{"id":"https://openalex.org/W4402156881","doi":"https://doi.org/10.1109/icc51166.2024.10622346","title":"FedSCCS: Hierarchical Clustering with Multiple Models for Federated Learning","display_name":"FedSCCS: Hierarchical Clustering with Multiple Models for Federated Learning","publication_year":2024,"publication_date":"2024-06-09","ids":{"openalex":"https://openalex.org/W4402156881","doi":"https://doi.org/10.1109/icc51166.2024.10622346"},"language":"en","primary_location":{"id":"doi:10.1109/icc51166.2024.10622346","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc51166.2024.10622346","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2024 - IEEE International Conference on Communications","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/A5092278916","display_name":"Gabriel U. Talasso","orcid":"https://orcid.org/0009-0007-6422-9735"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Gabriel U. Talasso","raw_affiliation_strings":["Institute of Computing - University of Campinas"],"affiliations":[{"raw_affiliation_string":"Institute of Computing - University of Campinas","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028478887","display_name":"Allan M. de Souza","orcid":"https://orcid.org/0000-0002-5518-8392"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Allan M. de Souza","raw_affiliation_strings":["Institute of Computing - University of Campinas"],"affiliations":[{"raw_affiliation_string":"Institute of Computing - University of Campinas","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090424349","display_name":"Luiz F. Bittencourt","orcid":"https://orcid.org/0000-0001-6305-9059"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luiz F. Bittencourt","raw_affiliation_strings":["Institute of Computing - University of Campinas"],"affiliations":[{"raw_affiliation_string":"Institute of Computing - University of Campinas","institution_ids":["https://openalex.org/I181391015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052758924","display_name":"Eduardo Cerqueira","orcid":"https://orcid.org/0000-0003-2162-6523"},"institutions":[{"id":"https://openalex.org/I59606676","display_name":"Universidade Federal do Par\u00e1","ror":"https://ror.org/03q9sr818","country_code":"BR","type":"education","lineage":["https://openalex.org/I59606676"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Eduardo Cerqueira","raw_affiliation_strings":["Federal University of Para"],"affiliations":[{"raw_affiliation_string":"Federal University of Para","institution_ids":["https://openalex.org/I59606676"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106034532","display_name":"Antonio A. F. Loureiro","orcid":null},"institutions":[{"id":"https://openalex.org/I110200422","display_name":"Universidade Federal de Minas Gerais","ror":"https://ror.org/0176yjw32","country_code":"BR","type":"education","lineage":["https://openalex.org/I110200422"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Antonio A. F. Loureiro","raw_affiliation_strings":["Federal University of Minas Gerais"],"affiliations":[{"raw_affiliation_string":"Federal University of Minas Gerais","institution_ids":["https://openalex.org/I110200422"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025642074","display_name":"Leandro A. Villas","orcid":"https://orcid.org/0000-0002-3372-3366"},"institutions":[{"id":"https://openalex.org/I181391015","display_name":"Universidade Estadual de Campinas (UNICAMP)","ror":"https://ror.org/04wffgt70","country_code":"BR","type":"education","lineage":["https://openalex.org/I181391015"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Leandro A. Villas","raw_affiliation_strings":["Institute of Computing - University of Campinas"],"affiliations":[{"raw_affiliation_string":"Institute of Computing - University of Campinas","institution_ids":["https://openalex.org/I181391015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5092278916"],"corresponding_institution_ids":["https://openalex.org/I181391015"],"apc_list":null,"apc_paid":null,"fwci":2.5459,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.90807366,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"3280","last_page":"3285"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T10237","display_name":"Cryptography and Data Security","score":0.994700014591217,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7899017333984375},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.668729841709137},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.5261057019233704},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39506399631500244},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32976263761520386}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7899017333984375},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.668729841709137},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.5261057019233704},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39506399631500244},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32976263761520386}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc51166.2024.10622346","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc51166.2024.10622346","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2024 - IEEE International Conference on Communications","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":24,"referenced_works":["https://openalex.org/W2016381774","https://openalex.org/W2774918944","https://openalex.org/W2798720628","https://openalex.org/W2898186212","https://openalex.org/W2922569945","https://openalex.org/W3015636663","https://openalex.org/W3047304572","https://openalex.org/W3080934299","https://openalex.org/W3103272945","https://openalex.org/W3105122387","https://openalex.org/W3135231128","https://openalex.org/W3135347465","https://openalex.org/W3182125009","https://openalex.org/W3199144655","https://openalex.org/W4205597275","https://openalex.org/W4297060071","https://openalex.org/W4312875989","https://openalex.org/W4318619660","https://openalex.org/W4360995590","https://openalex.org/W6747231328","https://openalex.org/W6761472960","https://openalex.org/W6781175393","https://openalex.org/W6791305734","https://openalex.org/W6795281715"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W3200375535"],"abstract_inverted_index":{"The":[0],"rise":[1],"of":[2,24,87],"mobile":[3],"devices":[4,82],"and":[5,30,61,95,121],"growing":[6],"concerns":[7],"about":[8],"model":[9,28,58,93],"privacy":[10],"have":[11],"posed":[12],"significant":[13],"challenges":[14,56],"in":[15,57],"distributed":[16],"artificial":[17],"intelligence,":[18],"especially":[19],"due":[20,64],"to":[21,27,65,112],"the":[22,85],"heterogeneity":[23],"devices,":[25],"leading":[26],"generalization":[29],"resource":[31,97],"management":[32],"issues.":[33],"Federated":[34],"Learning":[35],"(FL),":[36],"a":[37,116],"method":[38],"where":[39],"machine":[40],"learning":[41],"models":[42],"are":[43],"trained":[44],"collaboratively":[45],"by":[46],"sharing":[47],"only":[48],"local":[49],"parameters":[50],"with":[51],"an":[52,72],"aggregation":[53,94],"server,":[54],"faces":[55],"convergence,":[59],"optimization,":[60],"communication":[62],"overhead":[63],"this":[66],"heterogeneity.":[67],"This":[68],"paper":[69],"introduces":[70],"FedSCCS,":[71],"FL-based":[73],"framework":[74],"designed":[75],"for":[76,91,119],"such":[77],"heterogeneous":[78],"settings.":[79],"FedSCCS":[80,107],"clusters":[81],"based":[83],"on":[84],"similarity":[86],"their":[88],"models,":[89],"allowing":[90],"efficient":[92],"improved":[96],"utilization.":[98],"Our":[99],"evaluation,":[100],"set":[101],"against":[102],"established":[103],"benchmarks,":[104],"shows":[105],"that":[106],"achieves":[108],"superior":[109],"accuracy":[110],"compared":[111],"existing":[113],"methods,":[114],"indicating":[115],"promising":[117],"direction":[118],"scalable":[120],"tailored":[122],"FL":[123],"solutions.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}