{"id":"https://openalex.org/W1978623729","doi":"https://doi.org/10.4018/ijdwm.2014070101","title":"A Novel Hybrid Algorithm Based on K-Means and Evolutionary Computations for Real Time Clustering","display_name":"A Novel Hybrid Algorithm Based on K-Means and Evolutionary Computations for Real Time Clustering","publication_year":2014,"publication_date":"2014-07-01","ids":{"openalex":"https://openalex.org/W1978623729","doi":"https://doi.org/10.4018/ijdwm.2014070101","mag":"1978623729"},"language":"en","primary_location":{"id":"doi:10.4018/ijdwm.2014070101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijdwm.2014070101","pdf_url":null,"source":{"id":"https://openalex.org/S53932126","display_name":"International Journal of Data Warehousing and Mining","issn_l":"1548-3924","issn":["1548-3924","1548-3932"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Warehousing and Mining","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://usir.salford.ac.uk/id/eprint/60890/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042034157","display_name":"Taha Mansouri","orcid":"https://orcid.org/0000-0003-1539-5546"},"institutions":[{"id":"https://openalex.org/I200432940","display_name":"Allameh Tabataba'i University","ror":"https://ror.org/02cc4gc68","country_code":"IR","type":"education","lineage":["https://openalex.org/I200432940"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Taha Mansouri","raw_affiliation_strings":["Department of Industrial Management, Allameh Tabataba'i University, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Management, Allameh Tabataba'i University, Tehran, Iran","institution_ids":["https://openalex.org/I200432940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108271874","display_name":"Ahad Zare Ravasan","orcid":null},"institutions":[{"id":"https://openalex.org/I200432940","display_name":"Allameh Tabataba'i University","ror":"https://ror.org/02cc4gc68","country_code":"IR","type":"education","lineage":["https://openalex.org/I200432940"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ahad Zare Ravasan","raw_affiliation_strings":["Department of Industrial Management, Allameh Tabataba'i University, Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial Management, Allameh Tabataba'i University, Tehran, Iran","institution_ids":["https://openalex.org/I200432940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048035336","display_name":"Mohammad Reza Gholamian","orcid":"https://orcid.org/0000-0002-5135-5237"},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammad Reza Gholamian","raw_affiliation_strings":["School of Industrial Engineering, Iran University of Science and Technology, Tehran, Iran","School of Industrial Engineering, Iran University of Science and Technology , Tehran, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Industrial Engineering, Iran University of Science and Technology, Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]},{"raw_affiliation_string":"School of Industrial Engineering, Iran University of Science and Technology , Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4229,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.7346087,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"10","issue":"3","first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9988999962806702,"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":0.9988999962806702,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987999796867371,"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":0.9919000267982483,"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/computer-science","display_name":"Computer science","score":0.7481874227523804},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6982626914978027},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6087421774864197},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.6044144034385681},{"id":"https://openalex.org/keywords/maxima-and-minima","display_name":"Maxima and minima","score":0.5869309902191162},{"id":"https://openalex.org/keywords/local-optimum","display_name":"Local optimum","score":0.575585663318634},{"id":"https://openalex.org/keywords/population-based-incremental-learning","display_name":"Population-based incremental learning","score":0.5569959282875061},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5258477330207825},{"id":"https://openalex.org/keywords/tabu-search","display_name":"Tabu search","score":0.4721405804157257},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4639672040939331},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4482925236225128},{"id":"https://openalex.org/keywords/local-search","display_name":"Local search (optimization)","score":0.44596683979034424},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.4370175898075104},{"id":"https://openalex.org/keywords/cultural-algorithm","display_name":"Cultural algorithm","score":0.41905394196510315},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4154900312423706},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.404003769159317},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26058679819107056},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1773761510848999},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15736180543899536}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7481874227523804},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6982626914978027},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6087421774864197},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.6044144034385681},{"id":"https://openalex.org/C186633575","wikidata":"https://www.wikidata.org/wiki/Q845060","display_name":"Maxima and minima","level":2,"score":0.5869309902191162},{"id":"https://openalex.org/C141934464","wikidata":"https://www.wikidata.org/wiki/Q3305386","display_name":"Local optimum","level":2,"score":0.575585663318634},{"id":"https://openalex.org/C184497298","wikidata":"https://www.wikidata.org/wiki/Q7229773","display_name":"Population-based incremental learning","level":3,"score":0.5569959282875061},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5258477330207825},{"id":"https://openalex.org/C123370116","wikidata":"https://www.wikidata.org/wiki/Q1424540","display_name":"Tabu