{"id":"https://openalex.org/W4391661602","doi":"https://doi.org/10.1109/lnet.2024.3363620","title":"Greedy Shapley Client Selection for Communication-Efficient Federated Learning","display_name":"Greedy Shapley Client Selection for Communication-Efficient Federated Learning","publication_year":2024,"publication_date":"2024-02-08","ids":{"openalex":"https://openalex.org/W4391661602","doi":"https://doi.org/10.1109/lnet.2024.3363620"},"language":"en","primary_location":{"id":"doi:10.1109/lnet.2024.3363620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lnet.2024.3363620","pdf_url":null,"source":{"id":"https://openalex.org/S4210234060","display_name":"IEEE Networking Letters","issn_l":"2576-3156","issn":["2576-3156"],"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 Networking Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://vbn.aau.dk/da/publications/8e9bf56b-44d6-4f12-822a-a1c61506b089","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017813499","display_name":"Pranava Singhal","orcid":"https://orcid.org/0009-0004-0166-1529"},"institutions":[{"id":"https://openalex.org/I162827531","display_name":"Indian Institute of Technology Bombay","ror":"https://ror.org/02qyf5152","country_code":"IN","type":"education","lineage":["https://openalex.org/I162827531"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pranava Singhal","raw_affiliation_strings":["Electrical Engineering Department, Indian Institute of Technology Bombay, Mumbai, India"],"raw_orcid":"https://orcid.org/0009-0004-0166-1529","affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, Indian Institute of Technology Bombay, Mumbai, India","institution_ids":["https://openalex.org/I162827531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030621292","display_name":"Shashi Raj Pandey","orcid":"https://orcid.org/0000-0002-5781-4131"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Shashi Raj Pandey","raw_affiliation_strings":["Department of Electronic Systems, Connectivity Section, Aalborg University, Aalborg, Denmark"],"raw_orcid":"https://orcid.org/0000-0002-5781-4131","affiliations":[{"raw_affiliation_string":"Department of Electronic Systems, Connectivity Section, Aalborg University, Aalborg, Denmark","institution_ids":["https://openalex.org/I891191580"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071289803","display_name":"Petar Popovski","orcid":"https://orcid.org/0000-0001-6195-4797"},"institutions":[{"id":"https://openalex.org/I891191580","display_name":"Aalborg University","ror":"https://ror.org/04m5j1k67","country_code":"DK","type":"education","lineage":["https://openalex.org/I891191580"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Petar Popovski","raw_affiliation_strings":["Department of Electronic Systems, Connectivity Section, Aalborg University, Aalborg, Denmark"],"raw_orcid":"https://orcid.org/0000-0001-6195-4797","affiliations":[{"raw_affiliation_string":"Department of Electronic Systems, Connectivity Section, Aalborg University, Aalborg, Denmark","institution_ids":["https://openalex.org/I891191580"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.8348,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.9651587,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"6","issue":"2","first_page":"134","last_page":"138"},"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":0.9997000098228455,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9934999942779541,"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/computer-science","display_name":"Computer science","score":0.720911979675293},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6822541952133179},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"Greedy algorithm","score":0.4786145091056824},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.32341933250427246},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3226216435432434},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.12005695700645447}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.720911979675293},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6822541952133179},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.4786145091056824},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.32341933250427246},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3226216435432434},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12005695700645447}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/lnet.2024.3363620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lnet.2024.3363620","pdf_url":null,"source":{"id":"https://openalex.org/S4210234060","display_name":"IEEE Networking Letters","issn_l":"2576-3156","issn":["2576-3156"],"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 