{"id":"https://openalex.org/W3007043174","doi":"https://doi.org/10.1109/globecom38437.2019.9014329","title":"Incentivize to Build: A Crowdsourcing Framework for Federated Learning","display_name":"Incentivize to Build: A Crowdsourcing Framework for Federated Learning","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3007043174","doi":"https://doi.org/10.1109/globecom38437.2019.9014329","mag":"3007043174"},"language":"en","primary_location":{"id":"doi:10.1109/globecom38437.2019.9014329","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom38437.2019.9014329","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Communications Conference (GLOBECOM)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5030621292","display_name":"Shashi Raj Pandey","orcid":"https://orcid.org/0000-0002-5781-4131"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Shashi Raj Pandey","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027558961","display_name":"Nguyen H. Tran","orcid":"https://orcid.org/0000-0001-7323-9213"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nguyen H. Tran","raw_affiliation_strings":["School of Computer Science, The University of Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061429095","display_name":"Mehdi Bennis","orcid":"https://orcid.org/0000-0003-0261-0171"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI","KR"],"is_corresponding":false,"raw_author_name":"Mehdi Bennis","raw_affiliation_strings":["Centre for Wireless Communications, University of Oulu, Oulu, Finland","Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Wireless Communications, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090437841","display_name":"Yan Kyaw Tun","orcid":"https://orcid.org/0000-0002-8557-0082"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yan Kyaw Tun","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063667378","display_name":"Zhu Han","orcid":"https://orcid.org/0000-0002-6606-5822"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]},{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["KR","US"],"is_corresponding":false,"raw_author_name":"Zhu Han","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea","Department of Electrical and Computer Engineering, University of Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea","institution_ids":["https://openalex.org/I35928602"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034052371","display_name":"Choong Seon Hong","orcid":"https://orcid.org/0000-0003-3484-7333"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Choong Seon Hong","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Rep. of Korea","institution_ids":["https://openalex.org/I35928602"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9998999834060669,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","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/T11182","display_name":"Auction Theory and Applications","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/crowdsourcing","display_name":"Crowdsourcing","score":0.9537667632102966},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7231078743934631},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.36902302503585815},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.21598583459854126}],"concepts":[{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.9537667632102966},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7231078743934631},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36902302503585815},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.21598583459854126}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/globecom38437.2019.9014329","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom38437.2019.9014329","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Communications Conference (GLOBECOM)","raw_type":"proceedings-article"},{"id":"pmh:oai:oulu.fi:nbnfi-fe2020050525025","is_oa":false,"landing_page_url":"http://urn.fi/urn:nbn:fi-fe2020050525025","pdf_url":null,"source":{"id":"https://openalex.org/S4306400284","display_name":"University of Oulu Repository (University of Oulu)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98381234","host_organization_name":"University of Oulu","host_organization_lineage":["https://openalex.org/I98381234"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pure.atira.dk:publications/cc0922b6-0081-4729-b711-297f66f1c728","is_oa":false,"landing_page_url":"https://vbn.aau.dk/da/publications/cc0922b6-0081-4729-b711-297f66f1c728","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Pandey, S R, Nguyen, H T, Mehdi, B, Tun, Y K, Han, Z & Hong, C S 2019, Incentivize to Build: A Crowdsourcing Framework for Federated Learning. in In Proc. IEEE Globe Communication Conference.","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.atira.dk:publications/d47be3d7-66f6-48bf-8e54-a9888f13b600","is_oa":false,"landing_page_url":"https://vbn.aau.dk/da/publications/d47be3d7-66f6-48bf-8e54-a9888f13b600","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2125826911","https://openalex.org/W2199097987","https://openalex.org/W2530417694","https://openalex.org/W2535838896","https://openalex.org/W2541884796","https://openalex.org/W2793925626","https://openalex.org/W2886722183","https://openalex.org/W2905455284","https://openalex.org/W2920095265","https://openalex.org/W2962684017","https://openalex.org/W2962788286","https://openalex.org/W2963654481","https://openalex.org/W4292084264","https://openalex.org/W4297687186","https://openalex.org/W4318619660","https://openalex.org/W6728757088"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3032998312","https://openalex.org/W135177976","https://openalex.org/W4384486036","https://openalex.org/W1503094549","https://openalex.org/W2337920774","https://openalex.org/W4286908577","https://openalex.org/W2886410948"],"abstract_inverted_index":{"Federated":[0],"learning":[1,117],"(FL)":[2],"rests":[3],"on":[4,23],"the":[5,29,33,38,51,100,104,108,138,144,156,160,169],"notion":[6],"of":[7,53,66,88,146,176],"training":[8,93,114],"a":[9,13,42,71,81,86,115,128,174],"global":[10,39,116],"model":[11,67],"in":[12,168],"decentralized":[14],"manner.":[15],"Under":[16],"this":[17,77],"setting,":[18],"mobile":[19],"devices":[20],"perform":[21],"computations":[22],"their":[24],"local":[25,92],"data":[26,94],"before":[27],"uploading":[28],"required":[30],"updates":[31],"to":[32,46,75,95,132,165,172],"central":[34],"aggregator":[35],"for":[36,113],"improving":[37],"model.":[40],"However,":[41],"key":[43],"challenge":[44],"is":[45],"maintain":[47],"communication":[48],"efficiency":[49],"(i.e.,":[50],"number":[52,87],"communications":[54],"per":[55],"iteration)":[56],"when":[57],"participating":[58,89,109],"clients":[59,90],"implement":[60],"uncoordinated":[61],"computation":[62],"strategy":[63],"during":[64],"aggregation":[65],"parameters.":[68],"We":[69,98,126],"formulate":[70,127],"utility":[72],"maximization":[73],"problem":[74],"tackle":[76],"difficulty,":[78],"and":[79,107,136],"propose":[80],"novel":[82],"crowdsourcing":[83,105],"framework,":[84],"involving":[85],"with":[91,150,163],"leverage":[96],"FL.":[97],"show":[99,154],"incentive-based":[101],"interaction":[102],"between":[103],"platform":[106],"client's":[110],"independent":[111],"strategies":[112],"model,":[118],"where":[119],"each":[120],"side":[121],"maximizes":[122],"its":[123],"own":[124],"benefit.":[125],"two-stage":[129],"Stackelberg":[130],"game":[131],"analyze":[133],"such":[134],"scenario":[135],"find":[137],"game's":[139],"equilibria.":[140],"Further,":[141],"we":[142],"illustrate":[143],"efficacy":[145],"our":[147],"proposed":[148,157],"framework":[149],"simulation":[151],"results.":[152],"Results":[153],"that":[155],"mechanism":[158],"outperforms":[159],"heuristic":[161],"approach":[162],"up":[164],"22%":[166],"gain":[167],"offered":[170],"reward":[171],"attain":[173],"level":[175],"target":[177],"accuracy.":[178]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":6}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
