{"id":"https://openalex.org/W4387448210","doi":"https://doi.org/10.1109/tpds.2023.3322755","title":"CHEESE: Distributed Clustering-Based Hybrid Federated Split Learning Over Edge Networks","display_name":"CHEESE: Distributed Clustering-Based Hybrid Federated Split Learning Over Edge Networks","publication_year":2023,"publication_date":"2023-10-09","ids":{"openalex":"https://openalex.org/W4387448210","doi":"https://doi.org/10.1109/tpds.2023.3322755"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2023.3322755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2023.3322755","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Parallel and Distributed Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041784006","display_name":"Zhipeng Cheng","orcid":"https://orcid.org/0000-0002-9260-6565"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhipeng Cheng","raw_affiliation_strings":["School of Future Science and Engineering, Soochow University, Suzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Future Science and Engineering, Soochow University, Suzhou, China","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101916404","display_name":"Xiaoyu Xia","orcid":"https://orcid.org/0000-0003-3526-3217"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xiaoyu Xia","raw_affiliation_strings":["School of Computing Technologies, RMIT University, Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing Technologies, RMIT University, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021636395","display_name":"Minghui Liwang","orcid":"https://orcid.org/0000-0002-1289-0130"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghui Liwang","raw_affiliation_strings":["Department of Information and Communication Engineering, Xiamen University, Xiamen, China"],"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Engineering, Xiamen University, Xiamen, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062939941","display_name":"Xuwei Fan","orcid":"https://orcid.org/0000-0001-7488-3369"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuwei Fan","raw_affiliation_strings":["Department of Information and Communication Engineering, Xiamen University, Xiamen, China"],"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Engineering, Xiamen University, Xiamen, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000584488","display_name":"Yanglong Sun","orcid":"https://orcid.org/0000-0003-3668-6617"},"institutions":[{"id":"https://openalex.org/I161346416","display_name":"Jimei University","ror":"https://ror.org/03hknyb50","country_code":"CN","type":"education","lineage":["https://openalex.org/I161346416"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanglong Sun","raw_affiliation_strings":["Navigation Institute, Jimei University, Xiamen, China"],"affiliations":[{"raw_affiliation_string":"Navigation Institute, Jimei University, Xiamen, China","institution_ids":["https://openalex.org/I161346416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100733413","display_name":"Xianbin Wang","orcid":"https://orcid.org/0000-0003-4890-0748"},"institutions":[{"id":"https://openalex.org/I125749732","display_name":"Western University","ror":"https://ror.org/02grkyz14","country_code":"CA","type":"education","lineage":["https://openalex.org/I125749732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xianbin Wang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Western University, Ontario, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Western University, Ontario, ON, Canada","institution_ids":["https://openalex.org/I125749732"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019883648","display_name":"Lianfen Huang","orcid":"https://orcid.org/0000-0003-1620-1504"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianfen Huang","raw_affiliation_strings":["Department of Information and Communication Engineering, Xiamen University, Xiamen, China"],"affiliations":[{"raw_affiliation_string":"Department of Information and Communication Engineering, Xiamen University, Xiamen, China","institution_ids":["https://openalex.org/I191208505"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5041784006"],"corresponding_institution_ids":["https://openalex.org/I3923682"],"apc_list":null,"apc_paid":null,"fwci":4.1479,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.95240096,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"34","issue":"12","first_page":"3174","last_page":"3191"},"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.984499990940094,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9689000248908997,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.603245198726654},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5502682328224182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5075003504753113},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.34874650835990906}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.603245198726654},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5502682328224182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5075003504753113},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.34874650835990906}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpds.2023.3322755","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2023.3322755","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Parallel and Distributed Systems","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/27577257","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/27577257","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4957411443","display_name":null,"funder_award_id":"3502Z20227007","funder_id":"https://openalex.org/F4320316884","funder_display_name":"Natural Science Foundation of Xiamen City"},{"id":"https://openalex.org/G6103168104","display_name":null,"funder_award_id":"2022A1515110042","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G6159237217","display_name":null,"funder_award_id":"3502Z20227002","funder_id":"https://openalex.org/F4320316884","funder_display_name":"Natural