{"id":"https://openalex.org/W1674702868","doi":"https://doi.org/10.1109/nafips-wconsc.2015.7284198","title":"Fuzzy clustering rule-based expert system for stock price movement prediction","display_name":"Fuzzy clustering rule-based expert system for stock price movement prediction","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W1674702868","doi":"https://doi.org/10.1109/nafips-wconsc.2015.7284198","mag":"1674702868"},"language":"en","primary_location":{"id":"doi:10.1109/nafips-wconsc.2015.7284198","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nafips-wconsc.2015.7284198","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 Annual Conference of the North American Fuzzy Information Processing Society (NAFIPS) held jointly with 2015 5th World Conference on Soft Computing (WConSC)","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/A5084844752","display_name":"Behnoush Shakeri","orcid":null},"institutions":[{"id":"https://openalex.org/I158248296","display_name":"Amirkabir University of Technology","ror":"https://ror.org/04gzbav43","country_code":"IR","type":"education","lineage":["https://openalex.org/I158248296"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Behnoush Shakeri","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, Computational Intelligent Systems Laboratory, Amirkabir University of Technology, Tehran, Iran","Computational Intelligent Systems Laboratory, Department of Industrial Engineering and Management Systems, Amirkabir University of Technology, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, Computational Intelligent Systems Laboratory, Amirkabir University of Technology, Tehran, Iran","institution_ids":["https://openalex.org/I158248296"]},{"raw_affiliation_string":"Computational Intelligent Systems Laboratory, Department of Industrial Engineering and Management Systems, Amirkabir University of Technology, Tehran, Iran","institution_ids":["https://openalex.org/I158248296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107430422","display_name":"M.H. Fazel Zarandi","orcid":null},"institutions":[{"id":"https://openalex.org/I158248296","display_name":"Amirkabir University of Technology","ror":"https://ror.org/04gzbav43","country_code":"IR","type":"education","lineage":["https://openalex.org/I158248296"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"M. H. Fazel Zarandi","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, Computational Intelligent Systems Laboratory, Amirkabir University of Technology, Tehran, Tehran, IR","Computational Intelligent Systems Laboratory, Department of Industrial Engineering and Management Systems, Amirkabir University of Technology, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, Computational Intelligent Systems Laboratory, Amirkabir University of Technology, Tehran, Tehran, IR","institution_ids":["https://openalex.org/I158248296"]},{"raw_affiliation_string":"Computational Intelligent Systems Laboratory, Department of Industrial Engineering and Management Systems, Amirkabir University of Technology, Tehran, Iran","institution_ids":["https://openalex.org/I158248296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006944837","display_name":"Mosahar Tarimoradi","orcid":"https://orcid.org/0000-0001-5886-5128"},"institutions":[{"id":"https://openalex.org/I158248296","display_name":"Amirkabir University of Technology","ror":"https://ror.org/04gzbav43","country_code":"IR","type":"education","lineage":["https://openalex.org/I158248296"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mosahar Tarimoradi","raw_affiliation_strings":["Department of Industrial Engineering and Management Systems, Computational Intelligent Systems Laboratory, Amirkabir University of Technology, Tehran, Iran","Computational Intelligent Systems Laboratory, Department of Industrial Engineering and Management Systems, Amirkabir University of Technology, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management Systems, Computational Intelligent Systems Laboratory, Amirkabir University of Technology, Tehran, Iran","institution_ids":["https://openalex.org/I158248296"]},{"raw_affiliation_string":"Computational Intelligent Systems Laboratory, Department of Industrial Engineering and Management Systems, Amirkabir University of Technology, Tehran, Iran","institution_ids":["https://openalex.org/I158248296"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021867643","display_name":"I.B. Turksan","orcid":null},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"I.B. Turksan","raw_affiliation_strings":["Knowledge Intelligent System Laboratory, Faculty of Mechanical and Industrial Engineering, University of Toronto, Toronto, Canada","Knowledge Intelligent System Laboratory, Faculty of Mechanical and Industrial Engineering, University of Toronto, Canada"],"affiliations":[{"raw_affiliation_string":"Knowledge Intelligent System Laboratory, Faculty of Mechanical and Industrial Engineering, University of Toronto, Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]},{"raw_affiliation_string":"Knowledge Intelligent System Laboratory, Faculty of Mechanical and Industrial Engineering, University of Toronto, Canada","institution_ids":["https://openalex.org/I185261750"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5084844752"],"corresponding_institution_ids":["https://openalex.org/I158248296"],"apc_list":null,"apc_paid":null,"fwci":0.8012,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.76911144,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9988999962806702,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9975000023841858,"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":0.9900000095367432,"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/speculation","display_name":"Speculation","score":0.5861983299255371},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5776093602180481},{"id":"https://openalex.org/keywords/stock-market","display_name":"Stock