{"id":"https://openalex.org/W2167926211","doi":"https://doi.org/10.1109/fuzz.2003.1209350","title":"A GA-based method for constructing TSK fuzzy rules from numerical data","display_name":"A GA-based method for constructing TSK fuzzy rules from numerical data","publication_year":2004,"publication_date":"2004-05-06","ids":{"openalex":"https://openalex.org/W2167926211","doi":"https://doi.org/10.1109/fuzz.2003.1209350","mag":"2167926211"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz.2003.1209350","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz.2003.1209350","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 12th IEEE International Conference on Fuzzy Systems, 2003. FUZZ '03.","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/A5100761604","display_name":"A. V. Senthil Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I9747756","display_name":"Atal Bihari Vajpayee Indian Institute of Information Technology and Management","ror":"https://ror.org/008b3ap06","country_code":"IN","type":"education","lineage":["https://openalex.org/I9747756"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"A. Kumar","raw_affiliation_strings":["ABV Indian Institute of Information Technology and Management, Gwalior, India"],"affiliations":[{"raw_affiliation_string":"ABV Indian Institute of Information Technology and Management, Gwalior, India","institution_ids":["https://openalex.org/I9747756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050958990","display_name":"Dindayal Agrawal","orcid":"https://orcid.org/0000-0002-9126-9392"},"institutions":[{"id":"https://openalex.org/I9747756","display_name":"Atal Bihari Vajpayee Indian Institute of Information Technology and Management","ror":"https://ror.org/008b3ap06","country_code":"IN","type":"education","lineage":["https://openalex.org/I9747756"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"D.P. Agrawal","raw_affiliation_strings":["ABV Indian Institute of Information Technology and Management, Gwalior, India"],"affiliations":[{"raw_affiliation_string":"ABV Indian Institute of Information Technology and Management, Gwalior, India","institution_ids":["https://openalex.org/I9747756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102840582","display_name":"Sharwari Joshi","orcid":null},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S.D. Joshi","raw_affiliation_strings":["Indian Institute of Technology, New Delhi, India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology, New Delhi, India","institution_ids":["https://openalex.org/I68891433"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100761604"],"corresponding_institution_ids":["https://openalex.org/I9747756"],"apc_list":null,"apc_paid":null,"fwci":2.2485,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.89833884,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"30","issue":null,"first_page":"131","last_page":"136"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9988999962806702,"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":0.9988999962806702,"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/T10320","display_name":"Neural Networks and Applications","score":0.9976999759674072,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9865999817848206,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5751105546951294},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.5483395457267761},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5068204998970032},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4866660237312317},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4581323266029358},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4503079354763031},{"id":"https://openalex.org/keywords/defuzzification","display_name":"Defuzzification","score":0.44905024766921997},{"id":"https://openalex.org/keywords/fuzzy-number","display_name":"Fuzzy number","score":0.44150111079216003},{"id":"https://openalex.org/keywords/fuzzy-classification","display_name":"Fuzzy classification","score":0.4225797951221466},{"id":"https://openalex.org/keywords/fuzzy-set-operations","display_name":"Fuzzy set operations","score":0.4181898236274719},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4024604558944702},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3943476676940918},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.38788729906082153},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.3538070619106293},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.35256198048591614}],"concepts":[{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5751105546951294},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.5483395457267761},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5068204998970032},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4866660237312317},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4581323266029358},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4503079354763031},{"id":"https://openalex.org/C170260401","wikidata":"https://www.wikidata.org/wiki/Q5251735","display_name":"Defuzzification","level":5,"score":0.44905024766921997},{"id":"https://openalex.org/C1883856","wikidata":"https://www.wikidata.org/wiki/Q3407463","display_name":"Fuzzy number","level":4,"score":0.44150111079216003},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.4225797951221466},{"id":"https://openalex.org/C148671577","wikidata":"https://www.wikidata.org/wiki/Q5511133","display_name":"Fuzzy set operations","level":4,"score":0.4181898236274719},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4024604558944702},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3943476676940918},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.38788729906082153},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.3538070619106293},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.35256198048591614}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz.2003.1209350","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz.2003.1209350","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 12th IEEE International Conference on Fuzzy Systems, 2003. FUZZ '03.","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":22,"referenced_works":["https://openalex.org/W87361718","https://openalex.org/W1561414385","https://openalex.org/W1576064560","https://openalex.org/W1679913846","https://openalex.org/W2046738003","https://openalex.org/W2050288270","https://openalex.org/W2079325629","https://openalex.org/W2085629944","https://openalex.org/W2100940596","https://openalex.org/W2102634648","https://openalex.org/W2116896485","https://openalex.org/W2116957451","https://openalex.org/W2120845011","https://openalex.org/W2141649146","https://openalex.org/W2152150600","https://openalex.org/W2159265133","https://openalex.org/W2165729498","https://openalex.org/W2313953460","https://openalex.org/W3011460294","https://openalex.org/W3146166473","https://openalex.org/W6682679816","https://openalex.org/W6721460529"],"related_works":["https://openalex.org/W2184441312","https://openalex.org/W1485268022","https://openalex.org/W2331106272","https://openalex.org/W1975005191","https://openalex.org/W3176863924","https://openalex.org/W1542808721","https://openalex.org/W2253053392","https://openalex.org/W173448675","https://openalex.org/W4361984403","https://openalex.org/W4388451300"],"abstract_inverted_index":{"A":[0],"method":[1,37,97],"based":[2],"on":[3,111],"genetic":[4],"algorithm":[5],"(GA),":[6],"a":[7,24,51,117],"simple":[8],"clustering":[9,43],"procedure":[10],"for":[11],"rule":[12,55],"base":[13],"generation,":[14],"and":[15,45,49,73,92,116],"weighted":[16,94],"least":[17,95],"squares":[18,96],"estimation":[19],"is":[20,98],"proposed":[21],"to":[22,53,56,100],"construct":[23],"Takagi-Sugeno-Kang":[25],"(TSK)":[26],"fuzzy":[27,90,107],"inference":[28],"system":[29],"directly":[30],"from":[31],"numerical":[32],"data.":[33,62],"The":[34],"rule-base":[35],"generation":[36],"takes":[38],"the":[39,58,66,74,78,81,85,89,93,102,106,113],"approach":[40],"of":[41,68,77,84,88,105],"independently":[42],"input":[44],"output":[46],"spaces,":[47],"respectively,":[48],"assigning":[50],"weight":[52],"each":[54],"capture":[57],"relation":[59],"in":[60],"input-output":[61],"Genetic":[63],"process":[64],"learns":[65],"number":[67],"linguistic":[69],"terms":[70],"per":[71],"variable":[72],"certainty":[75],"factors":[76],"rules":[79],"(indirectly":[80],"membership-function":[82],"parameters":[83],"premise":[86],"part":[87,104],"rules),":[91],"used":[99],"determine":[101],"consequent":[103],"rules.":[108],"Simulation":[109],"results":[110],"forecasting":[112],"stock":[114],"market":[115],"benchmark":[118],"case":[119],"study":[120],"are":[121],"included.":[122]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