Science Foundation of Xiamen City"},{"id":"https://openalex.org/G6263580406","display_name":null,"funder_award_id":"62271424","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8546195809","display_name":null,"funder_award_id":"20720230035","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320316884","display_name":"Natural Science Foundation of Xiamen City","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1963975356","https://openalex.org/W2095409369","https://openalex.org/W2113300255","https://openalex.org/W2129005223","https://openalex.org/W2145413351","https://openalex.org/W2618547256","https://openalex.org/W2770165898","https://openalex.org/W2795807997","https://openalex.org/W2901852920","https://openalex.org/W2963209930","https://openalex.org/W2963318081","https://openalex.org/W2977090839","https://openalex.org/W2982464076","https://openalex.org/W3009048827","https://openalex.org/W3018102029","https://openalex.org/W3045638580","https://openalex.org/W3047565185","https://openalex.org/W3094368349","https://openalex.org/W3102626224","https://openalex.org/W3105915864","https://openalex.org/W3107794213","https://openalex.org/W3109503640","https://openalex.org/W3115942943","https://openalex.org/W3124156460","https://openalex.org/W3126384976","https://openalex.org/W3130252514","https://openalex.org/W3130421912","https://openalex.org/W3131820504","https://openalex.org/W3135345339","https://openalex.org/W3160851275","https://openalex.org/W3170121482","https://openalex.org/W3178661111","https://openalex.org/W3184192107","https://openalex.org/W3188272948","https://openalex.org/W3204183032","https://openalex.org/W3211848727","https://openalex.org/W3213449942","https://openalex.org/W3214737454","https://openalex.org/W4212984905","https://openalex.org/W4214607237","https://openalex.org/W4225402082","https://openalex.org/W4251248339","https://openalex.org/W4285286531","https://openalex.org/W4297779784","https://openalex.org/W4312340627","https://openalex.org/W4312815981","https://openalex.org/W4319778953","https://openalex.org/W6728757088","https://openalex.org/W6768234139","https://openalex.org/W6791120749","https://openalex.org/W6803981037","https://openalex.org/W6903745630"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"Implementing":[0],"either":[1],"Federated":[2],"learning":[3,7,84],"(FL)":[4],"or":[5],"split":[6,110],"(SL)":[8],"over":[9],"clients":[10,67,94],"with":[11,90],"limited":[12],"computation/communication":[13],"resources":[14,65],"faces":[15],"challenges":[16],"on":[17,204,261],"achieving":[18],"delay-efficient":[19],"model":[20,102,108,116,146,153],"training.":[21],"To":[22],"overcome":[23],"such":[24],"challenges,":[25],"we":[26],"investigate":[27],"a":[28,88,115,133,144,199,226,237,242],"novel":[29],"distributed":[30,64,200],"<underline":[31,35,40,44,48,53],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[32,36,41,45,49,54,59,80,269],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">C</u>":[33],"lustering-based":[34],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">H</u>":[37],"ybrid":[38],"f":[39],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">E</u>":[42,46,55],"d":[43],"rated":[47],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">S</u>":[50],"plit":[51],"l":[52],"arning":[56],"(":[57],"<italic":[58,79,268],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">CHEESE</i>":[60,81,270],")":[61],"framework,":[62],"consolidating":[63],"among":[66],"by":[68],"device-to-device":[69],"(D2D)":[70],"communications,":[71],"working":[72],"in":[73],"an":[74,100,159],"intra-serial":[75],"inter-parallel":[76],"manner.":[77],"In":[78],",":[82],"each":[83,105,123,140,209,222],"client":[85,135,172,192],"can":[86,271],"form":[87],"cluster":[89,124,141,210],"its":[91,182],"neighboring":[92],"helping":[93],"via":[95,114],"D2D":[96],"communications":[97],"to":[98,142,147,181,217,231,249],"train":[99],"FL":[101],"collaboratively.":[103],"Inside":[104],"cluster,":[106],"the":[107,148,169,184,213,219,233,251],"is":[109,137,166,186,195,229,247],"into":[111,198],"multiple":[112],"segments":[113],"splitting":[117],"and":[118,177,188,255,264],"allocation":[119,257],"(MSA)":[120],"strategy,":[121,240],"while":[122,241],"member":[125],"trains":[126],"one":[127],"segment.":[128],"After":[129],"completing":[130],"intra-cluster":[131],"training,":[132],"transmission":[134],"(TC)":[136],"determined":[138],"from":[139],"upload":[143],"complete":[145],"base":[149],"station":[150],"for":[151],"global":[152],"aggregation":[154],"under":[155,236],"allocated":[156],"bandwidth.":[157],"Accordingly,":[158],"overall":[160],"training":[161,274],"delay":[162,275],"cost":[163],"minimization":[164],"problem":[165,185,194,235],"formulated,":[167],"involving":[168],"following":[170],"subproblems:":[171],"clustering,":[173],"MSA,":[174],"TC":[175,253],"selection,":[176],"bandwidth":[178,256],"allocation.":[179],"Due":[180],"NP-Hardness,":[183],"decoupled":[187],"solved":[189],"iteratively.":[190],"The":[191],"clustering":[193,201,223,239],"first":[196],"transformed":[197],"game":[202,206],"based":[203],"potential":[205],"theory,":[207],"where":[208],"further":[211],"investigates":[212],"remaining":[214],"three":[215],"subproblems":[216],"evaluate":[218],"utility":[220],"of":[221],"strategy.":[224],"Specifically,":[225],"heuristic":[227],"algorithm":[228],"proposed":[230],"solve":[232,250],"MSA":[234],"given":[238],"greedy-based":[243],"convex":[244],"optimization":[245],"approach":[246],"introduced":[248],"joint":[252],"selection":[254],"problem.":[258],"Extensive":[259],"experiments":[260],"practical":[262],"models":[263],"datasets":[265],"demonstrate":[266],"that":[267],"significantly":[272],"reduce":[273],"costs.":[276]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}