{"id":"https://openalex.org/W2125863043","doi":"https://doi.org/10.1155/2011/265170","title":"A Comparative Study on TIBA Imputation Methods in FCMdd-Based Linear Clustering with Relational Data","display_name":"A Comparative Study on TIBA Imputation Methods in FCMdd-Based Linear Clustering with Relational Data","publication_year":2011,"publication_date":"2011-01-01","ids":{"openalex":"https://openalex.org/W2125863043","doi":"https://doi.org/10.1155/2011/265170","mag":"2125863043"},"language":"en","primary_location":{"id":"doi:10.1155/2011/265170","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2011/265170","pdf_url":"https://downloads.hindawi.com/journals/afs/2011/265170.pdf","source":{"id":"https://openalex.org/S117816480","display_name":"Advances in Fuzzy Systems","issn_l":"1687-7101","issn":["1687-7101","1687-711X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/afs/2011/265170.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056178993","display_name":"Takeshi Yamamoto","orcid":"https://orcid.org/0000-0002-0525-6481"},"institutions":[{"id":"https://openalex.org/I15807432","display_name":"Osaka Prefecture University","ror":"https://ror.org/02cf1je33","country_code":"JP","type":"education","lineage":["https://openalex.org/I15807432"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takeshi Yamamoto","raw_affiliation_strings":["Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan","institution_ids":["https://openalex.org/I15807432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065073668","display_name":"Katsuhiro Honda","orcid":"https://orcid.org/0000-0001-9080-5942"},"institutions":[{"id":"https://openalex.org/I15807432","display_name":"Osaka Prefecture University","ror":"https://ror.org/02cf1je33","country_code":"JP","type":"education","lineage":["https://openalex.org/I15807432"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Katsuhiro Honda","raw_affiliation_strings":["Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan","institution_ids":["https://openalex.org/I15807432"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068927261","display_name":"Akira Notsu","orcid":null},"institutions":[{"id":"https://openalex.org/I15807432","display_name":"Osaka Prefecture University","ror":"https://ror.org/02cf1je33","country_code":"JP","type":"education","lineage":["https://openalex.org/I15807432"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Akira Notsu","raw_affiliation_strings":["Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan","institution_ids":["https://openalex.org/I15807432"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111906720","display_name":"Hidetomo Ichihashi","orcid":null},"institutions":[{"id":"https://openalex.org/I15807432","display_name":"Osaka Prefecture University","ror":"https://ror.org/02cf1je33","country_code":"JP","type":"education","lineage":["https://openalex.org/I15807432"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hidetomo Ichihashi","raw_affiliation_strings":["Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Intelligent Systems, Osaka Prefecture University, Osaka 599-8531, Japan","institution_ids":["https://openalex.org/I15807432"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5065073668"],"corresponding_institution_ids":["https://openalex.org/I15807432"],"apc_list":{"value":925,"currency":"USD","value_usd":925},"apc_paid":{"value":925,"currency":"USD","value_usd":925},"fwci":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.11383378,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2011","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9973999857902527,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9973999857902527,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9857000112533569,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9847000241279602,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/cluster-analysis","display_name":"Cluster analysis","score":0.7715684771537781},{"id":"https://openalex.org/keywords/imputation","display_name":"Imputation (statistics)","score":0.6149812936782837},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5833651423454285},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.5371419191360474},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.515026330947876},{"id":"https://openalex.org/keywords/medoid","display_name":"Medoid","score":0.5135664939880371},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.49763157963752747},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4928548336029053},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.46264564990997314},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27702659368515015},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15409395098686218}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7715684771537781},{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