{"id":"https://openalex.org/W4390175211","doi":"https://doi.org/10.3390/s24010088","title":"Personalized Fair Split Learning for Resource-Constrained Internet of Things","display_name":"Personalized Fair Split Learning for Resource-Constrained Internet of Things","publication_year":2023,"publication_date":"2023-12-23","ids":{"openalex":"https://openalex.org/W4390175211","doi":"https://doi.org/10.3390/s24010088","pmid":"https://pubmed.ncbi.nlm.nih.gov/38202949"},"language":"en","primary_location":{"id":"doi:10.3390/s24010088","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010088","pdf_url":"https://www.mdpi.com/1424-8220/24/1/88/pdf?version=1703323574","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/1/88/pdf?version=1703323574","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011239136","display_name":"Haitian Chen","orcid":"https://orcid.org/0009-0006-6705-7337"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitian Chen","raw_affiliation_strings":["College of Science, North China University of Science and Technology, Tangshan 063210, China","Hebei Key Laboratory of Data Science and Application, Tangshan 063210, China","Tangshan Key Laboratory of Data Science, Tangshan 063210, China"],"raw_orcid":"https://orcid.org/0009-0006-6705-7337","affiliations":[{"raw_affiliation_string":"College of Science, North China University of Science and Technology, Tangshan 063210, China","institution_ids":["https://openalex.org/I137506752"]},{"raw_affiliation_string":"Hebei Key Laboratory of Data Science and Application, Tangshan 063210, China","institution_ids":[]},{"raw_affiliation_string":"Tangshan Key Laboratory of Data Science, Tangshan 063210, China","institution_ids":["https://openalex.org/I154341788"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032625473","display_name":"Xuebin Chen","orcid":"https://orcid.org/0000-0001-8335-1612"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xuebin Chen","raw_affiliation_strings":["College of Science, North China University of Science and Technology, Tangshan 063210, China","Hebei Key Laboratory of Data Science and Application, Tangshan 063210, China","Tangshan Key Laboratory of Data Science, Tangshan 063210, China"],"raw_orcid":"https://orcid.org/0000-0001-8335-1612","affiliations":[{"raw_affiliation_string":"College of Science, North China University of Science and Technology, Tangshan 063210, China","institution_ids":["https://openalex.org/I137506752"]},{"raw_affiliation_string":"Hebei Key Laboratory of Data Science and Application, Tangshan 063210, China","institution_ids":[]},{"raw_affiliation_string":"Tangshan Key Laboratory of Data Science, Tangshan 063210, China","institution_ids":["https://openalex.org/I154341788"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101380677","display_name":"Lulu Peng","orcid":"https://orcid.org/0009-0009-2366-0945"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I154341788","display_name":"Tangshan College","ror":"https://ror.org/00rfn0469","country_code":"CN","type":"education","lineage":["https://openalex.org/I154341788"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lulu Peng","raw_affiliation_strings":["College of Science, North China University of Science and Technology, Tangshan 063210, China","Hebei Key Laboratory of Data Science and Application, Tangshan 063210, China","Tangshan Key Laboratory of Data Science, Tangshan 063210, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science, North China University of Science and Technology, Tangshan 063210, China","institution_ids":["https://openalex.org/I137506752"]},{"raw_affiliation_string":"Hebei Key Laboratory of Data Science and Application, Tangshan 063210, China","institution_ids":[]},{"raw_affiliation_string":"Tangshan Key Laboratory of Data Science, Tangshan 063210, China","institution_ids":["https://openalex.org/I154341788"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038139037","display_name":"Yuntian Bai","orcid":"https://orcid.org/0000-0002-1829-8605"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuntian Bai","raw_affiliation_strings":["College of Science, North China University of Science and Technology, Tangshan 063210, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science, North China University of Science and Technology, Tangshan 063210, China","institution_ids":["https://openalex.org/I137506752"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5032625473"],"corresponding_institution_ids":["https://openalex.org/I137506752","https://openalex.org/I154341788"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.8284,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.79340288,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"24","issue":"1","first_page":"88","last_page":"88"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9921000003814697,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7664797306060791},{"id":"https://openalex.org/keywords/resource-distribution","display_name":"Resource distribution","score":0.5864488482475281},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5677608251571655},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5532203316688538},{"id":"https://openalex.org/keywords/data-aggregator","display_name":"Data aggregator","score":0.47416865825653076},{"id":"https://openalex.org/keywords/flourishing","display_name":"Flourishing","score":0.4518128037452698},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4381634294986725},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.42995333671569824},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.4117944836616516},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.3086308538913727},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.23101359605789185},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.15409409999847412}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7664797306060791},{"id":"https://openalex.org/C2781175729","wikidata":"https://www.wikidata.org/wiki/Q7315823","display_name":"Resource distribution","level":3,"score":0.5864488482475281},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5677608251571655},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5532203316688538},{"id":"https://openalex.org/C82578977","wikidata":"https://www.wikidata.org/wiki/Q16773055","display_name":"Data