search","level":2,"score":0.4721405804157257},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4639672040939331},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4482925236225128},{"id":"https://openalex.org/C135320971","wikidata":"https://www.wikidata.org/wiki/Q1868524","display_name":"Local search (optimization)","level":2,"score":0.44596683979034424},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.4370175898075104},{"id":"https://openalex.org/C5536111","wikidata":"https://www.wikidata.org/wiki/Q5193250","display_name":"Cultural algorithm","level":4,"score":0.41905394196510315},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4154900312423706},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.404003769159317},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26058679819107056},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1773761510848999},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15736180543899536},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.4018/ijdwm.2014070101","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijdwm.2014070101","pdf_url":null,"source":{"id":"https://openalex.org/S53932126","display_name":"International Journal of Data Warehousing and Mining","issn_l":"1548-3924","issn":["1548-3924","1548-3932"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Warehousing and Mining","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jdwm00:v:10:y:2014:i:3:p:1-14","is_oa":false,"landing_page_url":"https://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/ijdwm.2014070101","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:usir.salford.ac.uk:60890","is_oa":true,"landing_page_url":"http://usir.salford.ac.uk/id/eprint/60890/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401501","display_name":"University of Salford Institutional Repository (University of Salford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I54459138","host_organization_name":"University of Salford","host_organization_lineage":["https://openalex.org/I54459138"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:usir.salford.ac.uk:60890","is_oa":true,"landing_page_url":"http://usir.salford.ac.uk/id/eprint/60890/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401501","display_name":"University of Salford Institutional Repository (University of Salford)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I54459138","host_organization_name":"University of Salford","host_organization_lineage":["https://openalex.org/I54459138"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W116828910","https://openalex.org/W1546088349","https://openalex.org/W1553696291","https://openalex.org/W1560562394","https://openalex.org/W1623080549","https://openalex.org/W1969076164","https://openalex.org/W1978695274","https://openalex.org/W1984779822","https://openalex.org/W1989270503","https://openalex.org/W1990643970","https://openalex.org/W1992419399","https://openalex.org/W2002454361","https://openalex.org/W2011381285","https://openalex.org/W2011430131","https://openalex.org/W2026107899","https://openalex.org/W2026789128","https://openalex.org/W2038661427","https://openalex.org/W2040628945","https://openalex.org/W2057691548","https://openalex.org/W2059515884","https://openalex.org/W2060207914","https://openalex.org/W2064535384","https://openalex.org/W2066794285","https://openalex.org/W2071965987","https://openalex.org/W2072545917","https://openalex.org/W2089040534","https://openalex.org/W2117341849","https://openalex.org/W2125836634","https://openalex.org/W2140405352","https://openalex.org/W2142458924","https://openalex.org/W2153028052","https://openalex.org/W2170288987","https://openalex.org/W2613161123","https://openalex.org/W2999729612","https://openalex.org/W3142190639","https://openalex.org/W4206209869","https://openalex.org/W6633402183"],"related_works":["https://openalex.org/W2123829500","https://openalex.org/W2305572622","https://openalex.org/W4283765137","https://openalex.org/W4317496694","https://openalex.org/W3174749984","https://openalex.org/W1533229056","https://openalex.org/W2887485518","https://openalex.org/W2805869242","https://openalex.org/W2061323558","https://openalex.org/W4387527001"],"abstract_inverted_index":{"One":[0],"of":[1,15,49,72,86,93,107,129,170],"the":[2,12,16,73,80,105,127,140,145,149,155],"most":[3],"widely":[4],"used":[5,68,137],"algorithms":[6],"to":[7,20,138,144,186],"solve":[8],"clustering":[9],"problems":[10],"is":[11,83,122,136,152,183],"K-means.":[13],"Despite":[14],"algorithm's":[17],"timely":[18],"performance":[19],"find":[21],"a":[22,44,52,84,99,119,132,167],"fairly":[23],"good":[24],"solution,":[25],"it":[26,182],"shows":[27],"some":[28],"drawbacks":[29],"like":[30],"its":[31],"dependence":[32],"on":[33],"initial":[34],"conditions":[35],"and":[36,51,96,163,181],"trapping":[37],"in":[38,58,76,166],"local":[39,114],"minima.":[40],"This":[41],"paper":[42],"proposes":[43],"novel":[45],"hybrid":[46],"algorithm,":[47,118],"comprised":[48],"K-means":[50,63,69,95],"variation":[53],"operator":[54,135],"inspired":[55],"by":[56],"mutation":[57,134],"evolutionary":[59],"algorithms,":[60],"called":[61],"Noisy":[62],"Algorithm":[64,165],"(NKA).":[65],"Previous":[66],"research":[67],"as":[70],"one":[71],"genetic":[74],"operators":[75],"Genetic":[77,164],"Algorithms.":[78],"However,":[79],"proposed":[81,101,150],"NKA":[82,102,177],"kind":[85],"individual":[87],"based":[88],"algorithm":[89,103,146,151],"that":[90,176],"combines":[91],"advantages":[92],"both":[94],"mutation.":[97,130],"As":[98],"result,":[100],"has":[104],"advantage":[106],"faster":[108],"convergence":[109],"time,":[110],"while":[111],"escaping":[112],"from":[113],"optima.":[115],"In":[116],"this":[117],"probability":[120],"function":[121],"utilized":[123],"which":[124],"adaptively":[125],"tunes":[126],"rate":[128],"Furthermore,":[131],"special":[133],"guide":[139],"search":[141],"process":[142],"according":[143],"performance.":[147],"Finally,":[148],"compared":[153],"with":[154],"classical":[156],"K-means,":[157],"SOM":[158],"Neural":[159],"Network,":[160],"Tabu":[161],"Search":[162],"given":[168],"set":[169],"data.":[171],"Simulation":[172],"results":[173],"statistically":[174],"demonstrate":[175],"out-performs":[178],"all":[179],"others":[180],"prominently":[184],"prone":[185],"real":[187],"time":[188],"clustering.":[189]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}