{"id":"https://openalex.org/W1704640478","doi":"https://doi.org/10.3233/ifs-2009-0416","title":"Experimental analysis on Sarsa(\u03bb) and Q(\u03bb) with different eligibility traces strategies","display_name":"Experimental analysis on Sarsa(\u03bb) and Q(\u03bb) with different eligibility traces strategies","publication_year":2009,"publication_date":"2009-02-01","ids":{"openalex":"https://openalex.org/W1704640478","doi":"https://doi.org/10.3233/ifs-2009-0416","mag":"1704640478"},"language":"en","primary_location":{"id":"doi:10.3233/ifs-2009-0416","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ifs-2009-0416","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"},"type":"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/A5108338888","display_name":"Jinsong Leng","orcid":"https://orcid.org/0000-0001-5985-5730"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jinsong Leng","raw_affiliation_strings":["School of Electrical and Information Engineering,\r\t\t\t Knowledge Based Intelligent Engineering Systems Centre, University of South\r\t\t\t Australia, Mawson Lakes SA 5095, Australia","(Correspd. E-mail: Jinsong.Leng@unisa.edu.au) School of Electrical and Information Engineering, Knowledge Based Intelligent Engineering Systems Centre, University of South Australia, Mawson Lakes ...#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering,\r\t\t\t Knowledge Based Intelligent Engineering Systems Centre, University of South\r\t\t\t Australia, Mawson Lakes SA 5095, Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"(Correspd. E-mail: Jinsong.Leng@unisa.edu.au) School of Electrical and Information Engineering, Knowledge Based Intelligent Engineering Systems Centre, University of South Australia, Mawson Lakes ...#TAB#","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038508966","display_name":"Colin Fyfe","orcid":null},"institutions":[{"id":"https://openalex.org/I868834043","display_name":"University of the West of Scotland","ror":"https://ror.org/04w3d2v20","country_code":"GB","type":"education","lineage":["https://openalex.org/I868834043"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Colin Fyfe","raw_affiliation_strings":["Applied Computational Intelligence Research Unit,\r\t\t\t University of the West of Scotland, Paisley, Scotland","Applied Computational Intelligence Research Unit, University of the West of Scotland, Paisley, Scotland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Computational Intelligence Research Unit,\r\t\t\t University of the West of Scotland, Paisley, Scotland","institution_ids":["https://openalex.org/I868834043"]},{"raw_affiliation_string":"Applied Computational Intelligence Research Unit, University of the West of Scotland, Paisley, Scotland","institution_ids":["https://openalex.org/I868834043"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108075502","display_name":"Lakhmi C. Jain","orcid":"https://orcid.org/0009-0003-5220-5622"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lakhmi C. Jain","raw_affiliation_strings":["School of Electrical and Information Engineering,\r\t\t\t Knowledge Based Intelligent Engineering Systems Centre, University of South\r\t\t\t Australia, Mawson Lakes SA 5095, Australia","School of Electrical and Information Engineering, Knowledge-based Intelligent Engineering Systems Centre, University of South Australia, Mawson Lakes, SA 5095, Australia.#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering,\r\t\t\t Knowledge Based Intelligent Engineering Systems Centre, University of South\r\t\t\t Australia, Mawson Lakes SA 5095, Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"School of Electrical and Information Engineering, Knowledge-based Intelligent Engineering Systems Centre, University of South Australia, Mawson Lakes, SA 5095, Australia.#TAB#","institution_ids":["https://openalex.org/I170239107"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3324,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.83578226,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"20","issue":"1-2","first_page":"73","last_page":"82"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9998000264167786,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9998000264167786,"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/T11182","display_name":"Auction Theory and Applications","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12288","display_name":"Optimization and Search Problems","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.5719797611236572},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.40431129932403564},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3976343274116516},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2510576546192169}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5719797611236572},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.40431129932403564},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3976343274116516},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2510576546192169}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/ifs-2009-0416","is_oa":false,"landing_page_url":"https://doi.org/10.3233/ifs-2009-0416","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:urm_publish:9915910894301831","is_oa":false,"landing_page_url":"https://hdl.handle.net/1959.8/115754","pdf_url":null,"source":{"id":"https://openalex.org/S4306402528","display_name":"UniSA Research Outputs Repository (University of South Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I170239107","host_organization_name":"University of South Australia","host_organization_lineage":["https://openalex.org/I170239107"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6200000047683716,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W782144396","https://openalex.org/W1495978126","https://openalex.org/W1505888104","https://openalex.org/W1515851193","https://openalex.org/W1517018472","https://openalex.org/W1533061407","https://openalex.org/W1537159242","https://openalex.org/W1804739212","https://openalex.org/W1965227651","https://openalex.org/W2028145673","https://openalex.org/W2076337359","https://openalex.org/W2100677568","https://openalex.org/W2103019454","https://openalex.org/W2124344619","https://openalex.org/W2144366468","https://openalex.org/W2155791599","https://openalex.org/W2610686804","https://openalex.org/W3139377883"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2382290278","https://openalex.org/W2350741829","https://openalex.org/W2130043461","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"Temporal":[0],"difference":[1,16],"learning":[2,12,65,83,97,107,111],"and":[3,32,81,113,156],"eligibility":[4,76,146],"traces":[5,46,77],"are":[6,116],"two":[7],"mechanisms":[8],"for":[9,54,63,141],"solving":[10],"reinforcement":[11],"problems.":[13],"The":[14,148],"temporal":[15],"technique":[17],"bootstraps":[18],"the":[19,41,56,72,88,96,143,158],"state":[20,60],"value":[21,24],"or":[22],"state-action":[23],"at":[25],"every":[26],"step":[27],"as":[28,39],"with":[29,105,131],"dynamic":[30],"programming,":[31],"learns":[33],"by":[34,94,127,163],"sampling":[35],"episodes":[36],"from":[37],"experience":[38],"in":[40,99,103],"Monte":[42],"Carlo":[43],"approach.":[44],"Eligibility":[45],"is":[47,61,153],"a":[48,52,100,138],"mechanism":[49,74,144],"that":[50],"offers":[51],"means":[53],"recording":[55],"degree":[57],"of":[58,75,145,150],"which":[59],"eligible":[62],"undergoing":[64],"process.":[66],"This":[67,135],"paper":[68,136,152],"aims":[69],"to":[70,154],"investigate":[71,157],"underlying":[73],"strategies":[78],"using":[79],"on-policy":[80],"off-policy":[82],"algorithms.":[84,108],"In":[85],"doing":[86],"so,":[87],"performance":[89,112,121,161],"metrics":[90,122],"can":[91,123],"be":[92,125],"obtained":[93,126],"defining":[95],"problem":[98],"simulation":[101],"environment,":[102],"conjunction":[104],"different":[106,132,165],"However,":[109],"measuring":[110],"analysing":[114,142],"sensibility":[115],"very":[117],"expensive":[118],"because":[119],"such":[120],"only":[124],"running":[128],"an":[129],"experiment":[130],"parameter":[133],"values.":[134],"proposes":[137],"comparative":[139],"study":[140],"traces.":[147],"objective":[149],"this":[151],"compare":[155],"influences":[159],"on":[160],"caused":[162],"those":[164],"approaches.":[166]},"counts_by_year":[{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2016-06-24T00:00:00"}