aggregator","level":3,"score":0.47416865825653076},{"id":"https://openalex.org/C2781017355","wikidata":"https://www.wikidata.org/wiki/Q5462027","display_name":"Flourishing","level":2,"score":0.4518128037452698},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4381634294986725},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.42995333671569824},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.4117944836616516},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.3086308538913727},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.23101359605789185},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.15409409999847412},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"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/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/s24010088","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010088","pdf_url":"https://www.mdpi.com/1424-8220/24/1/88/pdf?version=1703323574","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38202949","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38202949","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10781178","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10781178","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10781178/pdf/sensors-24-00088.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:428dba443e214b49b8975814dfec50e0","is_oa":true,"landing_page_url":"https://doaj.org/article/428dba443e214b49b8975814dfec50e0","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":"Sensors, Vol 24, Iss 1, p 88 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24010088","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010088","pdf_url":"https://www.mdpi.com/1424-8220/24/1/88/pdf?version=1703323574","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5400000214576721,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G1946999620","display_name":null,"funder_award_id":"U20A20179","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4390175211.pdf"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W2903890850","https://openalex.org/W2944542720","https://openalex.org/W2989289980","https://openalex.org/W3008477738","https://openalex.org/W3018102029","https://openalex.org/W3038028469","https://openalex.org/W3042621011","https://openalex.org/W3105915864","https://openalex.org/W3109695251","https://openalex.org/W3129362180","https://openalex.org/W3133814152","https://openalex.org/W3165447760","https://openalex.org/W3169682907","https://openalex.org/W3172834918","https://openalex.org/W3177931007","https://openalex.org/W3207772105","https://openalex.org/W3212504668","https://openalex.org/W3214098988","https://openalex.org/W3214568394","https://openalex.org/W4206731046","https://openalex.org/W4221030344","https://openalex.org/W4225926344","https://openalex.org/W4232916392","https://openalex.org/W4293514802","https://openalex.org/W4294533993","https://openalex.org/W4310731502","https://openalex.org/W4312950667","https://openalex.org/W4360765041","https://openalex.org/W4364302664","https://openalex.org/W4378901689","https://openalex.org/W4380353881","https://openalex.org/W4381708478","https://openalex.org/W4383468656","https://openalex.org/W4383749512","https://openalex.org/W4384822670","https://openalex.org/W4385488764","https://openalex.org/W4386066535","https://openalex.org/W4386072282","https://openalex.org/W4386245161","https://openalex.org/W4390871792","https://openalex.org/W6759226220","https://openalex.org/W6775817643"],"related_works":["https://openalex.org/W2486520398","https://openalex.org/W4309425289","https://openalex.org/W3164205916","https://openalex.org/W2019726421","https://openalex.org/W4387896619","https://openalex.org/W2133664263","https://openalex.org/W4390718278","https://openalex.org/W2954782344","https://openalex.org/W3126539678","https://openalex.org/W2373987273"],"abstract_inverted_index":{"With":[0],"the":[1,5,24,102,112,127,157,190],"flourishing":[2],"development":[3],"of":[4,7,26,69,111,131,159],"Internet":[6],"Things":[8],"(IoT),":[9],"federated":[10,42],"learning":[11,19,43,87],"has":[12],"garnered":[13],"significant":[14],"attention":[15],"as":[16,34],"a":[17,82,98,116,140,196],"distributed":[18],"method":[20,142,150],"aimed":[21],"at":[22],"preserving":[23],"privacy":[25],"participant":[27],"data.":[28],"However,":[29],"certain":[30],"IoT":[31,63,203],"devices,":[32],"such":[33],"sensors,":[35],"face":[36,67],"challenges":[37],"in":[38,62,169],"effectively":[39],"employing":[40,175],"conventional":[41],"approaches":[44],"due":[45],"to":[46,56,104,108,115,125,135,185],"limited":[47],"computational":[48],"and":[49,72,84,199],"storage":[50],"resources,":[51],"which":[52],"hinder":[53],"their":[54],"ability":[55],"train":[57],"complex":[58],"local":[59],"models.":[60],"Additionally,":[61],"environments,":[64],"devices":[65],"often":[66],"problems":[68],"data":[70,172],"heterogeneity":[71,173],"uneven":[73],"benefit":[74,138],"distribution":[75],"between":[76],"them.":[77],"To":[78],"address":[79],"these":[80],"challenges,":[81],"personalized":[83,121,129,176],"fair":[85,137],"split":[86],"framework":[88,95,180,191],"is":[89,147],"proposed":[90],"for":[91],"resource-constrained":[92,106],"clients.":[93,133],"This":[94,149],"first":[96],"adopts":[97],"U-shaped":[99],"structure,":[100],"dividing":[101],"model":[103,114,122],"enable":[105],"clients":[107],"offload":[109],"subsets":[110,123],"foundational":[113],"central":[117],"server":[118],"while":[119],"retaining":[120],"locally":[124],"meet":[126],"specific":[128],"requirements":[130],"different":[132],"Furthermore,":[134],"ensure":[136],"distribution,":[139],"model-aggregation":[141,153],"with":[143],"optimized":[144],"aggregation":[145],"weights":[146,154],"used.":[148],"reasonably":[151],"allocates":[152],"based":[155],"on":[156],"contributions":[158],"clients,":[160],"thereby":[161],"achieving":[162],"collaborative":[163,193],"fairness.":[164],"Experimental":[165],"results":[166],"demonstrate":[167],"that,":[168],"three":[170],"distinct":[171],"scenarios,":[174],"training":[177],"through":[178],"this":[179],"exhibits":[181],"higher":[182],"accuracy":[183],"compared":[184],"existing":[186],"baseline":[187],"methods.":[188],"Simultaneously,":[189],"ensures":[192],"fairness,":[194],"fostering":[195],"more":[197],"balanced":[198],"sustainable":[200],"cooperation":[201],"among":[202],"devices.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
