{"id":"https://openalex.org/W4405383842","doi":"https://doi.org/10.1145/3697355.3697405","title":"I-WOA: An Optimization of K-Means Clusteringsis","display_name":"I-WOA: An Optimization of K-Means Clusteringsis","publication_year":2024,"publication_date":"2024-09-14","ids":{"openalex":"https://openalex.org/W4405383842","doi":"https://doi.org/10.1145/3697355.3697405"},"language":"en","primary_location":{"id":"doi:10.1145/3697355.3697405","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3697355.3697405","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Big Data and Internet of Things","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/A5113283797","display_name":"Pinyao He","orcid":null},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pinyao He","raw_affiliation_strings":["College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100497161","display_name":"Jingyue Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyue Huang","raw_affiliation_strings":["College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102173236","display_name":"Yi Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Yang","raw_affiliation_strings":["College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088889632","display_name":"Chenxia Li","orcid":null},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenxia Li","raw_affiliation_strings":["College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100864124","display_name":"Yao He","orcid":null},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yao He","raw_affiliation_strings":["College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102974766","display_name":"Ming Li","orcid":"https://orcid.org/0000-0002-3801-0509"},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Li","raw_affiliation_strings":["College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5113283797"],"corresponding_institution_ids":["https://openalex.org/I145581781"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20492314,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"306","last_page":"313"},"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/T10057","display_name":"Face and Expression Recognition","score":0.9937999844551086,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9923999905586243,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5386265516281128}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5386265516281128}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3697355.3697405","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3697355.3697405","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 8th International Conference on Big Data and Internet of Things","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2083253722","https://openalex.org/W2122209504","https://openalex.org/W2158703410","https://openalex.org/W3090540127","https://openalex.org/W4289932223","https://openalex.org/W4307021577","https://openalex.org/W4352989745","https://openalex.org/W4378901572","https://openalex.org/W4391321148","https://openalex.org/W6605224054","https://openalex.org/W6610928041"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"As":[0],"the":[1,21,34,37,44,66,71,75,82,87,90,103,108,112,117,120,123,131,150,165],"big":[2],"data":[3],"technology":[4],"is":[5,62,78,98,153],"widely":[6],"used":[7],"in":[8,111,130],"various":[9],"research":[10],"fields,":[11],"cluster":[12,170],"analysis":[13],"has":[14,168],"been":[15],"generally":[16],"regarded":[17],"as":[18,41],"one":[19],"of":[20,29,36,89,107,119],"most":[22],"effective":[23],"methods":[24],"for":[25],"processing":[26],"different":[27],"types":[28],"data.":[30],"In":[31,70],"response":[32],"to":[33,43,51,64,80,101,136,177],"shortcomings":[35],"K-means":[38,67],"algorithm,":[39,74],"such":[40],"sensitivity":[42],"initial":[45],"clustering":[46,68,179],"points":[47],"and":[48,126,139,146,172,181],"a":[49],"propensity":[50],"fall":[52],"into":[53],"local":[54,140],"optima,":[55],"an":[56],"Improved":[57],"Whale":[58],"Optimization":[59],"Algorithm":[60],"(I-WOA)":[61],"proposed":[63,72,166],"optimize":[65],"algorithm.":[69],"I-WOA":[73,151],"Sobol":[76],"sequence":[77],"introduced":[79],"initialize":[81],"whale":[83,91,110,113,132],"population,":[84,114],"thus":[85],"enriching":[86],"diversity":[88],"population.":[92],"An":[93],"elite":[94],"reverse":[95],"learning":[96],"strategy":[97],"also":[99],"employed":[100],"improve":[102],"position":[104],"updating":[105],"method":[106],"optimal":[109],"hence":[115],"enhancing":[116],"quality":[118,171],"solution.":[121],"Additionally,":[122],"convergence":[124,144],"factor(\\(a\\))":[125],"contraction":[127],"probability":[128],"(\\(p\\))":[129],"algorithm":[133,152,167],"are":[134],"adjusted":[135],"balance":[137],"global":[138,173],"searches,":[141],"therefore":[142],"improving":[143],"speed":[145],"optimization":[147],"precision.":[148],"Finally,":[149],"evaluated":[154],"by":[155],"six":[156],"famous":[157],"benchmark":[158],"functions.":[159],"The":[160],"experimental":[161],"results":[162],"show":[163],"that":[164],"better":[169],"search":[174],"capability":[175],"compared":[176],"traditional":[178],"algorithms,":[180],"outperforms":[182],"some":[183],"popular":[184],"algorithms.":[185]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}