{"id":"https://openalex.org/W2050356237","doi":"https://doi.org/10.1109/fskd.2007.290","title":"Financial Time Series Data Forecasting by Wavelet and TSK Fuzzy Rule Based System","display_name":"Financial Time Series Data Forecasting by Wavelet and TSK Fuzzy Rule Based System","publication_year":2007,"publication_date":"2007-01-01","ids":{"openalex":"https://openalex.org/W2050356237","doi":"https://doi.org/10.1109/fskd.2007.290","mag":"2050356237"},"language":"en","primary_location":{"id":"doi:10.1109/fskd.2007.290","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2007.290","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Fourth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2007)","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/A5070519744","display_name":"Pei\u2010Chann Chang","orcid":"https://orcid.org/0000-0002-9900-3513"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Pei-Chann Chang","raw_affiliation_strings":["Department of Information Management, Department of Industrial Engineering and Management, Yuan-Ze University, Taoyuan, Taiwan","Yuan-Ze Univ., Taoyuan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, Department of Industrial Engineering and Management, Yuan-Ze University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I99908691"]},{"raw_affiliation_string":"Yuan-Ze Univ., Taoyuan","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012408376","display_name":"Chin-Yuan Fan","orcid":"https://orcid.org/0000-0001-6478-9619"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chin-Yuan Fan","raw_affiliation_strings":["Department of Industrial Engineering and Management, Yuan-Ze University, Taoyuan, Taiwan","[Yuan-Ze University, Taoyuan, Taiwan]"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management, Yuan-Ze University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I99908691"]},{"raw_affiliation_string":"[Yuan-Ze University, Taoyuan, Taiwan]","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101725973","display_name":"Shih-Hsin Chen","orcid":"https://orcid.org/0000-0001-5635-536X"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shih-Hsin Chen","raw_affiliation_strings":["Department of Industrial Engineering and Management, Yuan-Ze University, Taoyuan, Taiwan","[Yuan-Ze University, Taoyuan, Taiwan]"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management, Yuan-Ze University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I99908691"]},{"raw_affiliation_string":"[Yuan-Ze University, Taoyuan, Taiwan]","institution_ids":["https://openalex.org/I99908691"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070519744"],"corresponding_institution_ids":["https://openalex.org/I99908691"],"apc_list":null,"apc_paid":null,"fwci":1.1411,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.81325474,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2","issue":null,"first_page":"331","last_page":"335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9987000226974487,"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":0.9987000226974487,"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":0.9983000159263611,"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":0.9955000281333923,"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/wavelet","display_name":"Wavelet","score":0.7929306030273438},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6286133527755737},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5905202627182007},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5753645896911621},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5618175864219666},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5463907122612},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.5194239616394043},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.49039340019226074},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.4307103455066681},{"id":"https://openalex.org/keywords/index","display_name":"Index (typography)","score":0.42898663878440857},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.3594440817832947},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35846030712127686},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3227934241294861},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2942783534526825},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21900278329849243},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.1044309139251709}],"concepts":[{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.7929306030273438},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6286133527755737},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5905202627182007},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5753645896911621},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5618175864219666},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5463907122612},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.5194239616394043},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.49039340019226074},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.4307103455066681},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.42898663878440857},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.3594440817832947},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35846030712127686},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3227934241294861},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2942783534526825},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21900278329849243},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1044309139251709},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"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/fskd.2007.290","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fskd.2007.290","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Fourth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2007)","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":27,"referenced_works":["https://openalex.org/W73928375","https://openalex.org/W1491302875","https://openalex.org/W1508061413","https://openalex.org/W1657409404","https://openalex.org/W1912074493","https://openalex.org/W1983220355","https://openalex.org/W1985733926","https://openalex.org/W2017128157","https://openalex.org/W2024804972","https://openalex.org/W2050288270","https://openalex.org/W2057674658","https://openalex.org/W2077806522","https://openalex.org/W2079195815","https://openalex.org/W2079325629","https://openalex.org/W2080265874","https://openalex.org/W2082078263","https://openalex.org/W2092171000","https://openalex.org/W2151634668","https://openalex.org/W2162389778","https://openalex.org/W2164438627","https://openalex.org/W2262501609","https://openalex.org/W3125462345","https://openalex.org/W6603005537","https://openalex.org/W6629325184","https://openalex.org/W6637231761","https://openalex.org/W6684273470","https://openalex.org/W6693125584"],"related_works":["https://openalex.org/W2069376348","https://openalex.org/W2374368404","https://openalex.org/W2036450930","https://openalex.org/W3149740773","https://openalex.org/W2237308865","https://openalex.org/W3108842987","https://openalex.org/W2370177566","https://openalex.org/W2150798635","https://openalex.org/W2534718404","https://openalex.org/W2365621502"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"a":[3,61],"novel":[4],"approach":[5],"by":[6,36],"integrating":[7],"the":[8,33,43,49,57,66,70,75],"wavelet":[9,27,44],"and":[10],"Takagi-Sugeno-Kang":[11],"(TSK)":[12],"fuzzy":[13,51],"rule":[14,52],"based":[15],"systems":[16],"(FRBS)":[17],"for":[18,54,78],"financial":[19],"time":[20,62],"series":[21,63],"data":[22,40],"prediction":[23,55],"is":[24,29,45],"developed.":[25],"The":[26,39],"method":[28],"applied":[30],"to":[31,48,83],"eliminate":[32],"noises":[34],"caused":[35],"random":[37],"fluctuations.":[38],"output":[41],"from":[42],"then":[46],"input":[47],"TSK":[50],"system":[53],"of":[56,60],"future":[58],"value":[59],"data.":[64],"Through":[65],"intensive":[67],"experimental":[68],"tests,":[69],"model":[71],"has":[72],"successfully":[73],"forecasted":[74],"price":[76],"variation":[77],"stocks":[79],"with":[80],"accuracy":[81],"close":[82],"97.6%":[84],"in":[85],"TSE":[86],"index.":[87]},"counts_by_year":[{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}