{"id":"https://openalex.org/W3178470373","doi":"https://doi.org/10.1145/3456529.3456542","title":"Takagi-Sugeno Modeling for missing value imputations based on RReliefF Iterative Learning","display_name":"Takagi-Sugeno Modeling for missing value imputations based on RReliefF Iterative Learning","publication_year":2021,"publication_date":"2021-02-02","ids":{"openalex":"https://openalex.org/W3178470373","doi":"https://doi.org/10.1145/3456529.3456542","mag":"3178470373"},"language":"en","primary_location":{"id":"doi:10.1145/3456529.3456542","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3456529.3456542","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 The 5th International Conference on Compute and Data Analysis","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/A5051765373","display_name":"Yidan Lu","orcid":"https://orcid.org/0000-0003-3271-2814"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yidan Lu","raw_affiliation_strings":["School of Software,Dalian University of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software,Dalian University of Technology, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005475884","display_name":"Xiaochen Lai","orcid":"https://orcid.org/0000-0002-3396-790X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaochen Lai","raw_affiliation_strings":["School of Software,Dalian University of Technology and Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software,Dalian University of Technology and Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101592691","display_name":"Liyong Zhang","orcid":"https://orcid.org/0000-0002-6904-1391"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liyong Zhang","raw_affiliation_strings":["School of Control Science and Engineering,Dalian University of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering,Dalian University of Technology, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031440701","display_name":"Juchao Song","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Juchao Song","raw_affiliation_strings":["School of Software,Dalian University of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software,Dalian University of Technology, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100459107","display_name":"Zheng Zhang","orcid":"https://orcid.org/0000-0002-2292-0030"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Zhang","raw_affiliation_strings":["International School of Information Science&amp;Engineering,Dalian University of Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International School of Information Science&amp;Engineering,Dalian University of Technology, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102410081","display_name":"Dapeng Gao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dapeng Gao","raw_affiliation_strings":["DUT Computer Control Engineering Co,Ltd.,, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DUT Computer Control Engineering Co,Ltd.,, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07530524,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"79","last_page":"84"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12676","display_name":"Machine Learning and ELM","score":0.9897000193595886,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9850000143051147,"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/missing-data","display_name":"Missing data","score":0.7849723696708679},{"id":"https://openalex.org/keywords/imputation","display_name":"Imputation (statistics)","score":0.6973169445991516},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5857409238815308},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5798093676567078},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.520243763923645},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4923335313796997},{"id":"https://openalex.org/keywords/iterative-method","display_name":"Iterative method","score":0.47769883275032043},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4649200737476349},{"id":"https://openalex.org/keywords/iterative-learning-control","display_name":"Iterative learning control","score":0.43993979692459106},{"id":"https://openalex.org/keywords/iterative-and-incremental-development","display_name":"Iterative and incremental development","score":0.4391036629676819},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.41054487228393555},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37959757447242737},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.34803855419158936},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2915496230125427}],"concepts":[{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.7849723696708679},{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.6973169445991516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5857409238815308},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5798093676567078},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.520243763923645},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4923335313796997},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.47769883275032043},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4649200737476349},{"id":"https://openalex.org/C117619785","wikidata":"https://www.wikidata.org/wiki/Q6094414","display_name":"Iterative learning control","level":3,"score":0.43993979692459106},{"id":"https://openalex.org/C143587482","wikidata":"https://www.wikidata.org/wiki/Q1543216","display_name":"Iterative and incremental development","level":2,"score":0.4391036629676819},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.41054487228393555},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37959757447242737},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.34803855419158936},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2915496230125427},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3456529.3456542","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3456529.3456542","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 The 5th International Conference on Compute and Data Analysis","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":11,"referenced_works":["https://openalex.org/W1869713303","https://openalex.org/W2014009009","https://openalex.org/W2138036661","https://openalex.org/W2167428023","https://openalex.org/W2344398025","https://openalex.org/W2592750284","https://openalex.org/W2779146491","https://openalex.org/W2791189374","https://openalex.org/W4206614105","https://openalex.org/W4245588985","https://openalex.org/W4252134603"],"related_works":["https://openalex.org/W2181530120","https://openalex.org/W4211215373","https://openalex.org/W2024529227","https://openalex.org/W2055961818","https://openalex.org/W1574575415","https://openalex.org/W3144172081","https://openalex.org/W3179858851","https://openalex.org/W3028371478","https://openalex.org/W2081476516","https://openalex.org/W2581984549"],"abstract_inverted_index":{"The":[0,129],"presence":[1],"of":[2,11,48,74,91,137,140,154],"missing":[3,30,109,115],"values":[4,110],"in":[5,42],"incomplete":[6,97],"dataset":[7],"increases":[8],"the":[9,34,45,60,72,75,77,88,96,103,126,135,138,141,152,155],"difficulty":[10],"data":[12],"mining.":[13],"This":[14],"paper,":[15],"therefore,":[16],"proposes":[17],"a":[18],"Takagi-Sugeno":[19],"fuzzy":[20,56,82],"model":[21,92,98,117],"based":[22,58],"on":[23,59,95,145],"RReliefF":[24,78],"Iterative":[25],"Learning":[26],"(TS-RIL)":[27],"method":[28,50,101,106],"for":[29,80],"value":[31],"imputations.":[32],"Since":[33],"regression":[35],"relationship":[36],"between":[37],"attributes":[38],"is":[39,84],"usually":[40],"different":[41,43],"subsets,":[44],"premise":[46],"part":[47],"this":[49,100],"divides":[51],"input":[52],"space":[53],"into":[54],"several":[55],"subsets":[57],"Fuzzy":[61],"C-Means":[62],"clustering":[63],"with":[64,134],"partial":[65],"distance":[66],"strategy":[67],"(FCM-PDS).":[68],"To":[69],"further":[70],"improve":[71],"fineness":[73],"model,":[76],"algorithm":[79],"each":[81],"subset":[83],"used":[85],"to":[86,150],"select":[87],"relevant":[89],"features":[90],"input.":[93],"Focusing":[94],"input,":[99],"adopts":[102],"iterative":[104],"learning":[105],"and":[107,119],"regards":[108],"as":[111],"variables,":[112],"so":[113],"that":[114],"values,":[116],"structure,":[118],"parameters":[120],"can":[121],"be":[122,132],"learned":[123],"dynamically":[124],"until":[125],"iteration":[127,142],"converges.":[128],"imputation":[130],"will":[131],"completed":[133],"accompany":[136],"end":[139],"process.":[143],"Experiments":[144],"UCI":[146],"datasets":[147],"are":[148],"conducted":[149],"demonstrate":[151],"effectiveness":[153],"proposed":[156],"method.":[157]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
