{"id":"https://openalex.org/W2945960961","doi":"https://doi.org/10.1109/access.2018.2881020","title":"Comparative Research of Swarm Intelligence Clustering Algorithms for Analyzing Medical Data","display_name":"Comparative Research of Swarm Intelligence Clustering Algorithms for Analyzing Medical Data","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2945960961","doi":"https://doi.org/10.1109/access.2018.2881020","mag":"2945960961"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2881020","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2881020","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08716660.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08716660.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084243237","display_name":"Xueyuan Gong","orcid":"https://orcid.org/0000-0002-5025-8216"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Xueyuan Gong","raw_affiliation_strings":["Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Macau, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054381440","display_name":"Liansheng Liu","orcid":"https://orcid.org/0000-0001-5834-9772"},"institutions":[{"id":"https://openalex.org/I4210105832","display_name":"First Affiliated Hospital of Guangzhou University of Chinese Medicine","ror":"https://ror.org/01mxpdw03","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105832"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liansheng Liu","raw_affiliation_strings":["First Affiliated Hospital, Guangzhou University of Traditional Chinese Medicine, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"First Affiliated Hospital, Guangzhou University of Traditional Chinese Medicine, Guangzhou, China","institution_ids":["https://openalex.org/I4210105832"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086422507","display_name":"Simon Fong","orcid":"https://orcid.org/0000-0002-1848-7246"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Simon Fong","raw_affiliation_strings":["Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Macau, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100897594","display_name":"Qiwen Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Qiwen Xu","raw_affiliation_strings":["Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Macau, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, Macau, China","institution_ids":["https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091630756","display_name":"Tingxi Wen","orcid":"https://orcid.org/0000-0002-7699-9346"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingxi Wen","raw_affiliation_strings":["Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-7699-9346","affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100406781","display_name":"Zhihua Liu","orcid":"https://orcid.org/0000-0003-4994-6764"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihua Liu","raw_affiliation_strings":["Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-4994-6764","affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, Shenzhen, China","institution_ids":["https://openalex.org/I4210145761"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.8799,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.89304338,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"137560","last_page":"137569"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9815000295639038,"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":0.9815000295639038,"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/T12734","display_name":"Information Systems and Technology Applications","score":0.9358999729156494,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9218000173568726,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.752601146697998},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6234493851661682},{"id":"https://openalex.org/keywords/swarm-intelligence","display_name":"Swarm intelligence","score":0.5984015464782715},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45035678148269653},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3830777108669281},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3621823787689209},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.21470975875854492}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.752601146697998},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6234493851661682},{"id":"https://openalex.org/C119487961","wikidata":"https://www.wikidata.org/wiki/Q863960","display_name":"Swarm intelligence","level":3,"score":0.5984015464782715},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45035678148269653},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3830777108669281},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3621823787689209},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.21470975875854492}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2881020","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2881020","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08716660.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3998e731e3484fc68e24ae82d56a961b","is_oa":true,"landing_page_url":"https://doaj.org/article/3998e731e3484fc68e24ae82d56a961b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 7, Pp 137560-137569 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2881020","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2881020","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8600701/08716660.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4099999964237213,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2835760330","display_name":null,"funder_award_id":"072/2009/A3","funder_id":"https://openalex.org/F4320323893","funder_display_name":"Fundo para o Desenvolvimento das Ci\u00eancias e da Tecnologia"},{"id":"https://openalex.org/G944034449","display_name":null,"funder_award_id":"MYRG2015-00128-FST","funder_id":"https://openalex.org/F4320322841","funder_display_name":"Universidade de Macau"}],"funders":[{"id":"https://openalex.org/F4320322841","display_name":"Universidade de Macau","ror":"https://ror.org/01r4q9n85"},{"id":"https://openalex.org/F4320323893","display_name":"Fundo para o Desenvolvimento das Ci\u00eancias e da Tecnologia","ror":"https://ror.org/05vna4324"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2945960961.pdf","grobid_xml":"https://content.openalex.org/works/W2945960961.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W277317943","https://openalex.org/W1585002319","https://openalex.org/W1596914020","https://openalex.org/W1604956938","https://openalex.org/W1702022814","https://openalex.org/W1960174506","https://openalex.org/W1976744965","https://openalex.org/W1979357074","https://openalex.org/W1989164753","https://openalex.org/W1991359419","https://openalex.org/W2001619934","https://openalex.org/W2028560166","https://openalex.org/W2079864741","https://openalex.org/W2094521916","https://openalex.org/W2152195021","https://openalex.org/W2152799677","https://openalex.org/W2165299997","https://openalex.org/W2183902869","https://openalex.org/W2293586444","https://openalex.org/W2295414992","https://openalex.org/W2543580944","https://openalex.org/W2963103847","https://openalex.org/W6637417391","https://openalex.org/W6682557032","https://openalex.org/W6686523847"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2132641928","https://openalex.org/W2181413294","https://openalex.org/W4310225030"],"abstract_inverted_index":{"As":[0,25],"the":[1,8,12,34,44,61,72,76,79,104,128,136,146,152],"Internet":[2],"of":[3,10,14,63,75,81,88,92],"medical":[4,15,117,129,148],"Things":[5],"emerge":[6],"in":[7],"field":[9],"medicine,":[11],"volume":[13],"data":[16,65,118,130,149],"is":[17,28],"expanding":[18],"rapidly":[19],"and":[20,51,90,108,115],"along":[21],"with":[22],"its":[23],"variety.":[24],"such,":[26],"clustering":[27,40],"an":[29],"important":[30],"procedure":[31],"to":[32,60,150],"mine":[33],"vast":[35],"data.":[36],"Many":[37],"swarm":[38,46],"intelligence":[39],"algorithms,":[41],"such":[42],"as":[43],"particle":[45],"optimization":[47],"(PSO),":[48],"firefly,":[49,106],"cuckoo,":[50,107],"bat,":[52],"have":[53,141],"been":[54,142],"designed,":[55],"which":[56,123],"can":[57],"be":[58],"parallelized":[59],"benefit":[62],"mass":[64],"computation.":[66],"However,":[67],"few":[68],"studies":[69],"focus":[70],"on":[71,112],"systematic":[73],"analysis":[74],"time":[77],"complexities,":[78],"effect":[80],"instances":[82],"(data":[83],"size),":[84],"attributes":[85],"(dimensionality),":[86],"number":[87],"clusters,":[89],"agents":[91],"these":[93],"algorithms.":[94],"In":[95,132],"this":[96],"paper,":[97],"we":[98,121,134],"performed":[99],"a":[100],"comparative":[101],"research":[102],"for":[103,127,145],"PSO,":[105],"bat":[109],"algorithms":[110,124,139],"based":[111],"both":[113],"synthetic":[114],"real":[116],"sets.":[119],"Finally,":[120],"conclude":[122],"are":[125],"effective":[126],"mining.":[131],"addition,":[133],"recommend":[135],"more":[137],"suitable":[138],"that":[140],"developed":[143],"recently":[144],"different":[147],"achieve":[151],"optimal":[153],"clustering.":[154]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
