{"id":"https://openalex.org/W4366196580","doi":"https://doi.org/10.1186/s13677-023-00435-5","title":"A split-federated learning and edge-cloud based efficient and privacy-preserving large-scale item recommendation model","display_name":"A split-federated learning and edge-cloud based efficient and privacy-preserving large-scale item recommendation model","publication_year":2023,"publication_date":"2023-04-14","ids":{"openalex":"https://openalex.org/W4366196580","doi":"https://doi.org/10.1186/s13677-023-00435-5"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-023-00435-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00435-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00435-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00435-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021881680","display_name":"Jiangcheng Qin","orcid":"https://orcid.org/0000-0002-7705-6040"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]},{"id":"https://openalex.org/I3018263800","display_name":"Huzhou University","ror":"https://ror.org/04mvpxy20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3018263800"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiangcheng Qin","raw_affiliation_strings":["College of Information Science and Engineering, Ningbo University, Ningbo, 315211, Zhejiang, China","Huzhou Key Laboratory of Sound Resource Data Mining and Intelligent Service Technology, Huzhou University, Huzhou, 313000, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ningbo University, Ningbo, 315211, Zhejiang, China","institution_ids":["https://openalex.org/I109935558"]},{"raw_affiliation_string":"Huzhou Key Laboratory of Sound Resource Data Mining and Intelligent Service Technology, Huzhou University, Huzhou, 313000, Zhejiang, China","institution_ids":["https://openalex.org/I3018263800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100639251","display_name":"Xueyuan Zhang","orcid":"https://orcid.org/0000-0001-5617-1640"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyuan Zhang","raw_affiliation_strings":["College of Information Science and Engineering, Ningbo University, Ningbo, 315211, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ningbo University, Ningbo, 315211, Zhejiang, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030910124","display_name":"Baisong Liu","orcid":"https://orcid.org/0000-0001-5455-279X"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baisong Liu","raw_affiliation_strings":["College of Information Science and Engineering, Ningbo University, Ningbo, 315211, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ningbo University, Ningbo, 315211, Zhejiang, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004828717","display_name":"Jiangbo Qian","orcid":"https://orcid.org/0000-0003-4245-3246"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangbo Qian","raw_affiliation_strings":["College of Information Science and Engineering, Ningbo University, Ningbo, 315211, Zhejiang, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Ningbo University, Ningbo, 315211, Zhejiang, China","institution_ids":["https://openalex.org/I109935558"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021881680"],"corresponding_institution_ids":["https://openalex.org/I109935558","https://openalex.org/I3018263800"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":2.9325,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.92559205,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9901000261306763,"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"}},{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9728999733924866,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8694573044776917},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8048113584518433},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6472913026809692},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6455038785934448},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35858115553855896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26041868329048157},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09014475345611572}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8694573044776917},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8048113584518433},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6472913026809692},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6455038785934448},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35858115553855896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26041868329048157},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09014475345611572},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13677-023-00435-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00435-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00435-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9eb5c32081e4446cadf4472e28054844","is_oa":true,"landing_page_url":"https://doaj.org/article/9eb5c32081e4446cadf4472e28054844","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 12, Iss 1, Pp 1-17 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-023-00435-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-023-00435-5","pdf_url":"https://journalofcloudcomputing.springeropen.com/counter/pdf/10.1186/s13677-023-00435-5","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2263664996","display_name":null,"funder_award_id":"61472194","funder_id":"https://openalex.org/F4320332587","funder_display_name":"Natural Science Foundation of Ningbo"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3985329175","display_name":null,"funder_award_id":"61472194","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4253997348","display_name":null,"funder_award_id":"LZ20F020001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4711396948","display_name":null,"funder_award_id":"No. 61472194","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5724312771","display_name":null,"funder_award_id":"LZ20F020001","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G5736972840","display_name":null,"funder_award_id":"61472194","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G5847995337","display_name":null,"funder_award_id":"No. 