{"id":"https://openalex.org/W4285818318","doi":"https://doi.org/10.1109/tbdata.2022.3191332","title":"Reputation-Aware Federated Learning Client Selection Based on Stochastic Integer Programming","display_name":"Reputation-Aware Federated Learning Client Selection Based on Stochastic Integer Programming","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4285818318","doi":"https://doi.org/10.1109/tbdata.2022.3191332"},"language":"en","primary_location":{"id":"doi:10.1109/tbdata.2022.3191332","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2022.3191332","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039001186","display_name":"Xavier Tan","orcid":"https://orcid.org/0000-0001-9873-0463"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","SG"],"is_corresponding":true,"raw_author_name":"Xavier Tan","raw_affiliation_strings":["Alibaba-NTU Singapore Joint Research Institute, Nanyang Technological University, Singapore","Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba-NTU Singapore Joint Research Institute, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026282485","display_name":"Wei Chong Ng","orcid":"https://orcid.org/0000-0002-8906-5825"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Wei Chong Ng","raw_affiliation_strings":["Alibaba-NTU Singapore Joint Research Institute, Nanyang Technological University, Singapore","Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba-NTU Singapore Joint Research Institute, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027969322","display_name":"Wei Yang Bryan Lim","orcid":"https://orcid.org/0000-0003-2150-5561"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Wei Yang Bryan Lim","raw_affiliation_strings":["Alibaba-NTU Singapore Joint Research Institute, Nanyang Technological University, Singapore","Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba-NTU Singapore Joint Research Institute, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005327587","display_name":"Zehui Xiong","orcid":"https://orcid.org/0000-0002-4440-941X"},"institutions":[{"id":"https://openalex.org/I152815399","display_name":"Singapore University of Technology and Design","ror":"https://ror.org/05j6fvn87","country_code":"SG","type":"education","lineage":["https://openalex.org/I152815399"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zehui Xiong","raw_affiliation_strings":["Singapore University of Technology and Design, Singapore"],"affiliations":[{"raw_affiliation_string":"Singapore University of Technology and Design, Singapore","institution_ids":["https://openalex.org/I152815399"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091266202","display_name":"Dusit Niyato","orcid":"https://orcid.org/0000-0002-7442-7416"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Dusit Niyato","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064069283","display_name":"Han Yu","orcid":"https://orcid.org/0000-0001-6893-8650"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Han Yu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5039001186"],"corresponding_institution_ids":["https://openalex.org/I172675005","https://openalex.org/I45928872"],"apc_list":null,"apc_paid":null,"fwci":3.3095,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.93052391,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"10","issue":"6","first_page":"953","last_page":"964"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9993000030517578,"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":0.9993000030517578,"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":0.9887999892234802,"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":0.9850999712944031,"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":0.8487675189971924},{"id":"https://openalex.org/keywords/reputation","display_name":"Reputation","score":0.7886556386947632},{"id":"https://openalex.org/keywords/integer-programming","display_name":"Integer programming","score":0.6228377819061279},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.538731575012207},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5311561822891235},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.45985299348831177},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45075294375419617},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44719624519348145},{"id":"https://openalex.org/keywords/integer","display_name":"Integer (computer science)","score":0.44074591994285583},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.088309645652771},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08753401041030884}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8487675189971924},{"id":"https://openalex.org/C48798503","wikidata":"https://www.wikidata.org/wiki/Q877546","display_name":"Reputation","level":2,"score":0.7886556386947632},{"id":"https://openalex.org/C56086750","wikidata":"https://www.wikidata.org/wiki/Q6042592","display_name":"Integer