{"id":"https://openalex.org/W4286501277","doi":"https://doi.org/10.1142/s0218001422590273","title":"A Simplex Method-Based Bacterial Colony Optimization Algorithm for Data Clustering Analysis","display_name":"A Simplex Method-Based Bacterial Colony Optimization Algorithm for Data Clustering Analysis","publication_year":2022,"publication_date":"2022-07-21","ids":{"openalex":"https://openalex.org/W4286501277","doi":"https://doi.org/10.1142/s0218001422590273"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001422590273","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001422590273","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-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/A5067344190","display_name":"S. Suresh Babu","orcid":"https://orcid.org/0000-0002-7713-9268"},"institutions":[{"id":"https://openalex.org/I117381506","display_name":"Thiruvalluvar University","ror":"https://ror.org/0255nn983","country_code":"IN","type":"education","lineage":["https://openalex.org/I117381506"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"S. Suresh Babu","raw_affiliation_strings":["Department of Computer Science, Thiruvalluvar Government Arts College, Rasipuram, Tamilnadu 637401, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Thiruvalluvar Government Arts College, Rasipuram, Tamilnadu 637401, India","institution_ids":["https://openalex.org/I117381506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001394627","display_name":"K. Jayasudha","orcid":null},"institutions":[{"id":"https://openalex.org/I117381506","display_name":"Thiruvalluvar University","ror":"https://ror.org/0255nn983","country_code":"IN","type":"education","lineage":["https://openalex.org/I117381506"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Jayasudha","raw_affiliation_strings":["Department of Computer Science, Thiruvalluvar Government Arts College, Rasipuram, Tamilnadu 637401, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Thiruvalluvar Government Arts College, Rasipuram, Tamilnadu 637401, India","institution_ids":["https://openalex.org/I117381506"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5067344190"],"corresponding_institution_ids":["https://openalex.org/I117381506"],"apc_list":null,"apc_paid":null,"fwci":1.061,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.80505109,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"36","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987000226974487,"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":0.9987000226974487,"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":0.9962000250816345,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.9782999753952026,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/cluster-analysis","display_name":"Cluster analysis","score":0.7971208095550537},{"id":"https://openalex.org/keywords/local-optimum","display_name":"Local optimum","score":0.681263267993927},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5671255588531494},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5369069576263428},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5045279264450073},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.47642621397972107},{"id":"https://openalex.org/keywords/canopy-clustering-algorithm","display_name":"Canopy clustering algorithm","score":0.46160688996315},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4499189257621765},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.4447322189807892},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4442403018474579},{"id":"https://openalex.org/keywords/rate-of-convergence","display_name":"Rate of convergence","score":0.4311380982398987},{"id":"https://openalex.org/keywords/simplex-algorithm","display_name":"Simplex algorithm","score":0.4268331825733185},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.409871369600296},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40623223781585693},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3757116198539734},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35929322242736816},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2668958306312561},{"id":"https://openalex.org/keywords/linear-programming","display_name":"Linear programming","score":0.11006796360015869}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7971208095550537},{"id":"https://openalex.org/C141934464","wikidata":"https://www.wikidata.org/wiki/Q3305386","display_name":"Local optimum","level":2,"score":0.681263267993927},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5671255588531494},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5369069576263428},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5045279264450073},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.47642621397972107},{"id":"https://openalex.org/C104047586","wikidata":"https://www.wikidata.org/wiki/Q5033439","display_name":"Canopy clustering