{"id":"https://openalex.org/W2016189525","doi":"https://doi.org/10.1142/s1469026801000068","title":"LEARNING OF FUZZY AUTOMATA","display_name":"LEARNING OF FUZZY AUTOMATA","publication_year":2001,"publication_date":"2001-03-01","ids":{"openalex":"https://openalex.org/W2016189525","doi":"https://doi.org/10.1142/s1469026801000068","mag":"2016189525"},"language":"en","primary_location":{"id":"doi:10.1142/s1469026801000068","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1469026801000068","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","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/A5003799782","display_name":"Witold Pedrycz","orcid":"https://orcid.org/0000-0002-9335-9930"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"WITOLD PEDRYCZ","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Canada","Department of Electrical and Computer Engineering , University of Alberta , Edmonton , Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering , University of Alberta , Edmonton , Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050142094","display_name":"Adam Gacek","orcid":"https://orcid.org/0000-0002-0836-2976"},"institutions":[{"id":"https://openalex.org/I187481652","display_name":"Instituto Tecnol\u00f3gico Aut\u00f3nomo de M\u00e9xico","ror":"https://ror.org/029md1766","country_code":"MX","type":"education","lineage":["https://openalex.org/I187481652"]},{"id":"https://openalex.org/I4210125040","display_name":"Institute of Medical Technology and Equipment","ror":"https://ror.org/02ks0br87","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210125040"]}],"countries":["MX","PL"],"is_corresponding":false,"raw_author_name":"ADAM GACEK","raw_affiliation_strings":["Institute of Medical Technology and Equipment (ITAM), 118 Roosevelt St. Zabrze 41-800, Poland","Institute of Medical Technology and Equipment (ITAM), 118 Roosevelt St., Zabrze 41-800, Poland#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Medical Technology and Equipment (ITAM), 118 Roosevelt St. Zabrze 41-800, Poland","institution_ids":["https://openalex.org/I4210125040"]},{"raw_affiliation_string":"Institute of Medical Technology and Equipment (ITAM), 118 Roosevelt St., Zabrze 41-800, Poland#TAB#","institution_ids":["https://openalex.org/I187481652"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1622,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.8919883,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"01","issue":"01","first_page":"19","last_page":"33"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9818000197410583,"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/T10320","display_name":"Neural Networks and Applications","score":0.9818000197410583,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9645000100135803,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9521999955177307,"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/computer-science","display_name":"Computer science","score":0.8624421954154968},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6741820573806763},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6048635244369507},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5155258178710938},{"id":"https://openalex.org/keywords/fuzzy-electronics","display_name":"Fuzzy electronics","score":0.47077223658561707},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.47029945254325867},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4446038603782654},{"id":"https://openalex.org/keywords/finite-state-machine","display_name":"Finite-state machine","score":0.436928927898407},{"id":"https://openalex.org/keywords/automaton","display_name":"Automaton","score":0.42700982093811035},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.40985429286956787},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.32031697034835815},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.23586934804916382},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09379512071609497}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8624421954154968},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6741820573806763},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6048635244369507},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5155258178710938},{"id":"https://openalex.org/C102805184","wikidata":"https://www.wikidata.org/wiki/Q5511117","display_name":"Fuzzy electronics","level":5,"score":0.47077223658561707},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.47029945254325867},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4446038603782654},{"id":"https://openalex.org/C167822520","wikidata":"https://www.wikidata.org/wiki/Q176452","display_name":"Finite-state machine","level":2,"score":0.436928927898407},{"id":"https://openalex.org/C112505250","wikidata":"https://www.wikidata.org/wiki/Q787116","display_name":"Automaton","level":2,"score":0.42700982093811035},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.40985429286956787},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.32031697034835815},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.23586934804916382},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09379512071609497},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s1469026801000068","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1469026801000068","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1480643874","https://openalex.org/W1518305121","https://openalex.org/W1537664757","https://openalex.org/W1605914096","https://openalex.org/W1625251647","https://openalex.org/W1674992559","https://openalex.org/W1734028302","https://openalex.org/W1970211705","https://openalex.org/W1993995712","https://openalex.org/W2028964158","https://openalex.org/W2047702131","https://openalex.org/W2053596624","https://openalex.org/W2157431678","https://openalex.org/W2165861667","https://openalex.org/W2497118556"],"related_works":["https://openalex.org/W127357700","https://openalex.org/W2724597727","https://openalex.org/W1480528870","https://openalex.org/W2508541108","https://openalex.org/W4243191745","https://openalex.org/W2315419748","https://openalex.org/W1029445510","https://openalex.org/W3158760401","https://openalex.org/W3207109968","https://openalex.org/W2583638900"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3],"revisit":[4],"the":[5,38,41,53,56,98,107,110,146,152,162,167],"well-known":[6],"notion":[7],"of":[8,21,40,44,55,79,100,109,131,140,154],"fuzzy":[9,22,85,89,111,155],"state":[10,23,112,156],"machines":[11,24,69,113,157],"and":[12,67,70,88,93,126,158],"discuss":[13],"their":[14,118],"development":[15,20],"through":[16,117,144],"learning.":[17,119],"The":[18,120,134],"systematic":[19],"has":[25],"not":[26],"been":[27,35],"pursued":[28],"as":[29,31,46,84],"intensively":[30],"it":[32],"could":[33],"have":[34],"expected":[36],"from":[37],"breadth":[39],"possible":[42],"usage":[43],"them":[45],"various":[47],"modelling":[48],"platforms.":[49],"We":[50],"concentrate":[51],"on":[52],"generalization":[54],"well":[57],"known":[58],"architectures":[59],"exploited":[60],"in":[61,77,97,151],"Boolean":[62],"system":[63],"synthesis,":[64],"namely":[65],"Moore":[66],"Mealy":[68],"show":[71],"how":[72],"these":[73],"can":[74,114],"be":[75,115],"implemented":[76],"terms":[78],"generic":[80],"functional":[81],"modules":[82],"such":[83],"JK":[86],"flip-flops":[87],"logic":[90,101],"neurons":[91],"(AND":[92],"OR":[94],"neurons)":[95],"organized":[96],"form":[99],"processors.":[102],"It":[103],"is":[104,124,149],"shown":[105],"that":[106],"design":[108],"accomplished":[116],"detailed":[121],"learning":[122],"algorithm":[123],"presented":[125],"illustrated":[127],"with":[128],"a":[129],"series":[130],"numeric":[132],"examples.":[133],"study":[135],"reveals":[136],"an":[137],"interesting":[138],"option":[139],"constructing":[141],"digital":[142,169],"systems":[143],"learning:":[145],"original":[147],"problem":[148],"solved":[150],"setting":[153],"afterwards":[159],"\"binarised\"":[160],"into":[161],"two-valued":[163],"format":[164],"realized":[165],"via":[166],"standard":[168],"hardware.":[170]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