.6149812936782837},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5833651423454285},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.5371419191360474},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.515026330947876},{"id":"https://openalex.org/C63085389","wikidata":"https://www.wikidata.org/wiki/Q4287912","display_name":"Medoid","level":3,"score":0.5135664939880371},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.49763157963752747},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4928548336029053},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.46264564990997314},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27702659368515015},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15409395098686218},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2011/265170","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2011/265170","pdf_url":"https://downloads.hindawi.com/journals/afs/2011/265170.pdf","source":{"id":"https://openalex.org/S117816480","display_name":"Advances in Fuzzy Systems","issn_l":"1687-7101","issn":["1687-7101","1687-711X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e730e87545184e49ac2b972117fb1576","is_oa":true,"landing_page_url":"https://doaj.org/article/e730e87545184e49ac2b972117fb1576","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advances in Fuzzy Systems, Vol 2011 (2011)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2011/265170","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2011/265170","pdf_url":"https://downloads.hindawi.com/journals/afs/2011/265170.pdf","source":{"id":"https://openalex.org/S117816480","display_name":"Advances in Fuzzy Systems","issn_l":"1687-7101","issn":["1687-7101","1687-711X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Fuzzy Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2199865284","display_name":null,"funder_award_id":"23500283","funder_id":"https://openalex.org/F4320320912","funder_display_name":"Ministry of Education, Culture, Sports, Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320320912","display_name":"Ministry of Education, Culture, Sports, Science and Technology","ror":"https://ror.org/048rj2z13"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2125863043.pdf","grobid_xml":"https://content.openalex.org/works/W2125863043.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W80463681","https://openalex.org/W955363891","https://openalex.org/W1542826375","https://openalex.org/W1630106929","https://openalex.org/W1968346639","https://openalex.org/W1971888031","https://openalex.org/W2061708588","https://openalex.org/W2068022129","https://openalex.org/W2074334456","https://openalex.org/W2090582154","https://openalex.org/W2111842831","https://openalex.org/W2113076747","https://openalex.org/W2118587067","https://openalex.org/W2121122425","https://openalex.org/W2127218421","https://openalex.org/W2128061101","https://openalex.org/W2136753665","https://openalex.org/W2146610201","https://openalex.org/W2407161914","https://openalex.org/W2999729612"],"related_works":["https://openalex.org/W2181530120","https://openalex.org/W4211215373","https://openalex.org/W2024529227","https://openalex.org/W2055961818","https://openalex.org/W2903115227","https://openalex.org/W1574575415","https://openalex.org/W3144172081","https://openalex.org/W3179858851","https://openalex.org/W2081476516","https://openalex.org/W2581984549"],"abstract_inverted_index":{"Relational":[0],"fuzzy":[1,20],"clustering":[2,21,57],"has":[3],"been":[4],"developed":[5],"for":[6,47],"extracting":[7],"intrinsic":[8],"cluster":[9,41],"structures":[10],"of":[11,74,97],"relational":[12],"data":[13,67],"and":[14,71],"was":[15,36],"extended":[16],"to":[17,64,92],"a":[18],"linear":[19,40,56],"model":[22,58],"based":[23],"on":[24],"Fuzzy<mml:math":[25,31],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"><mml:mi>c</mml:mi></mml:math>-Medoids":[26],"(FCMdd)":[27],"concept,":[28],"in":[29,62],"which":[30],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"><mml:mi>c</mml:mi></mml:math>-Means-(FCM-)":[32],"like":[33],"iterative":[34],"algorithm":[35],"performed":[37],"by":[38],"defining":[39],"prototypes":[42],"using":[43],"two":[44],"representative":[45,95],"medoids":[46,96],"each":[48,98],"line":[49],"prototype.":[50],"In":[51,80],"this":[52],"paper,":[53],"the":[54,72],"FCMdd-type":[55],"is":[59,78,85],"further":[60],"modified":[61],"order":[63],"handle":[65],"incomplete":[66],"including":[68],"missing":[69],"values,":[70],"applicability":[73],"several":[75,81],"imputation":[76],"methods":[77],"compared.":[79],"numerical":[82],"experiments,":[83],"it":[84],"demonstrated":[86],"that":[87],"some":[88],"pre-imputation":[89],"strategies":[90],"contribute":[91],"properly":[93],"selecting":[94],"cluster.":[99]},"counts_by_year":[{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}