2021J091","funder_id":"https://openalex.org/F4320332587","funder_display_name":"Natural Science Foundation of Ningbo"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6576942238","display_name":null,"funder_award_id":"2021J091","funder_id":"https://openalex.org/F4320332587","funder_display_name":"Natural Science Foundation of Ningbo"},{"id":"https://openalex.org/G7161238472","display_name":null,"funder_award_id":"No. 20211ZDYF020036","funder_id":"https://openalex.org/F4320336552","funder_display_name":"Science and Technology Innovation 2025 Major Project of Ningbo"},{"id":"https://openalex.org/G73526442","display_name":null,"funder_award_id":"20211","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8597577615","display_name":null,"funder_award_id":"20211ZDYF020036","funder_id":"https://openalex.org/F4320336552","funder_display_name":"Science and Technology Innovation 2025 Major Project of Ningbo"},{"id":"https://openalex.org/G8955107213","display_name":null,"funder_award_id":"Major","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320332587","display_name":"Natural Science Foundation of Ningbo","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336552","display_name":"Science and Technology Innovation 2025 Major Project of Ningbo","ror":null},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4366196580.pdf"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W2090615502","https://openalex.org/W2125170840","https://openalex.org/W2131876387","https://openalex.org/W2344423009","https://openalex.org/W2541884796","https://openalex.org/W2561675875","https://openalex.org/W2626769593","https://openalex.org/W2743333519","https://openalex.org/W2891123429","https://openalex.org/W2895939936","https://openalex.org/W2909432978","https://openalex.org/W2946044191","https://openalex.org/W2962814013","https://openalex.org/W2963209930","https://openalex.org/W2972801466","https://openalex.org/W2995022099","https://openalex.org/W3015636663","https://openalex.org/W3021654819","https://openalex.org/W3023045848","https://openalex.org/W3034414418","https://openalex.org/W3039440100","https://openalex.org/W3047789363","https://openalex.org/W3089924157","https://openalex.org/W3091870957","https://openalex.org/W3098486933","https://openalex.org/W3102496129","https://openalex.org/W3103591951","https://openalex.org/W3104789011","https://openalex.org/W3134210339","https://openalex.org/W3135045645","https://openalex.org/W3158146252","https://openalex.org/W3181304926","https://openalex.org/W3183374782","https://openalex.org/W3199197205","https://openalex.org/W4206326997","https://openalex.org/W4281804670","https://openalex.org/W4289816670","https://openalex.org/W4312905817","https://openalex.org/W6600383830","https://openalex.org/W6600755281","https://openalex.org/W6602756812"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4244478748","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W4389340727","https://openalex.org/W4205786897","https://openalex.org/W3150465815","https://openalex.org/W1997222214","https://openalex.org/W2802581102"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"combination":[2],"of":[3,15,114,166],"federated":[4,65,88,116,233],"learning":[5,89,121],"and":[6,55,86,111,140,215,220],"recommender":[7],"system":[8],"aims":[9],"to":[10,39,107,125,134,147,162],"solve":[11],"the":[12,23,27,42,47,95,109,115,127,135,149,152,159,164,171,178,211,224],"privacy":[13,194],"problems":[14],"recommendation":[16,101,234],"through":[17],"keeping":[18],"user":[19,37,60],"data":[20,143],"locally":[21],"at":[22],"client":[24],"device":[25],"during":[26],"model":[28,44,129,161,226],"training":[29],"session.":[30],"However,":[31],"most":[32],"existing":[33],"approaches":[34],"rely":[35],"on":[36,58,94,158,189,201],"devices":[38,70,133],"fully":[40],"compute":[41],"deep":[43],"designed":[45],"for":[46,98,192],"large-scale":[48,99],"item":[49,100,128,142],"recommendation;":[50],"therefore,":[51,180],"imposing":[52],"high":[53],"calculation":[54],"communication":[56,112,216],"overheads":[57],"resource-constrained":[59],"devices.":[61],"Consequently,":[62],"achieving":[63],"efficient":[64,85],"recommendations":[66],"across":[67],"ubiquitous":[68],"mobile":[69],"remains":[71],"an":[72,84],"open":[73],"research":[74],"problem.":[75],"To":[76],"this":[77,80],"end,":[78],"in":[79],"paper":[81],"we":[82,181],"propose":[83,182],"privacy-preserving":[87],"framework":[90],"which":[91],"is":[92,123,156],"based":[93,188],"cloud-edge":[96],"collaboration":[97],"called":[102],"SpFedRec.":[103],"In":[104],"our":[105,207],"method,":[106],"reduce":[108],"computation":[110,213],"cost":[113,217],"two-tower":[117],"model,":[118],"a":[119,183],"split":[120],"approach":[122],"applied":[124],"migrate":[126],"from":[130],"participants\u2019":[131],"edge":[132],"computationally":[136],"powerful":[137],"cloud":[138],"side":[139],"compress":[141],"while":[144],"transmitting.":[145],"Meanwhile,":[146],"enhance":[148],"feature":[150],"representation,":[151],"Squeeze-and-Excitation":[153],"network":[154],"mechanism":[155],"used":[157],"backbone":[160],"optimize":[163],"perception":[165],"dominant":[167],"features.":[168],"Moreover,":[169],"because":[170],"gradients":[172],"transmitted":[173],"contain":[174],"private":[175],"information":[176],"about":[177],"user;":[179],"multi-party":[184],"circular":[185],"secret-sharing":[186],"chain":[187],"secret":[190],"sharing":[191],"better":[193],"protection.":[195],"Extensive":[196],"experiments":[197],"using":[198],"plausible":[199],"assumptions":[200],"two":[202],"real-world":[203],"datasets":[204],"demonstrate":[205],"that":[206],"proposed":[208,225],"method":[209],"improves":[210],"average":[212],"time":[214],"by":[218],"23%":[219],"49%,":[221],"respectively.":[222],"Furthermore,":[223],"accomplishes":[227],"comparable":[228],"performance":[229],"with":[230],"other":[231],"state-of-art":[232],"models.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2023-04-19T00:00:00"}
