{"id":"https://openalex.org/W4382204416","doi":"https://doi.org/10.1109/saci58269.2023.10158622","title":"Federated Learning Methods for Analytics of Big and Sensitive Distributed Data and Survey","display_name":"Federated Learning Methods for Analytics of Big and Sensitive Distributed Data and Survey","publication_year":2023,"publication_date":"2023-05-23","ids":{"openalex":"https://openalex.org/W4382204416","doi":"https://doi.org/10.1109/saci58269.2023.10158622"},"language":"en","primary_location":{"id":"doi:10.1109/saci58269.2023.10158622","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saci58269.2023.10158622","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","raw_type":"proceedings-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/A5026519157","display_name":"Michal Sta\u0148o","orcid":"https://orcid.org/0000-0002-3896-5866"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"funder","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"id":"https://openalex.org/I74788687","display_name":"Comenius University Bratislava","ror":"https://ror.org/0587ef340","country_code":"SK","type":"education","lineage":["https://openalex.org/I74788687"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Michal Sta\u0148o","raw_affiliation_strings":["Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","Faculty of Mathematics, Physics and Informatics, Comenius University, Bratislava, Slovakia","Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Faculty of Mathematics, Physics and Informatics, Comenius University, Bratislava, Slovakia","institution_ids":["https://openalex.org/I74788687"]},{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044889318","display_name":"Ladislav Hluch\u00fd","orcid":"https://orcid.org/0000-0001-5450-3808"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"funder","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Ladislav Hluch\u00fd","raw_affiliation_strings":["Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081003368","display_name":"Martin Bob\u00e1k","orcid":"https://orcid.org/0000-0002-2905-4999"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"funder","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Martin Bob\u00e1k","raw_affiliation_strings":["Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068388891","display_name":"Peter H. Krammer","orcid":"https://orcid.org/0000-0002-4584-1589"},"institutions":[{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"funder","lineage":["https://openalex.org/I207624831"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Peter Krammer","raw_affiliation_strings":["Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030502355","display_name":"Viet Tran","orcid":"https://orcid.org/0000-0002-4852-1601"},"institutions":[{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"funder","lineage":["https://openalex.org/I207624831"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Viet Tran","raw_affiliation_strings":["Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia"],"affiliations":[{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026519157"],"corresponding_institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232","https://openalex.org/I74788687"],"apc_list":null,"apc_paid":null,"fwci":2.2769,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.90337088,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"000705","last_page":"000710"},"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":0.9965000152587891,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8632419109344482},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.7890318632125854},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7165385484695435},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6638815402984619},{"id":"https://openalex.org/keywords/ibm","display_name":"IBM","score":0.6488386392593384},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.5717733502388},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5529558062553406},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5358821749687195},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.48871803283691406},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4446980655193329},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.43256261944770813},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28024613857269287},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2570717930793762},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.17981505393981934},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1766725778579712},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.15317422151565552}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8632419109344482},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.7890318632125854},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7165385484695435},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6638815402984619},{"id":"https://openalex.org/C70388272","wikidata":"https://www.wikidata.org/wiki/Q5968558","display_name":"IBM","level":2,"score":0.6488386392593384},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.5717733502388},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5529558062553406},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5358821749687195},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.48871803283691406},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4446980655193329},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.43256261944770813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28024613857269287},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2570717930793762},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.17981505393981934},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1766725778579712},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.15317422151565552},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/saci58269.2023.10158622","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saci58269.2023.10158622","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 17th International Symposium on Applied Computational Intelligence and Informatics (SACI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W150223756","https://openalex.org/W2083026317","https://openalex.org/W2535838896","https://openalex.org/W2795361658","https://openalex.org/W2912213068","https://openalex.org/W2949908569","https://openalex.org/W3033686777","https://openalex.org/W3038028469","https://openalex.org/W3042070225","https://openalex.org/W3081783560","https://openalex.org/W3107632872","https://openalex.org/W3120839677","https://openalex.org/W3141585064","https://openalex.org/W3206795004","https://openalex.org/W4248358572","https://openalex.org/W4297687186","https://openalex.org/W4308098190","https://openalex.org/W4318619660","https://openalex.org/W6606067566","https://openalex.org/W6728532308","https://openalex.org/W6728757088","https://openalex.org/W6749961137","https://openalex.org/W6759226220","https://openalex.org/W6781730173"],"related_works":["https://openalex.org/W4366307888","https://openalex.org/W4286971788","https://openalex.org/W3199340467","https://openalex.org/W3157608626","https://openalex.org/W3132132958","https://openalex.org/W4322580403","https://openalex.org/W3193217249","https://openalex.org/W4321612632","https://openalex.org/W4280591108","https://openalex.org/W3021849752"],"abstract_inverted_index":{"This":[0],"article":[1],"focuses":[2],"on":[3,10,20],"analytics":[4],"of":[5,35,38,68,99],"big":[6],"distributed":[7,86],"sensitive":[8,69],"data":[9,87,105,122],"a":[11,60,116],"federated":[12,111],"learning":[13,82,114],"base.":[14],"The":[15],"main":[16,108],"current":[17],"focus":[18],"is":[19,50,59,91,106,115],"the":[21,36,66,80,89,97,107],"most":[22],"common":[23],"use":[24],"technology":[25],"platforms:":[26],"TensorFlow":[27],"Federated,":[28],"PySyft,":[29],"Flower":[30],"and":[31,96,103],"IBM":[32],"Federated":[33,113],"Learning":[34],"point":[37],"view":[39],"edge":[40,90],"computing":[41],"usability.":[42],"Training":[43,85],"PyTorch":[44],"models":[45],"with":[46,76],"differential":[47],"privacy":[48,58,94],"(DP)":[49],"more":[51],"scalable":[52],"than":[53],"existing":[54],"state-of-the-art":[55],"methods.":[56],"Differential":[57],"mathematically":[61],"rigorous":[62],"framework":[63],"for":[64,93,118],"quantifying":[65],"anonymisation":[67],"data.":[70,101],"It\u2019s":[71],"often":[72],"used":[73],"in":[74,79,110],"analytics,":[75],"growing":[77],"interest":[78],"machine":[81],"(ML)":[83],"community.":[84],"at":[88],"interesting":[92],"sensitivity":[95],"transfer":[98],"huge":[100,104,120],"Sensitivity":[102],"challenge":[109],"learning.":[112],"solution":[117],"protecting":[119],"device":[121],"through":[123],"model":[124],"updates.":[125]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}