{"id":"https://openalex.org/W2016684288","doi":"https://doi.org/10.1109/icmlc.2010.5580825","title":"A study on cluster validity using intelligent evolutionary K-means approach","display_name":"A study on cluster validity using intelligent evolutionary K-means approach","publication_year":2010,"publication_date":"2010-07-01","ids":{"openalex":"https://openalex.org/W2016684288","doi":"https://doi.org/10.1109/icmlc.2010.5580825","mag":"2016684288"},"language":"en","primary_location":{"id":"doi:10.1109/icmlc.2010.5580825","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc.2010.5580825","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 International Conference on Machine Learning and Cybernetics","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/A5091274106","display_name":"Ming\u2010Hseng Tseng","orcid":"https://orcid.org/0000-0001-8868-1610"},"institutions":[{"id":"https://openalex.org/I4210104362","display_name":"Chung Shan Medical University Hospital","ror":"https://ror.org/01abtsn51","country_code":"TW","type":"funder","lineage":["https://openalex.org/I4210104362"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Ming-Hseng Tseng","raw_affiliation_strings":["Chung Shan Medical University Hospital, Taiwan","School of Applied Information Sciences, Chung-Shan Medical University, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"Chung Shan Medical University Hospital, Taiwan","institution_ids":["https://openalex.org/I4210104362"]},{"raw_affiliation_string":"School of Applied Information Sciences, Chung-Shan Medical University, Taiwan, R.O.C","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082116220","display_name":"Chang-Yun Chiang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104362","display_name":"Chung Shan Medical University Hospital","ror":"https://ror.org/01abtsn51","country_code":"TW","type":"funder","lineage":["https://openalex.org/I4210104362"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chang-Yun Chiang","raw_affiliation_strings":["Graduate Institute of Applied Information Sciences, Chung Shan Medical University Hospital, Taiwan","Graduate Institute of Applied Information Sciences, Chung-Shan Medical University, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"Graduate Institute of Applied Information Sciences, Chung Shan Medical University Hospital, Taiwan","institution_ids":["https://openalex.org/I4210104362"]},{"raw_affiliation_string":"Graduate Institute of Applied Information Sciences, Chung-Shan Medical University, Taiwan, R.O.C","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002755210","display_name":"Ping-Hung Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104362","display_name":"Chung Shan Medical University Hospital","ror":"https://ror.org/01abtsn51","country_code":"TW","type":"funder","lineage":["https://openalex.org/I4210104362"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ping-Hung Tang","raw_affiliation_strings":["Graduate Institute of Applied Information Sciences, Chung Shan Medical University Hospital, Taiwan","Graduate Institute of Applied Information Sciences, Chung-Shan Medical University, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"Graduate Institute of Applied Information Sciences, Chung Shan Medical University Hospital, Taiwan","institution_ids":["https://openalex.org/I4210104362"]},{"raw_affiliation_string":"Graduate Institute of Applied Information Sciences, Chung-Shan Medical University, Taiwan, R.O.C","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033378985","display_name":"Hui\u2010Ching Wu","orcid":"https://orcid.org/0000-0001-9215-2009"},"institutions":[{"id":"https://openalex.org/I4210104362","display_name":"Chung Shan Medical University Hospital","ror":"https://ror.org/01abtsn51","country_code":"TW","type":"funder","lineage":["https://openalex.org/I4210104362"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hui-Ching Wu","raw_affiliation_strings":["School of Applied Information Sciences, Chung Shan Medical University Hospital, Taiwan","School of Applied Information Sciences, Chung-Shan Medical University, Taiwan, R.O.C"],"affiliations":[{"raw_affiliation_string":"School of Applied Information Sciences, Chung Shan Medical University Hospital, Taiwan","institution_ids":["https://openalex.org/I4210104362"]},{"raw_affiliation_string":"School of Applied Information Sciences, Chung-Shan Medical University, Taiwan, R.O.C","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5091274106"],"corresponding_institution_ids":["https://openalex.org/I4210104362"],"apc_list":null,"apc_paid":null,"fwci":1.3874,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87682742,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"5","issue":null,"first_page":"2510","last_page":"2515"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9944999814033508,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9886999726295471,"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/cluster-analysis","display_name":"Cluster analysis","score":0.8682580590248108},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7498264312744141},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.6282281279563904},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6209045052528381},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5361314415931702},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4643927216529846},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"k-means clustering","score":0.4496878683567047},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4371018409729004},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43106910586357117},{"id":"https://openalex.org/keywords/simplicity","display_name":"Simplicity","score":0.430111825466156}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8682580590248108},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7498264312744141},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.6282281279563904},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6209045052528381},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5361314415931702},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4643927216529846},{"id":"https://openalex.org/C207968372","wikidata":"https://www.wikidata.org/wiki/Q310401","display_name":"k-means clustering","level":3,"score":0.4496878683567047},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4371018409729004},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43106910586357117},{"id":"https://openalex.org/C2776372474","wikidata":"https://www.wikidata.org/wiki/Q508291","display_name":"Simplicity","level":2,"score":0.430111825466156},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmlc.2010.5580825","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmlc.2010.5580825","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2010 International Conference on Machine Learning and Cybernetics","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W428585213","https://openalex.org/W1502677500","https://openalex.org/W1565377632","https://openalex.org/W1983753875","https://openalex.org/W1990771923","https://openalex.org/W1999075329","https://openalex.org/W2029064186","https://openalex.org/W2035593480","https://openalex.org/W2051224630","https://openalex.org/W2087610689","https://openalex.org/W2112440119","https://openalex.org/W2112839782","https://openalex.org/W2140190241","https://openalex.org/W2144307819","https://openalex.org/W2167485812","https://openalex.org/W2482589566","https://openalex.org/W4289257726","https://openalex.org/W6630202969","https://openalex.org/W6677038246"],"related_works":["https://openalex.org/W2368019753","https://openalex.org/W2333930193","https://openalex.org/W2737356002","https://openalex.org/W2246241526","https://openalex.org/W4301122218","https://openalex.org/W2374150061","https://openalex.org/W2081340182","https://openalex.org/W2369703001","https://openalex.org/W2372323577","https://openalex.org/W2321432690"],"abstract_inverted_index":{"The":[0],"K-means":[1,27],"clustering":[2,52,75],"is":[3,30],"commonly":[4],"used":[5],"in":[6,79],"applications":[7],"of":[8,67],"unsupervised":[9],"classification":[10],"and":[11,19,63],"the":[12,35,64,68],"related":[13],"area":[14],"due":[15],"to":[16,33],"its":[17],"simplicity":[18],"effectiveness.":[20],"In":[21],"this":[22,80],"study,":[23],"an":[24,40],"intelligent":[25],"evolutionary":[26],"algorithm":[28],"(IEKA)":[29],"firstly":[31],"developed":[32],"optimize":[34],"cluster":[36,47],"centers":[37],"by":[38],"using":[39],"improved":[41],"real-coded":[42],"genetic":[43],"algorithm.":[44],"Then,":[45],"four":[46],"validation":[48],"indices":[49],"for":[50],"data":[51],"are":[53,61,77],"evaluated":[54],"on":[55],"six":[56,74],"real-life":[57],"datasets.":[58],"Finally,":[59],"experiments":[60],"conducted":[62],"performance":[65],"comparisons":[66],"proposed":[69],"IEKA":[70],"approach":[71],"with":[72],"other":[73],"techniques":[76],"reported":[78],"paper.":[81]},"counts_by_year":[{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}