{"id":"https://openalex.org/W3128128512","doi":"https://doi.org/10.1109/access.2021.3058264","title":"Combination Evaluation Method of Fuzzy C-Mean Clustering Validity Based on Hybrid Weighted Strategy","display_name":"Combination Evaluation Method of Fuzzy C-Mean Clustering Validity Based on Hybrid Weighted Strategy","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3128128512","doi":"https://doi.org/10.1109/access.2021.3058264","mag":"3128128512"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3058264","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3058264","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09350619.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09350619.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5016166175","display_name":"Hongyu Wang","orcid":"https://orcid.org/0000-0002-1002-2508"},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"H. Y. Wang","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001443386","display_name":"Jie\u2010Sheng Wang","orcid":"https://orcid.org/0000-0002-8853-1927"},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"J. S. Wang","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066340356","display_name":"Guohao Wang","orcid":"https://orcid.org/0000-0001-8659-4185"},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"G. Wang","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5016166175"],"corresponding_institution_ids":["https://openalex.org/I114117164"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5154,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.90818664,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"9","issue":null,"first_page":"27239","last_page":"27261"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9969000220298767,"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":0.9969000220298767,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9571999907493591,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.9555000066757202,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7916455864906311},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.6852601766586304},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6467260718345642},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5890980362892151},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.5706832408905029},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5210039615631104},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49232375621795654},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.4905828535556793},{"id":"https://openalex.org/keywords/cure-data-clustering-algorithm","display_name":"CURE data clustering algorithm","score":0.4835183620452881},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46940934658050537},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.4633169174194336},{"id":"https://openalex.org/keywords/rand-index","display_name":"Rand index","score":0.4459885060787201}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7916455864906311},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.6852601766586304},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6467260718345642},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5890980362892151},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.5706832408905029},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5210039615631104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49232375621795654},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.4905828535556793},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.4835183620452881},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46940934658050537},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.4633169174194336},{"id":"https://openalex.org/C111442797","wikidata":"https://www.wikidata.org/wiki/Q7291446","display_name":"Rand index","level":3,"score":0.4459885060787201},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3058264","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3058264","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09350619.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9cb97f5716e14e4a8a817334c2e65ff5","is_oa":true,"landing_page_url":"https://doaj.org/article/9cb97f5716e14e4a8a817334c2e65ff5","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 27239-27261 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3058264","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3058264","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09350619.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2071443865","display_name":null,"funder_award_id":"201805","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4602388840","display_name":null,"funder_award_id":"20180550700","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G680645852","display_name":null,"funder_award_id":"2018055","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7836423780","display_name":null,"funder_award_id":"Liaoning","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8429615817","display_name":null,"funder_award_id":"20180550700","funder_id":"https://openalex.org/F4320323086","funder_display_name":"Natural Science Foundation of Liaoning Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323086","display_name":"Natural Science Foundation of Liaoning Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3128128512.pdf","grobid_xml":"https://content.openalex.org/works/W3128128512.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1546303393","https://openalex.org/W1977556410","https://openalex.org/W1981566656","https://openalex.org/W1983753875","https://openalex.org/W1995450389","https://openalex.org/W1996747841","https://openalex.org/W2014356953","https://openalex.org/W2014412672","https://openalex.org/W2020407132","https://openalex.org/W2025242337","https://openalex.org/W2029064186","https://openalex.org/W2040810017","https://openalex.org/W2041362950","https://openalex.org/W2053677366","https://openalex.org/W2054232099","https://openalex.org/W2065258344","https://openalex.org/W2077806522","https://openalex.org/W2080667893","https://openalex.org/W2095306059","https://openalex.org/W2102050491","https://openalex.org/W2106581202","https://openalex.org/W2118808755","https://openalex.org/W2133780129","https://openalex.org/W2137686028","https://openalex.org/W2150181587","https://openalex.org/W2169402754","https://openalex.org/W2171975443","https://openalex.org/W2319908861","https://openalex.org/W2366373097","https://openalex.org/W2374844546","https://openalex.org/W2533674553","https://openalex.org/W2982243238","https://openalex.org/W6676059893","https://openalex.org/W6682301429","https://openalex.org/W7034754160"],"related_works":["https://openalex.org/W2556490192","https://openalex.org/W2892323093","https://openalex.org/W2361242132","https://openalex.org/W3071522575","https://openalex.org/W3140018618","https://openalex.org/W2406185607","https://openalex.org/W2389934482","https://openalex.org/W2374506950","https://openalex.org/W2353443653","https://openalex.org/W4308301473"],"abstract_inverted_index":{"Clustering":[0],"validity":[1,20,26,33,59,96,100,117,141,151],"function":[2,34,101],"is":[3,120],"an":[4],"index":[5],"used":[6],"to":[7,73],"judge":[8],"the":[9,75,83,90,113,137,146,156],"accuracy":[10],"of":[11,79,85,93,104,148],"clustering":[12,19,25,32,58,95,99,116,140,150,158],"results.":[13],"At":[14],"present,":[15],"most":[16],"studies":[17],"on":[18,23,54,124],"are":[21],"based":[22,53],"single":[24,149],"function.":[27,97],"Research":[28],"shows":[29],"that":[30,136],"no":[31],"can":[35,144,154],"handle":[36],"any":[37],"data":[38,126,130,164],"and":[39,82,108,128,153],"always":[40],"perform":[41],"better":[42],"than":[43],"other":[44],"indexes.":[45],"Therefore,":[46],"a":[47],"hybrid":[48],"weighted":[49],"combination":[50,102],"evaluation":[51,118,142],"method":[52,65,119,143],"fuzzy":[55,115,139],"C-means":[56],"(FCM)":[57],"functions":[60],"was":[61,110],"proposed.":[62],"The":[63,132],"weighting":[64,68,72,81,88],"combines":[66],"expert":[67,80],"with":[69],"information":[70,86],"entropy":[71,87],"improve":[74],"subjective":[76],"factor":[77],"influence":[78],"shortcoming":[84,147],"in":[89],"value":[91],"judgment":[92],"each":[94],"Four":[98],"methods":[103],"linear,":[105],"exponential,":[106],"logarithm":[107],"proportion":[109],"studied.":[111],"Finally,":[112],"proposed":[114,138],"verified":[121],"by":[122],"experiments":[123],"artificial":[125],"sets":[127],"UCI":[129],"sets.":[131,165],"experimental":[133],"results":[134],"show":[135],"overcome":[145],"function,":[152],"get":[155],"optimal":[157],"number":[159],"more":[160],"accurately":[161],"for":[162],"different":[163]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
