{"id":"https://openalex.org/W4405908860","doi":"https://doi.org/10.1109/wf-iot62078.2024.10811374","title":"MininetFed: A tool for assessing client selection, aggregation, and security in Federated Learning","display_name":"MininetFed: A tool for assessing client selection, aggregation, and security in Federated Learning","publication_year":2024,"publication_date":"2024-11-10","ids":{"openalex":"https://openalex.org/W4405908860","doi":"https://doi.org/10.1109/wf-iot62078.2024.10811374"},"language":"en","primary_location":{"id":"doi:10.1109/wf-iot62078.2024.10811374","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot62078.2024.10811374","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 10th World Forum on Internet of Things (WF-IoT)","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/A5107698232","display_name":"Eduardo M. M. Sarmento","orcid":null},"institutions":[{"id":"https://openalex.org/I51235708","display_name":"Universidade Federal do Esp\u00edrito Santo","ror":"https://ror.org/05sxf4h28","country_code":"BR","type":"education","lineage":["https://openalex.org/I51235708"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Eduardo M. M. Sarmento","raw_affiliation_strings":["Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil","institution_ids":["https://openalex.org/I51235708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106931931","display_name":"Johann Jakob Schmitz Bastos","orcid":null},"institutions":[{"id":"https://openalex.org/I51235708","display_name":"Universidade Federal do Esp\u00edrito Santo","ror":"https://ror.org/05sxf4h28","country_code":"BR","type":"education","lineage":["https://openalex.org/I51235708"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Johann J. S. Bastos","raw_affiliation_strings":["Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil","institution_ids":["https://openalex.org/I51235708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024990733","display_name":"Rodolfo da Silva Villa\u00e7a","orcid":"https://orcid.org/0000-0002-8051-3978"},"institutions":[{"id":"https://openalex.org/I51235708","display_name":"Universidade Federal do Esp\u00edrito Santo","ror":"https://ror.org/05sxf4h28","country_code":"BR","type":"education","lineage":["https://openalex.org/I51235708"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rodolfo S. Villaca","raw_affiliation_strings":["Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil","institution_ids":["https://openalex.org/I51235708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080975003","display_name":"Giovanni Comarela","orcid":"https://orcid.org/0000-0001-7612-9650"},"institutions":[{"id":"https://openalex.org/I51235708","display_name":"Universidade Federal do Esp\u00edrito Santo","ror":"https://ror.org/05sxf4h28","country_code":"BR","type":"education","lineage":["https://openalex.org/I51235708"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Giovanni Comarela","raw_affiliation_strings":["Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil","institution_ids":["https://openalex.org/I51235708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024303822","display_name":"Vin\u00edcius F. S. Mota","orcid":"https://orcid.org/0000-0002-8341-8183"},"institutions":[{"id":"https://openalex.org/I51235708","display_name":"Universidade Federal do Esp\u00edrito Santo","ror":"https://ror.org/05sxf4h28","country_code":"BR","type":"education","lineage":["https://openalex.org/I51235708"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Vin\u00edcius F. S. Mota","raw_affiliation_strings":["Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Espírito Santo (Ufes),Department of Informatics,Brazil","institution_ids":["https://openalex.org/I51235708"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I51235708"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":6,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.8912000060081482,"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":0.8912000060081482,"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":0.7716654539108276},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.7698153257369995},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.33504718542099},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2879694104194641}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7716654539108276},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.7698153257369995},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.33504718542099},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2879694104194641}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wf-iot62078.2024.10811374","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot62078.2024.10811374","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 10th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1979380381","https://openalex.org/W2112796928","https://openalex.org/W2136451165","https://openalex.org/W2218937857","https://openalex.org/W2789136377","https://openalex.org/W2891367726","https://openalex.org/W2920095265","https://openalex.org/W2964143609","https://openalex.org/W3116546042","https://openalex.org/W3210975694","https://openalex.org/W4210949151","https://openalex.org/W4302018437","https://openalex.org/W4392301405","https://openalex.org/W4402156881","https://openalex.org/W4403064040","https://openalex.org/W6728757088","https://openalex.org/W6781175393"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Federated":[0],"learning":[1,7,11,47,72,157],"(FL)":[2],"aims":[3],"to":[4,42,143],"decentralize":[5],"the":[6,53,67,150],"process":[8],"of":[9,50,55,69,90,136,154],"machine":[10],"algorithms,":[12,48],"by":[13],"considering":[14],"end-devices":[15],"as":[16],"distributed":[17],"trainers,":[18],"which":[19],"share":[20],"only":[21],"their":[22],"local":[23],"models":[24,110],"parameters.":[25],"In":[26],"this":[27],"way,":[28],"devices":[29],"avoid":[30],"data":[31,100],"sharing":[32],"and":[33,40,44,76,83,109,124,133,146,152],"improve":[34],"privacy.":[35],"Besides,":[36],"there":[37],"are":[38],"frameworks":[39],"tools":[41],"simulate":[43],"implement":[45],"federated":[46,71,156],"most":[49],"them":[51],"dismiss":[52],"heterogeneity":[54],"real":[56],"scenarios.":[57],"This":[58],"article":[59],"presents":[60],"MininetFed,":[61],"a":[62,88],"container-based":[63],"tool":[64,86],"that":[65],"enables":[66],"emulation":[68],"realistic":[70],"environments":[73],"with":[74],"heterogeneous":[75],"configurable":[77],"edge":[78],"devices,":[79],"e.g.":[80],"CPU,":[81],"memory,":[82],"networking.":[84],"The":[85],"provides":[87],"set":[89],"well-known":[91],"algorithms":[92],"for":[93,111,139],"FL":[94],"environments.":[95],"Therefore,":[96],"researchers":[97],"can":[98],"define":[99],"partitioning":[101],"strategies,":[102],"client":[103,117],"selection":[104],"policies,":[105],"model":[106],"aggregation":[107,118],"functions,":[108],"popular":[112],"datasets.":[113],"MininetFed":[114,130,148],"also":[115],"supports":[116],"using":[119],"homomorphic":[120],"encryption,":[121],"ensuring":[122],"secure":[123],"private":[125],"communication":[126],"among":[127],"participants.":[128],"Additionally,":[129],"generates":[131],"logs":[132],"graphical":[134],"visualizations":[135],"key":[137],"metrics":[138],"detailed":[140],"analysis.":[141],"Designed":[142],"be":[144],"extensible":[145],"educational,":[147],"facilitates":[149],"implementation":[151],"comparison":[153],"new":[155],"algorithms.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}