market","score":0.5720854997634888},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.5569804310798645},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.5096378326416016},{"id":"https://openalex.org/keywords/stock-price","display_name":"Stock price","score":0.5062007308006287},{"id":"https://openalex.org/keywords/stock","display_name":"Stock (firearms)","score":0.4900127947330475},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4859570264816284},{"id":"https://openalex.org/keywords/stock-exchange","display_name":"Stock exchange","score":0.4664558470249176},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45832574367523193},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.45717954635620117},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.45669254660606384},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.4175783097743988},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39992377161979675},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.2699754238128662},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.23365360498428345},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.16468587517738342},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15282073616981506}],"concepts":[{"id":"https://openalex.org/C47941915","wikidata":"https://www.wikidata.org/wiki/Q107885","display_name":"Speculation","level":2,"score":0.5861983299255371},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5776093602180481},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.5720854997634888},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.5569804310798645},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.5096378326416016},{"id":"https://openalex.org/C2988984586","wikidata":"https://www.wikidata.org/wiki/Q1020013","display_name":"Stock price","level":3,"score":0.5062007308006287},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.4900127947330475},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4859570264816284},{"id":"https://openalex.org/C200870193","wikidata":"https://www.wikidata.org/wiki/Q11691","display_name":"Stock exchange","level":2,"score":0.4664558470249176},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45832574367523193},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.45717954635620117},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.45669254660606384},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.4175783097743988},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39992377161979675},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.2699754238128662},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.23365360498428345},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.16468587517738342},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15282073616981506},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C2780762169","wikidata":"https://www.wikidata.org/wiki/Q5905368","display_name":"Horse","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/nafips-wconsc.2015.7284198","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nafips-wconsc.2015.7284198","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 Annual Conference of the North American Fuzzy Information Processing Society (NAFIPS) held jointly with 2015 5th World Conference on Soft Computing (WConSC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1963875752","https://openalex.org/W1974304087","https://openalex.org/W1978527081","https://openalex.org/W1983817189","https://openalex.org/W2007993943","https://openalex.org/W2035877864","https://openalex.org/W2053677366","https://openalex.org/W2054232099","https://openalex.org/W2071190453","https://openalex.org/W2075853504","https://openalex.org/W2095808299","https://openalex.org/W2117678451","https://openalex.org/W2159265133","https://openalex.org/W2162389778"],"related_works":["https://openalex.org/W4243792164","https://openalex.org/W2147782221","https://openalex.org/W2076161440","https://openalex.org/W3107943460","https://openalex.org/W2799624154","https://openalex.org/W3091416521","https://openalex.org/W4250172181","https://openalex.org/W2489870153","https://openalex.org/W2381171456","https://openalex.org/W2003989576"],"abstract_inverted_index":{"Through":[0],"the":[1,3,7,47,66,73,76,78],"years,":[2],"ability":[4],"to":[5,24,71],"predict":[6],"future":[8],"trend":[9],"of":[10,46,75,81],"financial":[11],"time":[12],"series":[13],"has":[14],"drawn":[15],"serious":[16],"attention":[17],"from":[18],"both":[19],"researchers":[20],"and":[21,61,68],"practitioners":[22],"aiming":[23],"have":[25],"better":[26],"investment":[27],"decisions.":[28],"In":[29],"this":[30],"paper":[31],"a":[32,87],"fuzzy":[33],"rule-based":[34],"expert":[35,49],"system":[36,50],"is":[37,51,84],"developed":[38],"for":[39,57],"predicting":[40],"stock":[41,58,79],"price":[42,80],"movement.":[43],"The":[44],"importance":[45],"proposed":[48],"that":[52],"it":[53],"would":[54],"be":[55],"applicable":[56],"market's":[59],"speculators":[60],"traders'":[62],"daily":[63],"transactions.":[64],"For":[65],"experiment":[67],"in":[69],"order":[70],"demonstrate":[72],"effectiveness":[74],"model,":[77],"Apple":[82],"Company":[83],"used":[85],"as":[86],"sample":[88],"data":[89],"set.":[90]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2016,"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"}