{"id":"https://openalex.org/W4406458103","doi":"https://doi.org/10.1109/bigdata62323.2024.10826122","title":"Federated Learning Governance using Eclipse Dataspace Components Connectors","display_name":"Federated Learning Governance using Eclipse Dataspace Components Connectors","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406458103","doi":"https://doi.org/10.1109/bigdata62323.2024.10826122"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10826122","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10826122","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","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/A5027227444","display_name":"Angela Mitrovska","orcid":null},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Angela Mitrovska","raw_affiliation_strings":["Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023839822","display_name":"Marcel Fernandez Rosas","orcid":null},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marcel Fernandez Rosas","raw_affiliation_strings":["Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052874187","display_name":"Pooyan Safari","orcid":"https://orcid.org/0000-0002-5916-8575"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Pooyan Safari","raw_affiliation_strings":["Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103092575","display_name":"Behnam Shariati","orcid":"https://orcid.org/0000-0003-1195-3862"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Behnam Shariati","raw_affiliation_strings":["Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024743438","display_name":"Johannes Fischer","orcid":"https://orcid.org/0000-0002-1886-6633"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Karl Fischer","raw_affiliation_strings":["Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113522710","display_name":"Ronald Freund","orcid":null},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ronald Freund","raw_affiliation_strings":["Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany"],"affiliations":[{"raw_affiliation_string":"Heinrich Hertz Institute,Fraunhofer Institute for Telecommunications,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027227444"],"corresponding_institution_ids":["https://openalex.org/I2800274787"],"apc_list":null,"apc_paid":null,"fwci":0.7252,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.78309896,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"7946","last_page":"7954"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9986000061035156,"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/T10927","display_name":"Access Control and Trust","score":0.9966999888420105,"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/eclipse","display_name":"Eclipse","score":0.9041875600814819},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6597820520401001},{"id":"https://openalex.org/keywords/corporate-governance","display_name":"Corporate governance","score":0.47943323850631714},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36946770548820496},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.34608274698257446},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.18149641156196594},{"id":"https://openalex.org/keywords/astronomy","display_name":"Astronomy","score":0.08418363332748413}],"concepts":[{"id":"https://openalex.org/C2778505590","wikidata":"https://www.wikidata.org/wiki/Q141022","display_name":"Eclipse","level":2,"score":0.9041875600814819},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6597820520401001},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.47943323850631714},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36946770548820496},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.34608274698257446},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.18149641156196594},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.08418363332748413},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10826122","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10826122","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.41999998688697815}],"awards":[],"funders":[{"id":"https://openalex.org/F4320308678","display_name":"EMC","ror":"https://ror.org/03w4phb31"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W107524893","https://openalex.org/W2105037799","https://openalex.org/W2122328291","https://openalex.org/W2396881363","https://openalex.org/W2473418344","https://openalex.org/W2767079719","https://openalex.org/W2794685135","https://openalex.org/W2795552972","https://openalex.org/W2795807997","https://openalex.org/W2891400669","https://openalex.org/W2896479683","https://openalex.org/W2906155095","https://openalex.org/W2956993163","https://openalex.org/W2978648093","https://openalex.org/W2979637109","https://openalex.org/W2985360425","https://openalex.org/W3012501605","https://openalex.org/W3033511014","https://openalex.org/W3038139858","https://openalex.org/W3086590218","https://openalex.org/W3109936783","https://openalex.org/W3110796009","https://openalex.org/W3130649094","https://openalex.org/W3164694879","https://openalex.org/W3177817125","https://openalex.org/W3200840849","https://openalex.org/W4220949393","https://openalex.org/W4224278425","https://openalex.org/W4284961330","https://openalex.org/W4286543797","https://openalex.org/W4297666456","https://openalex.org/W4297666458","https://openalex.org/W4298171975","https://openalex.org/W4318619660","https://openalex.org/W4318766061","https://openalex.org/W4386914808","https://openalex.org/W4388646074","https://openalex.org/W4391092942","https://openalex.org/W4391093273","https://openalex.org/W4391097708","https://openalex.org/W4392558696","https://openalex.org/W4396594832","https://openalex.org/W6728757088","https://openalex.org/W6732298257","https://openalex.org/W6768844495","https://openalex.org/W6770471063","https://openalex.org/W6810362061"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W137217271","https://openalex.org/W91167106","https://openalex.org/W1492637474","https://openalex.org/W1809480526","https://openalex.org/W2952911668","https://openalex.org/W4250943967","https://openalex.org/W1976082487"],"abstract_inverted_index":{"Federated":[0,111],"Learning":[1,13],"(FL)":[2],"has":[3],"emerged":[4],"as":[5,22],"a":[6,60,154],"promising":[7],"privacy-preserving":[8],"approach":[9,93],"for":[10,159],"training":[11,95,128],"Machine":[12],"(ML)":[14],"models":[15,130],"in":[16,30],"industries":[17],"handling":[18],"sensitive":[19],"data,":[20],"such":[21],"healthcare.":[23],"However,":[24],"the":[25,40,66,79,89,122,127,142],"practical":[26,155],"application":[27],"of":[28,42,81,91,129],"FL":[29,62,109,124],"healthcare":[31,160],"faces":[32],"challenges":[33],"due":[34],"to":[35,47,72,134],"complex":[36],"privacy":[37],"regulations":[38],"and":[39,50,75,84,101,114,156],"lack":[41],"inherent":[43],"robust":[44],"governance":[45,148],"mechanisms":[46],"ensure":[48],"compliance":[49,74],"protect":[51],"data":[52,76,82],"ownership.":[53],"To":[54],"address":[55],"these":[56],"limitations,":[57],"we":[58],"propose":[59],"governed":[61,123],"framework":[63,125],"that":[64,121],"leverages":[65],"Eclipse":[67],"Dataspace":[68],"Components":[69],"(EDC)":[70],"connector":[71],"enforce":[73],"sovereignty":[77],"through":[78,149],"implementation":[80],"access":[83],"usage":[85],"policies.":[86],"We":[87],"demonstrate":[88,120],"effectiveness":[90],"our":[92],"by":[94],"an":[96,102],"in-hospital":[97],"mortality":[98],"prediction":[99],"model":[100,107],"Alzheimer\u2019s":[103],"Disease":[104],"(AD)":[105],"detection":[106],"using":[108],"with":[110,131],"Averaging":[112],"(FedAvg)":[113],"Secure":[115],"Aggregation":[116],"(SecAgg).":[117],"Our":[118],"results":[119],"enables":[126],"performance":[132],"comparable":[133],"those":[135],"trained":[136],"on":[137],"centrally":[138],"aggregated":[139],"data.":[140],"At":[141],"same":[143],"time,":[144],"it":[145,153],"effectively":[146],"introduces":[147],"policy":[150],"enforcement,":[151],"making":[152],"compliant":[157],"solution":[158],"applications.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