algorithm","level":4,"score":0.46160688996315},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4499189257621765},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.4447322189807892},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4442403018474579},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.4311380982398987},{"id":"https://openalex.org/C144521790","wikidata":"https://www.wikidata.org/wiki/Q134164","display_name":"Simplex algorithm","level":3,"score":0.4268331825733185},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.409871369600296},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40623223781585693},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3757116198539734},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35929322242736816},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2668958306312561},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.11006796360015869},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218001422590273","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001422590273","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"No poverty","id":"https://metadata.un.org/sdg/1","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1547841921","https://openalex.org/W1964437930","https://openalex.org/W1991359419","https://openalex.org/W2028373980","https://openalex.org/W2040628945","https://openalex.org/W2051314441","https://openalex.org/W2076408892","https://openalex.org/W2098477891","https://openalex.org/W2114352797","https://openalex.org/W2133686994","https://openalex.org/W2140405352","https://openalex.org/W2140691217","https://openalex.org/W2171074980","https://openalex.org/W2639018252","https://openalex.org/W2734507837","https://openalex.org/W2751482852","https://openalex.org/W2892567825","https://openalex.org/W2938690292","https://openalex.org/W2970658101","https://openalex.org/W2997477360","https://openalex.org/W3007784962","https://openalex.org/W3009947049","https://openalex.org/W3015807363","https://openalex.org/W3025751404","https://openalex.org/W3047324647","https://openalex.org/W3080751413","https://openalex.org/W3092314298","https://openalex.org/W3092376343","https://openalex.org/W3098395929","https://openalex.org/W3104142918","https://openalex.org/W3115634066","https://openalex.org/W3118057467","https://openalex.org/W3127218161","https://openalex.org/W3129245968","https://openalex.org/W3130021743","https://openalex.org/W3134099470","https://openalex.org/W3135035628","https://openalex.org/W3138614826","https://openalex.org/W3139193079","https://openalex.org/W3215598093"],"related_works":["https://openalex.org/W2559422900","https://openalex.org/W3144143113","https://openalex.org/W4306940721","https://openalex.org/W2160785859","https://openalex.org/W4301002638","https://openalex.org/W3088133960","https://openalex.org/W2892323093","https://openalex.org/W3022637481","https://openalex.org/W2025839902","https://openalex.org/W2938348585"],"abstract_inverted_index":{"Data":[0],"clustering":[1,21,51,127,166],"is":[2,17,103],"the":[3,35,50,55,58,66,72,86,114,124,140,156,161],"task":[4],"of":[5,12,28,57,68,123,134],"separating":[6],"data":[7],"samples":[8],"into":[9],"a":[10,18,26,69,92,104,132,169],"set":[11],"clusters.":[13],"[Formula:":[14,59],"see":[15,60],"text]-means":[16,61],"popular":[19],"partitional":[20],"algorithm.":[22,62,99],"However,":[23,63],"it":[24],"has":[25],"lot":[27],"weaknesses,":[29],"including":[30],"sensitivity":[31],"to":[32,37,49,53,65,151],"initialization":[33],"and":[34,80,121,139,168],"ability":[36],"become":[38],"stuck":[39],"in":[40],"local":[41,78,116],"optima.":[42],"Hence,":[43],"nature-inspired":[44,73,154],"optimization":[45,74,97],"algorithms":[46],"were":[47,143],"applied":[48],"problem":[52],"overcome":[54],"limitations":[56],"due":[64],"high-dimensionality":[67],"search":[70],"space,":[71],"algorithm":[75,128],"suffers":[76],"from":[77],"optima":[79],"poor":[81],"convergence":[82,171],"rates.":[83],"To":[84],"address":[85],"mentioned":[87],"issues,":[88],"this":[89],"paper":[90],"presents":[91],"simplex":[93,101],"method-based":[94],"bacterial":[95],"colony":[96],"(SMBCO)":[98],"The":[100,119],"method":[102],"stochastic":[105],"variant":[106],"approach":[107],"that":[108,160],"improves":[109],"population":[110],"diversity":[111],"while":[112],"increasing":[113],"algorithm\u2019s":[115],"searching":[117],"ability.":[118],"potential":[120],"effectiveness":[122],"proposed":[125],"SMBCO":[126,162],"are":[129],"assessed":[130],"using":[131,145],"variety":[133],"benchmark":[135],"machine":[136],"learning":[137],"datasets":[138],"generated":[141],"groups":[142],"evaluated":[144],"different":[146],"performance":[147],"measures.":[148],"When":[149],"compared":[150],"several":[152],"well-known":[153],"algorithms,":[155],"experimental":[157],"results":[158],"reveal":[159],"model":[163],"produces":[164],"superior":[165],"efficiency":[167],"faster":[170],"rate.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}