{"id":"https://openalex.org/W4390939362","doi":"https://doi.org/10.1109/access.2024.3353617","title":"pFedLN: Personalized Federated Learning Framework With Layer-Wised and Neighbor-Based Aggregation for QoS Prediction","display_name":"pFedLN: Personalized Federated Learning Framework With Layer-Wised and Neighbor-Based Aggregation for QoS Prediction","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4390939362","doi":"https://doi.org/10.1109/access.2024.3353617"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3353617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3353617","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10401913.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/ielx7/6287639/6514899/10401913.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033713348","display_name":"Weiwei She","orcid":"https://orcid.org/0009-0008-8080-1348"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei She","raw_affiliation_strings":["Department of Computer Science and Technology, Shantou University, Shantou, China"],"raw_orcid":"https://orcid.org/0009-0008-8080-1348","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023419869","display_name":"Jianlong Xu","orcid":"https://orcid.org/0000-0003-2826-9282"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianlong Xu","raw_affiliation_strings":["Department of Computer Science and Technology, Shantou University, Shantou, China"],"raw_orcid":"https://orcid.org/0000-0003-2826-9282","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039324949","display_name":"Mengqing Jin","orcid":"https://orcid.org/0009-0001-7674-3674"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengqing Jin","raw_affiliation_strings":["Department of Computer Science and Technology, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114119063","display_name":"Yuelong Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuelong Liu","raw_affiliation_strings":["Department of Computer Science and Technology, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"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":1.2219,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81109513,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"12","issue":null,"first_page":"10135","last_page":"10145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9969000220298767,"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":0.9969000220298767,"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":0.9936000108718872,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8206608295440674},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.7007466554641724},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.535269021987915},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5290176868438721},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3882652819156647},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.38579061627388},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3828250765800476}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8206608295440674},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.7007466554641724},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.535269021987915},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5290176868438721},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3882652819156647},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.38579061627388},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3828250765800476},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3353617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3353617","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10401913.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:1c70dea2b7664041b31c775f418d572b","is_oa":true,"landing_page_url":"https://doaj.org/article/1c70dea2b7664041b31c775f418d572b","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 12, Pp 10135-10145 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3353617","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3353617","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10401913.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":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G3049468959","display_name":null,"funder_award_id":"2023A1515010707","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G4542856897","display_name":null,"funder_award_id":"2019B010116001","funder_id":"https://openalex.org/F4320335795","funder_display_name":"Science and Technology Planning Project of Guangdong Province"},{"id":"https://openalex.org/G7047567874","display_name":null,"funder_award_id":"2021A1515012527","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320335795","display_name":"Science and Technology Planning Project of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390939362.pdf","grobid_xml":"https://content.openalex.org/works/W4390939362.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1918652204","https://openalex.org/W2060017308","https://openalex.org/W2884048157","https://openalex.org/W2977678469","https://openalex.org/W2990789643","https://openalex.org/W2996459903","https://openalex.org/W3013948229","https://openalex.org/W3028305817","https://openalex.org/W3042621011","https://openalex.org/W3047789363","https://openalex.org/W3101177651","https://openalex.org/W3112044954","https://openalex.org/W3205368495","https://openalex.org/W4285606214","https://openalex.org/W4312634912","https://openalex.org/W4324368142","https://openalex.org/W4360995091","https://openalex.org/W6631190155","https://openalex.org/W6728757088","https://openalex.org/W6770590064","https://openalex.org/W6779174293","https://openalex.org/W6784336702","https://openalex.org/W6791102956"],"related_works":["https://openalex.org/W2323516465","https://openalex.org/W4238615239","https://openalex.org/W2063960996","https://openalex.org/W2085045797","https://openalex.org/W2111375262","https://openalex.org/W2317728013","https://openalex.org/W1998565590","https://openalex.org/W2061423566","https://openalex.org/W1991205173","https://openalex.org/W1480110329"],"abstract_inverted_index":{"In":[0,79,111,138],"the":[1,10,38,73,83,112,117,140,150,156,180,192],"era":[2],"of":[3,21,26,44,76,86,90,158,194],"a":[4,18,31,42,52,68,87,176,187],"more":[5],"advanced":[6],"and":[7,104,119,128,179],"intelligent":[8],"Internet,":[9],"highly":[11],"sophisticated":[12],"service-oriented":[13],"internet":[14],"provides":[15],"users":[16,36],"with":[17,102,167],"diverse":[19,130],"array":[20],"similar":[22],"services.":[23],"Accurate":[24],"Quality":[25],"Service":[27],"(QoS)":[28],"prediction":[29,109],"plays":[30],"pivotal":[32],"role":[33],"in":[34,124,155,190],"helping":[35],"choose":[37],"optimal":[39],"service":[40],"from":[41],"multitude":[43],"available":[45],"options.":[46],"Traditional":[47],"federated":[48,99],"learning":[49,100],"models":[50,65,127,160],"offer":[51],"secure":[53],"method":[54],"for":[55,92,107,133,161],"multiple":[56],"clients":[57],"to":[58,81,197],"collaborate":[59],"on":[60,175],"QoS":[61,108],"predictions.":[62],"However,":[63],"these":[64],"still":[66],"employ":[67,129],"uniform":[69],"approach":[70,185],"that":[71,164,183],"overlooks":[72],"unique":[74],"requirements":[75],"individual":[77],"clients.":[78],"order":[80],"meet":[82],"different":[84,136],"needs":[85],"wide":[88],"range":[89],"customers":[91],"models,":[93],"we":[94,115],"propose":[95],"an":[96],"innovative":[97],"personalized":[98,159],"framework":[101],"layer-wised":[103],"neighbor-based":[105],"aggregation":[106,131,151],"(pFedLN).":[110],"proposed":[113],"framework,":[114],"consider":[116],"privacy":[118],"functional":[120],"disparities":[121],"among":[122],"layers":[123,134],"neural":[125],"network":[126],"strategies":[132],"serving":[135],"functions.":[137],"addition,":[139],"similarity":[141],"between":[142],"neighbors":[143],"will":[144],"be":[145],"taken":[146],"into":[147],"account":[148],"during":[149],"process.":[152],"This":[153],"results":[154,181],"creation":[157],"each":[162],"client":[163],"better":[165],"align":[166],"their":[168],"specific":[169],"requirements.":[170],"Sufficient":[171],"experiments":[172],"are":[173],"conducted":[174],"real-world":[177],"dataset":[178],"indicate":[182],"our":[184],"have":[186],"clear":[188],"advantage":[189],"improving":[191],"effectiveness":[193],"personalization":[195],"compared":[196],"existing":[198],"approaches.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}