{"id":"https://openalex.org/W2046340455","doi":"https://doi.org/10.1109/is.2012.6335114","title":"H-FQL: A new reinforcement learning method for automatic hierarchization of fuzzy systems: An application to the route choice problem","display_name":"H-FQL: A new reinforcement learning method for automatic hierarchization of fuzzy systems: An application to the route choice problem","publication_year":2012,"publication_date":"2012-09-01","ids":{"openalex":"https://openalex.org/W2046340455","doi":"https://doi.org/10.1109/is.2012.6335114","mag":"2046340455"},"language":"en","primary_location":{"id":"doi:10.1109/is.2012.6335114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is.2012.6335114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 6th IEEE INTERNATIONAL CONFERENCE INTELLIGENT SYSTEMS","raw_type":"proceedings-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/A5063798251","display_name":"Kais Dai","orcid":"https://orcid.org/0000-0003-3570-2769"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Kais Dai","raw_affiliation_strings":["REGIM Laboratory: REsearch Groups on Intelligent Machines, National Engineering School (ENIS), University of Sfax, Tunisia","REGIM Lab.: REsearch Groups on Intelligent Machines, University of Sfax, National Engineering School (ENIS), Tunisia"],"affiliations":[{"raw_affiliation_string":"REGIM Laboratory: REsearch Groups on Intelligent Machines, National Engineering School (ENIS), University of Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"REGIM Lab.: REsearch Groups on Intelligent Machines, University of Sfax, National Engineering School (ENIS), Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021363213","display_name":"Habib M. Kammoun","orcid":"https://orcid.org/0000-0002-3330-8242"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Habib M. Kammoun","raw_affiliation_strings":["REGIM Laboratory: REsearch Groups on Intelligent Machines, National Engineering School (ENIS), University of Sfax, Tunisia","REGIM Lab.: REsearch Groups on Intelligent Machines, University of Sfax, National Engineering School (ENIS), Tunisia"],"affiliations":[{"raw_affiliation_string":"REGIM Laboratory: REsearch Groups on Intelligent Machines, National Engineering School (ENIS), University of Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"REGIM Lab.: REsearch Groups on Intelligent Machines, University of Sfax, National Engineering School (ENIS), Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053613060","display_name":"Adel M. Alimi","orcid":"https://orcid.org/0000-0002-0642-3384"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Adel M. Alimi","raw_affiliation_strings":["REGIM Laboratory: REsearch Groups on Intelligent Machines, National Engineering School (ENIS), University of Sfax, Tunisia","REGIM Lab.: REsearch Groups on Intelligent Machines, University of Sfax, National Engineering School (ENIS), Tunisia"],"affiliations":[{"raw_affiliation_string":"REGIM Laboratory: REsearch Groups on Intelligent Machines, National Engineering School (ENIS), University of Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]},{"raw_affiliation_string":"REGIM Lab.: REsearch Groups on Intelligent Machines, University of Sfax, National Engineering School (ENIS), Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5063798251"],"corresponding_institution_ids":["https://openalex.org/I142899784"],"apc_list":null,"apc_paid":null,"fwci":0.4281,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71689368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"3192","issue":null,"first_page":"54","last_page":"59"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","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/T10820","display_name":"Fuzzy Logic and Control Systems","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/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9886999726295471,"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/fuzzy-logic","display_name":"Fuzzy logic","score":0.6746708154678345},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6124767065048218},{"id":"https://openalex.org/keywords/extension","display_name":"Extension (predicate logic)","score":0.5884249806404114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.58281409740448},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.5409565567970276},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5370053648948669},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5338930487632751},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.5120578408241272},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4811854958534241},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.470287561416626},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4208827018737793},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3452219069004059},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20850029587745667}],"concepts":[{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6746708154678345},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6124767065048218},{"id":"https://openalex.org/C2778029271","wikidata":"https://www.wikidata.org/wiki/Q5421931","display_name":"Extension (predicate logic)","level":2,"score":0.5884249806404114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.58281409740448},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.5409565567970276},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5370053648948669},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5338930487632751},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.5120578408241272},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4811854958534241},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.470287561416626},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4208827018737793},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3452219069004059},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20850029587745667},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/is.2012.6335114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/is.2012.6335114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 6th IEEE INTERNATIONAL CONFERENCE INTELLIGENT SYSTEMS","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W1515851193","https://openalex.org/W1550294122","https://openalex.org/W1557517019","https://openalex.org/W1964804045","https://openalex.org/W1968419132","https://openalex.org/W2004286361","https://openalex.org/W2027173927","https://openalex.org/W2027402490","https://openalex.org/W2029467722","https://openalex.org/W2086274107","https://openalex.org/W2087729842","https://openalex.org/W2089767545","https://openalex.org/W2101036899","https://openalex.org/W2104187566","https://openalex.org/W2121716024","https://openalex.org/W2129725545","https://openalex.org/W2139465937","https://openalex.org/W2156404291","https://openalex.org/W2158054592","https://openalex.org/W2169749332","https://openalex.org/W2171823234","https://openalex.org/W2305205647","https://openalex.org/W2397177567","https://openalex.org/W2483142887","https://openalex.org/W2766236134","https://openalex.org/W4214717370","https://openalex.org/W4285719527","https://openalex.org/W6678069064","https://openalex.org/W6682873231","https://openalex.org/W6712093791"],"related_works":["https://openalex.org/W2075768550","https://openalex.org/W3022218857","https://openalex.org/W2369178846","https://openalex.org/W4306904969","https://openalex.org/W2370289839","https://openalex.org/W3207109968","https://openalex.org/W2133615482","https://openalex.org/W2336148757","https://openalex.org/W829773823","https://openalex.org/W2937114745"],"abstract_inverted_index":{"This":[0,22],"paper":[1],"proposes":[2,69],"a":[3,41],"new":[4,42],"approach":[5,23,94],"of":[6,17,28,44,52,63,72,78],"automatic":[7,45],"hierarchization":[8],"for":[9],"monolithic":[10,99],"fuzzy":[11,19,30,100],"systems":[12],"based":[13],"on":[14],"an":[15,76,97],"extension":[16],"the":[18,26,29,50,53,60,64,70,79,84,92,104],"Q-learning":[20],"method.":[21],"contributes":[24],"to":[25,35,83,95],"reduction":[27],"rules":[31],"base":[32],"without":[33],"recourse":[34],"expert":[36],"knowledge.":[37],"It":[38,67],"suggests":[39],"firstly":[40],"technique":[43],"structural":[46],"hierarchization,":[47],"which":[48],"advocates":[49],"association":[51],"most":[54],"correlated":[55],"input":[56],"variables'":[57],"pairs":[58],"through":[59],"statistical":[61],"study":[62],"samples'":[65],"base.":[66],"also":[68],"auto-generation":[71],"rules'":[73],"bases":[74],"using":[75],"adaptation":[77],"Fuzzy":[80,86],"Q-Learning":[81],"(FQL)":[82],"Hierarchical":[85],"Systems":[87],"(HFS).":[88],"Finally,":[89],"we":[90],"applied":[91],"proposed":[93],"hierarchize":[96],"adaptive":[98],"system":[101],"dealing":[102],"with":[103],"route":[105],"choice":[106],"problem.":[107]},"counts_by_year":[{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}