{"id":"https://openalex.org/W2113439791","doi":"https://doi.org/10.5539/cis.v4n3p88","title":"A Genetic K-means Clustering Algorithm Based on the Optimized Initial Centers","display_name":"A Genetic K-means Clustering Algorithm Based on the Optimized Initial Centers","publication_year":2011,"publication_date":"2011-04-28","ids":{"openalex":"https://openalex.org/W2113439791","doi":"https://doi.org/10.5539/cis.v4n3p88","mag":"2113439791"},"language":"en","primary_location":{"id":"doi:10.5539/cis.v4n3p88","is_oa":true,"landing_page_url":"https://doi.org/10.5539/cis.v4n3p88","pdf_url":"https://ccsenet.org/journal/index.php/cis/article/download/10354/7370","source":{"id":"https://openalex.org/S2764452479","display_name":"Computer and Information Science","issn_l":"1913-8989","issn":["1913-8989","1913-8997"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310322531","host_organization_name":"Canadian Center of Science and Education","host_organization_lineage":["https://openalex.org/P4310322531"],"host_organization_lineage_names":["Canadian Center of Science and Education"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer and Information Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ccsenet.org/journal/index.php/cis/article/download/10354/7370","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101535509","display_name":"Min Feng","orcid":"https://orcid.org/0000-0001-5376-4408"},"institutions":[{"id":"https://openalex.org/I4210149885","display_name":"Taishan Medical University","ror":"https://ror.org/04983z422","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149885"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Feng","raw_affiliation_strings":["College of Information Engineering, Taishan Medical University Taian 271016, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Taishan Medical University Taian 271016, China","institution_ids":["https://openalex.org/I4210149885"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061566488","display_name":"Zhenyan Wang","orcid":"https://orcid.org/0000-0001-5219-866X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhenyan Wang","raw_affiliation_strings":["Department of Information Engineering Shandong Vocational Institute of Clothing Technology Taian 271000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering Shandong Vocational Institute of Clothing Technology Taian 271000, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2941,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.84426467,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"4","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9901999831199646,"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":0.9901999831199646,"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/T10057","display_name":"Face and Expression Recognition","score":0.975600004196167,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9700999855995178,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8264881372451782},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8135910034179688},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.7455981373786926},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.741817831993103},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6886074542999268},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5933861136436462},{"id":"https://openalex.org/keywords/k-medoids","display_name":"k-medoids","score":0.5900442004203796},{"id":"https://openalex.org/keywords/k-medians-clustering","display_name":"k-medians clustering","score":0.442476749420166},{"id":"https://openalex.org/keywords/cure-data-clustering-algorithm","display_name":"CURE data clustering algorithm","score":0.22675171494483948},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.19593343138694763},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14856457710266113},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.07254323363304138}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8264881372451782},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8135910034179688},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.7455981373786926},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.741817831993103},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6886074542999268},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5933861136436462},{"id":"https://openalex.org/C65932786","wikidata":"https://www.wikidata.org/wiki/Q3191282","display_name":"k-medoids","level":5,"score":0.5900442004203796},{"id":"https://openalex.org/C115328559","wikidata":"https://www.wikidata.org/wiki/Q4041956","display_name":"k-medians clustering","level":5,"score":0.442476749420166},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.22675171494483948},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.19593343138694763},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14856457710266113},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.07254323363304138},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5539/cis.v4n3p88","is_oa":true,"landing_page_url":"https://doi.org/10.5539/cis.v4n3p88","pdf_url":"https://ccsenet.org/journal/index.php/cis/article/download/10354/7370","source":{"id":"https://openalex.org/S2764452479","display_name":"Computer and Information Science","issn_l":"1913-8989","issn":["1913-8989","1913-8997"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310322531","host_organization_name":"Canadian Center of Science and Education","host_organization_lineage":["https://openalex.org/P4310322531"],"host_organization_lineage_names":["Canadian Center of Science and Education"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer and Information Science","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.658.8896","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.658.8896","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://ccsenet.org/journal/index.php/cis/article/viewFile/10354/7370/","raw_type":"text"}],"best_oa_location":{"id":"doi:10.5539/cis.v4n3p88","is_oa":true,"landing_page_url":"https://doi.org/10.5539/cis.v4n3p88","pdf_url":"https://ccsenet.org/journal/index.php/cis/article/download/10354/7370","source":{"id":"https://openalex.org/S2764452479","display_name":"Computer and Information Science","issn_l":"1913-8989","issn":["1913-8989","1913-8997"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310322531","host_organization_name":"Canadian Center of Science and Education","host_organization_lineage":["https://openalex.org/P4310322531"],"host_organization_lineage_names":["Canadian Center of Science and Education"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer and Information Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2113439791.pdf"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W1566114229","https://openalex.org/W1977496278","https://openalex.org/W1983753875","https://openalex.org/W2035364453","https://openalex.org/W2117341849","https://openalex.org/W2127218421","https://openalex.org/W2168380758"],"related_works":["https://openalex.org/W1547125942","https://openalex.org/W2625388113","https://openalex.org/W2952188386","https://openalex.org/W2942177010","https://openalex.org/W2376412895","https://openalex.org/W2020362899","https://openalex.org/W2896827084","https://openalex.org/W2607336455","https://openalex.org/W1993801848","https://openalex.org/W2380554135"],"abstract_inverted_index":{"An":[0],"optimized":[1,59],"initial":[2,22,38],"center":[3],"of":[4,78],"K-means":[5,60],"algorithm(PKM)":[6,61],"is":[7,100],"proposed,":[8],"which":[9],"select":[10],"the":[11,17,21,28,37,58,79,86,95,114],"k":[12],"furthest":[13],"distance":[14],"data":[15],"in":[16],"high-density":[18],"area":[19],"as":[20],"cluster":[23,52,88,92,99,118],"centers.":[24],"Experiments":[25,111],"show":[26,112],"that":[27,113],"algorithm":[29,64,68,80,115],"not":[30,72,101],"only":[31,73],"has":[32,42,116],"a":[33,66],"weak":[34],"dependence":[35],"on":[36],"data,":[39],"but":[40,81],"also":[41,82],"fast":[43],"convergence":[44],"and":[45,53,62,76,120],"high":[46],"clustering":[47],"quality.":[48],"To":[49],"obtain":[50],"effective":[51],"accurate":[54],"cluster,":[55],"we":[56],"combine":[57],"genetic":[63],"into":[65],"hybrid":[67],"(PGKM).":[69],"It":[70],"can":[71],"improve":[74],"compactness":[75],"separation":[77],"automatically":[83],"search":[84],"for":[85],"best":[87],"number":[89],"k,":[90],"then":[91],"after":[93,108],"optimizing":[94],"k-centers.":[96],"The":[97],"optimal":[98],"obtained":[102],"until":[103],"terminal":[104],"conditions":[105],"are":[106],"met":[107],"continuously":[109],"iterating.":[110],"good":[117],"quality":[119],"overall":[121],"performance.":[122]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":1}],"updated_date":"2026-01-16T23:16:36.188383","created_date":"2025-10-10T00:00:00"}