programming","level":2,"score":0.6228377819061279},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.538731575012207},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5311561822891235},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.45985299348831177},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45075294375419617},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44719624519348145},{"id":"https://openalex.org/C97137487","wikidata":"https://www.wikidata.org/wiki/Q729138","display_name":"Integer (computer science)","level":2,"score":0.44074591994285583},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.088309645652771},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08753401041030884},{"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/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","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},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tbdata.2022.3191332","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2022.3191332","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Big Data","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/179046","is_oa":false,"landing_page_url":"https://doi.org/10.1109/TBDATA.2022.3191332","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320320766","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1523365952","https://openalex.org/W1994043290","https://openalex.org/W2112796928","https://openalex.org/W2295797531","https://openalex.org/W2554971060","https://openalex.org/W2750384547","https://openalex.org/W2798720628","https://openalex.org/W2906884625","https://openalex.org/W2912213068","https://openalex.org/W2920095265","https://openalex.org/W2954070046","https://openalex.org/W2963402926","https://openalex.org/W2980740617","https://openalex.org/W2990595670","https://openalex.org/W2991236681","https://openalex.org/W3005429940","https://openalex.org/W3006403513","https://openalex.org/W3016378036","https://openalex.org/W3021654819","https://openalex.org/W3089847366","https://openalex.org/W3105122387","https://openalex.org/W3107423520","https://openalex.org/W3107632872","https://openalex.org/W3111919937","https://openalex.org/W3118840986","https://openalex.org/W3156681210","https://openalex.org/W3184998487","https://openalex.org/W3185309611","https://openalex.org/W3204012185","https://openalex.org/W4206320562","https://openalex.org/W4220719396","https://openalex.org/W4225688943","https://openalex.org/W4319865990","https://openalex.org/W4386590169","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6787633081","https://openalex.org/W6788531746","https://openalex.org/W6798563395","https://openalex.org/W7038994942"],"related_works":["https://openalex.org/W2102271161","https://openalex.org/W4313425421","https://openalex.org/W2361883455","https://openalex.org/W2952832228","https://openalex.org/W1925942709","https://openalex.org/W2047683846","https://openalex.org/W2044902158","https://openalex.org/W2082154838","https://openalex.org/W2109912052","https://openalex.org/W1711527768"],"abstract_inverted_index":{"Federated":[0],"Learning(FL)":[1],"has":[2],"attracted":[3],"wide":[4],"research":[5],"interest":[6],"due":[7,22],"to":[8,23,32,42,45,125],"its":[9],"potential":[10,69],"in":[11,47],"building":[12],"machine":[13],"learning":[14],"models":[15],"while":[16],"preserving":[17],"users'":[18],"data":[19],"privacy.":[20],"However,":[21],"the":[24,57,72,119],"distributive":[25],"nature":[26],"of":[27,59,74],"FL,":[28],"it":[29,39],"is":[30,40],"vulnerable":[31],"misbehavior":[33,70],"from":[34],"participating":[35],"worker":[36],"nodes.":[37],"Thus,":[38],"important":[41],"select":[43,105],"clients":[44,108],"participate":[46],"FL.":[48],"Recent":[49],"studies":[50],"on":[51,56],"FL":[52,91],"client":[53],"selection":[54],"focus":[55],"perspective":[58],"improving":[60],"model":[61],"training":[62],"efficiency":[63],"and":[64,71,106],"performance,":[65],"without":[66],"holistically":[67],"considering":[68],"cost":[73],"hiring.":[75],"To":[76],"bridge":[77],"this":[78],"gap,":[79],"we":[80],"propose":[81],"a":[82],"first-of-its-kind":[83],"reputation-aware":[84],"<underline":[85,92,96],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[86,93,97],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">S</u>":[87,98],"tochastic":[88],"integer":[89],"programming-based":[90],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">C</u>":[94],"lient":[95],"election":[99],"method":[100],"(SCS).":[101],"It":[102],"can":[103],"optimally":[104],"compensate":[107],"with":[109],"different":[110],"reputation":[111],"profiles.":[112],"Extensive":[113],"experiments":[114],"show":[115],"that":[116],"SCS":[117],"achieves":[118],"most":[120],"advantageous":[121],"performance-cost":[122],"trade-off":[123],"compared":[124],"other":[126],"existing":[127],"state-of-the-art":[128],"approaches.":[129]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":9}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}