055259","https://openalex.org/W2133799360","https://openalex.org/W2136202932","https://openalex.org/W2141559645","https://openalex.org/W2145790759","https://openalex.org/W2341171179","https://openalex.org/W2739571258","https://openalex.org/W2782037066","https://openalex.org/W3011120880","https://openalex.org/W3139377883","https://openalex.org/W4254755460","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W1966456942","https://openalex.org/W2754028433","https://openalex.org/W3148138296","https://openalex.org/W1882507001","https://openalex.org/W1586607209","https://openalex.org/W2367922714","https://openalex.org/W2352650970","https://openalex.org/W4312414840","https://openalex.org/W1983876095","https://openalex.org/W4310801741"],"abstract_inverted_index":{"Abstract":[0],"In":[1,16,31,102],"this":[2,68],"paper":[3],"we":[4],"propose":[5],"a":[6,38,51],"strategy":[7,75],"learning":[8,23,45,92,106,137],"model":[9,69,89],"for":[10,62,74],"autonomous":[11],"agents":[12,112],"based":[13],"on":[14],"classification.":[15],"the":[17,19,55,84,87,94,109,125,136],"literature,":[18],"most":[20],"commonly":[21],"used":[22,48],"method":[24],"in":[25],"agent-based":[26],"systems":[27],"is":[28,123],"reinforcement":[29,91,116],"learning.":[30,117],"our":[32],"opinion,":[33],"classification":[34],"can":[35,46,70,107],"be":[36,47,71,129],"considered":[37],"good":[39],"alternative.":[40],"This":[41],"type":[42],"of":[43,86,99,111],"supervised":[44,105],"to":[49,57],"generate":[50],"classifier":[52],"that":[53,67,115],"allows":[54,134],"agent":[56],"choose":[58],"an":[59,119],"appropriate":[60,120],"action":[61],"execution.":[63],"Experimental":[64],"results":[65],"show":[66],"successfully":[72],"applied":[73],"generation":[76],"even":[77],"if":[78],"rewards":[79],"are":[80],"delayed.":[81],"We":[82],"compare":[83],"efficiency":[85],"proposed":[88],"and":[90,97],"using":[93],"farmer-pest":[95],"domain":[96],"configurations":[98],"various":[100],"complexity.":[101],"complex":[103],"environments,":[104],"improve":[108],"performance":[110],"much":[113],"faster":[114],"If":[118],"knowledge":[121,127],"representation":[122],"used,":[124],"learned":[126],"may":[128],"analyzed":[130],"by":[131],"humans,":[132],"which":[133],"tracking":[135],"process":[138]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2016-06-24T00:00:00"}
