{"id":"https://openalex.org/W4385356604","doi":"https://doi.org/10.1145/3596947.3596956","title":"Set-based Particle Swarm Optimization for Data Clustering: Comparison and Analysis of Control Parameters","display_name":"Set-based Particle Swarm Optimization for Data Clustering: Comparison and Analysis of Control Parameters","publication_year":2023,"publication_date":"2023-04-23","ids":{"openalex":"https://openalex.org/W4385356604","doi":"https://doi.org/10.1145/3596947.3596956"},"language":"en","primary_location":{"id":"doi:10.1145/3596947.3596956","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3596947.3596956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 7th International Conference on Intelligent Systems, Metaheuristics &amp; Swarm Intelligence","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/A5092563266","display_name":"Rijk Marius de Wet","orcid":"https://orcid.org/0009-0008-6276-5400"},"institutions":[{"id":"https://openalex.org/I26092322","display_name":"Stellenbosch University","ror":"https://ror.org/05bk57929","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26092322"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Rijk Marius de Wet","raw_affiliation_strings":["Department of Industrial Engineering, Stellenbosch University, South Africa"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Stellenbosch University, South Africa","institution_ids":["https://openalex.org/I26092322"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039197997","display_name":"Andries P. Engelbrecht","orcid":"https://orcid.org/0000-0002-0242-3539"},"institutions":[{"id":"https://openalex.org/I26092322","display_name":"Stellenbosch University","ror":"https://ror.org/05bk57929","country_code":"ZA","type":"education","lineage":["https://openalex.org/I26092322"]},{"id":"https://openalex.org/I179311214","display_name":"Gulf University for Science & Technology","ror":"https://ror.org/04d9rzd67","country_code":"KW","type":"education","lineage":["https://openalex.org/I179311214"]}],"countries":["KW","ZA"],"is_corresponding":false,"raw_author_name":"Andries Engelbrecht","raw_affiliation_strings":["Department of Industrial Engineering and Computer Science Division, Stellenbosch University, South Africa and Center for Applied Mathematics and Bioinformatics, Gulf University for Science and Technology, Kuwait"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Computer Science Division, Stellenbosch University, South Africa and Center for Applied Mathematics and Bioinformatics, Gulf University for Science and Technology, Kuwait","institution_ids":["https://openalex.org/I179311214","https://openalex.org/I26092322"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5092563266"],"corresponding_institution_ids":["https://openalex.org/I26092322"],"apc_list":null,"apc_paid":null,"fwci":0.3503,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.64408371,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"103","last_page":"110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994000196456909,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994000196456909,"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":0.9934999942779541,"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9785000085830688,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8941057920455933},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.8169900178909302},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5925130248069763},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.5745036602020264},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.5516248941421509},{"id":"https://openalex.org/keywords/cure-data-clustering-algorithm","display_name":"CURE data clustering algorithm","score":0.5252943634986877},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.502957284450531},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.48364102840423584},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.46325406432151794},{"id":"https://openalex.org/keywords/canopy-clustering-algorithm","display_name":"Canopy clustering algorithm","score":0.46310585737228394},{"id":"https://openalex.org/keywords/swarm-intelligence","display_name":"Swarm intelligence","score":0.4309975504875183},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4296058118343353},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3379736542701721},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2792918384075165},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2779562175273895},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2671579122543335}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8941057920455933},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.8169900178909302},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5925130248069763},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.5745036602020264},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.5516248941421509},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.5252943634986877},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.502957284450531},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.48364102840423584},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.46325406432151794},{"id":"https://openalex.org/C104047586","wikidata":"https://www.wikidata.org/wiki/Q5033439","display_name":"Canopy clustering algorithm","level":4,"score":0.46310585737228394},{"id":"https://openalex.org/C119487961","wikidata":"https://www.wikidata.org/wiki/Q863960","display_name":"Swarm intelligence","level":3,"score":0.4309975504875183},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4296058118343353},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3379736542701721},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2792918384075165},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2779562175273895},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2671579122543335},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3596947.3596956","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3596947.3596956","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 7th International Conference on Intelligent Systems, Metaheuristics &amp; Swarm Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1499307573","https://openalex.org/W1585002319","https://openalex.org/W1987971958","https://openalex.org/W2013674998","https://openalex.org/W2129066856","https://openalex.org/W2152195021","https://openalex.org/W2497501519","https://openalex.org/W2583345802","https://openalex.org/W2884586244","https://openalex.org/W2997591727","https://openalex.org/W3017433385","https://openalex.org/W3120917356"],"related_works":["https://openalex.org/W2559422900","https://openalex.org/W3144143113","https://openalex.org/W4306940721","https://openalex.org/W3022637481","https://openalex.org/W3120229345","https://openalex.org/W2160785859","https://openalex.org/W2491448268","https://openalex.org/W2738096727","https://openalex.org/W2374506950","https://openalex.org/W3174322327"],"abstract_inverted_index":{"Data":[0],"clustering":[1,45,64,79,120,128],"is":[2,34,54,68,89],"a":[3,35,118],"highly":[4],"studied":[5],"field":[6],"of":[7,66,75,84],"data":[8,27],"science":[9],"and":[10,47,105,116,127,132],"computational":[11],"intelligence.":[12],"Population-based":[13],"algorithms":[14,114],"such":[15],"as":[16],"particle":[17,30],"swarm":[18,31,103,125],"optimization":[19,32],"(PSO)":[20],"have":[21,101],"shown":[22,42],"to":[23,56,72,91],"be":[24],"effective":[25],"at":[26],"clustering.":[28],"Set-based":[29],"(SBPSO)":[33],"generic":[36],"set-based":[37],"PSO":[38],"variant":[39],"that":[40,95,136],"has":[41],"promise":[43],"in":[44,70,97],"stationary":[46],"non-stationary":[48],"data.":[49],"In":[50],"this":[51,138],"paper,":[52],"SBPSO":[53,67,86,108],"used":[55],"cluster":[57],"fifteen":[58],"datasets":[59],"with":[60],"diverse":[61],"characteristics.":[62],"The":[63],"ability":[65,129],"compared":[69],"depth":[71],"the":[73,85,93,113,133],"performance":[74],"six":[76],"other":[77,106],"tuned":[78],"algorithms.":[80],"A":[81,122],"sensitivity":[82],"analysis":[83],"control":[87,99,134,137],"parameters":[88,100,135],"performed":[90],"determine":[92],"effect":[94],"variation":[96],"these":[98],"on":[102],"diversity":[104,126],"measures.":[107],"ranked":[109],"third":[110],"from":[111],"among":[112],"evaluated":[115],"proved":[117],"viable":[119],"algorithm.":[121],"trade-off":[123,139],"between":[124],"was":[130],"discovered,":[131],"were":[140],"determined.":[141]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