Networking Letters","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/8e9bf56b-44d6-4f12-822a-a1c61506b089","is_oa":true,"landing_page_url":"https://vbn.aau.dk/da/publications/8e9bf56b-44d6-4f12-822a-a1c61506b089","pdf_url":null,"source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"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":"Singhal, P, Pandey, S R & Popovski, P 2024, 'Greedy Shapley Client Selection for Communication-Efficient Federated Learning', IEEE Networking Letters, vol. 6, no. 2, 10427554, pp. 134-138. https://doi.org/10.1109/LNET.2024.3363620","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:publications/8e9bf56b-44d6-4f12-822a-a1c61506b089","is_oa":true,"landing_page_url":"https://vbn.aau.dk/da/publications/8e9bf56b-44d6-4f12-822a-a1c61506b089","pdf_url":null,"source":{"id":"https://openalex.org/S4306401731","display_name":"VBN Forskningsportal (Aalborg Universitet)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I891191580","host_organization_name":"Aalborg University","host_organization_lineage":["https://openalex.org/I891191580"],"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":"Singhal, P, Pandey, S R & Popovski, P 2024, 'Greedy Shapley Client Selection for Communication-Efficient Federated Learning', IEEE Networking Letters, vol. 6, no. 2, 10427554, pp. 134-138. https://doi.org/10.1109/LNET.2024.3363620","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.5199999809265137,"display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G2133246142","display_name":null,"funder_award_id":"101139194","funder_id":"https://openalex.org/F4320309207","funder_display_name":"Grant Foundation"}],"funders":[{"id":"https://openalex.org/F4320309207","display_name":"Grant Foundation","ror":null},{"id":"https://openalex.org/F4320320203","display_name":"Horizon Foundation","ror":"https://ror.org/045czd036"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2085648025","https://openalex.org/W2112796928","https://openalex.org/W2473418344","https://openalex.org/W2535838896","https://openalex.org/W2750384547","https://openalex.org/W2783538964","https://openalex.org/W3006921589","https://openalex.org/W3108051446","https://openalex.org/W3118608800","https://openalex.org/W3163584387","https://openalex.org/W3198837878","https://openalex.org/W3208283650","https://openalex.org/W4297687186","https://openalex.org/W4378438552","https://openalex.org/W4388040420","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6754416507","https://openalex.org/W6759238902","https://openalex.org/W6762234667","https://openalex.org/W6773817997","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2899084033","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W2748952813","https://openalex.org/W1531601525"],"abstract_inverted_index":{"The":[0],"standard":[1],"client":[2,59,82,127],"selection":[3,60,83,128],"algorithms":[4],"for":[5,24,107,118],"Federated":[6],"Learning":[7],"(FL)":[8],"are":[9],"often":[10],"unbiased":[11],"and":[12,38,88,137,146,159],"involve":[13],"uniform":[14],"random":[15],"sampling":[16],"of":[17,72,152],"clients.":[18,42,123],"This":[19,99],"has":[20],"been":[21],"proven":[22],"sub-optimal":[23],"fast":[25,104,136],"convergence":[26,139],"under":[27,143],"practical":[28],"settings":[29],"characterized":[30],"by":[31],"significant":[32],"heterogeneity":[33,153],"in":[34,95,154],"data":[35,155],"distribution,":[36,156],"computing,":[37],"communication":[39,51,73,97],"resources":[40],"across":[41],"For":[43],"applications":[44,120],"having":[45],"timing":[46,144],"constraints":[47,145],"due":[48],"to":[49,64,125],"limited":[50],"opportunities":[52],"with":[53,121,140],"the":[54,58,69,91,108,112,115],"parameter":[55],"server":[56],"(PS),":[57],"strategy":[61],"is":[62],"critical":[63],"complete":[65],"model":[66],"training":[67],"within":[68],"fixed":[70],"budget":[71],"rounds.":[74],"To":[75],"address":[76],"this,":[77],"we":[78],"develop":[79],"a":[80,103,149],"biased":[81],"strategy,":[84],"GREEDYFED,":[85],"that":[86],"identifies":[87],"greedily":[89],"selects":[90],"most":[92],"contributing":[93],"clients":[94],"each":[96],"round.":[98],"method":[100],"builds":[101],"on":[102,130],"approximation":[105],"algorithm":[106],"Shapley":[109],"Value":[110],"at":[111],"PS,":[113],"making":[114],"computation":[116],"tractable":[117],"real-world":[119,132],"many":[122],"Compared":[124],"various":[126],"strategies":[129],"several":[131],"datasets,":[133],"GREEDYFED":[134],"demonstrates":[135],"stable":[138],"high":[141],"accuracy":[142],"when":[147],"imposing":[148],"higher":[150],"degree":[151],"systems":[157],"constraints,":[158],"privacy":[160],"requirements.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
