{"id":"https://openalex.org/W4406458844","doi":"https://doi.org/10.1109/bigdata62323.2024.10825590","title":"Privacy-Preserving Federated Interpretability","display_name":"Privacy-Preserving Federated Interpretability","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406458844","doi":"https://doi.org/10.1109/bigdata62323.2024.10825590"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825590","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825590","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":true,"oa_status":"green","oa_url":"https://lup.lub.lu.se/search/files/200283700/BigData2024_12_.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007627998","display_name":"Azra Abtahi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158519","display_name":"Informa (Sweden)","ror":"https://ror.org/04yt64d76","country_code":"SE","type":"company","lineage":["https://openalex.org/I4210154378","https://openalex.org/I4210158519"]},{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Azra Abtahi","raw_affiliation_strings":["Lund University,Electrical and Information Technology,Lund,Sweden"],"affiliations":[{"raw_affiliation_string":"Lund University,Electrical and Information Technology,Lund,Sweden","institution_ids":["https://openalex.org/I187531555","https://openalex.org/I4210158519"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091688179","display_name":"Amin Aminifar","orcid":"https://orcid.org/0000-0002-9920-2539"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]},{"id":"https://openalex.org/I4210158519","display_name":"Informa (Sweden)","ror":"https://ror.org/04yt64d76","country_code":"SE","type":"company","lineage":["https://openalex.org/I4210154378","https://openalex.org/I4210158519"]}],"countries":["DE","SE"],"is_corresponding":false,"raw_author_name":"Amin Aminifar","raw_affiliation_strings":["Heidelberg University,Institute of Computer Engineering,Heidelberg,Germany","Lund University,Electrical and Information Technology,Lund,Sweden"],"affiliations":[{"raw_affiliation_string":"Heidelberg University,Institute of Computer Engineering,Heidelberg,Germany","institution_ids":["https://openalex.org/I223822909"]},{"raw_affiliation_string":"Lund University,Electrical and Information Technology,Lund,Sweden","institution_ids":["https://openalex.org/I187531555","https://openalex.org/I4210158519"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024972825","display_name":"Amir Aminifar","orcid":"https://orcid.org/0000-0002-1673-4733"},"institutions":[{"id":"https://openalex.org/I4210158519","display_name":"Informa (Sweden)","ror":"https://ror.org/04yt64d76","country_code":"SE","type":"company","lineage":["https://openalex.org/I4210154378","https://openalex.org/I4210158519"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I187531555","display_name":"Lund University","ror":"https://ror.org/012a77v79","country_code":"SE","type":"education","lineage":["https://openalex.org/I187531555"]}],"countries":["DE","SE"],"is_corresponding":false,"raw_author_name":"Amir Aminifar","raw_affiliation_strings":["Heidelberg University,Institute of Computer Engineering,Heidelberg,Germany","Lund University,Electrical and Information Technology,Lund,Sweden"],"affiliations":[{"raw_affiliation_string":"Heidelberg University,Institute of Computer Engineering,Heidelberg,Germany","institution_ids":["https://openalex.org/I223822909"]},{"raw_affiliation_string":"Lund University,Electrical and Information Technology,Lund,Sweden","institution_ids":["https://openalex.org/I187531555","https://openalex.org/I4210158519"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5007627998"],"corresponding_institution_ids":["https://openalex.org/I187531555","https://openalex.org/I4210158519"],"apc_list":null,"apc_paid":null,"fwci":1.7034,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.87527129,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"7592","last_page":"7601"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9980000257492065,"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":0.9980000257492065,"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":0.9921000003814697,"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"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9642999768257141,"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/interpretability","display_name":"Interpretability","score":0.9224801063537598},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7263689041137695},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5070490837097168},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.4946698844432831},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.437531977891922},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21723142266273499}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9224801063537598},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7263689041137695},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5070490837097168},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.4946698844432831},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.437531977891922},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21723142266273499}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825590","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825590","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"},{"id":"pmh:oai:lup.lub.lu.se:6889b710-57f3-489f-b5d0-1c7fb1ae52f7","is_oa":true,"landing_page_url":"https://lup.lub.lu.se/record/6889b710-57f3-489f-b5d0-1c7fb1ae52f7","pdf_url":"https://lup.lub.lu.se/search/files/200283700/BigData2024_12_.pdf","source":{"id":"https://openalex.org/S4306400536","display_name":"Lund University Publications (Lund University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I187531555","host_organization_name":"Lund University","host_organization_lineage":["https://openalex.org/I187531555"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:lup.lub.lu.se:6889b710-57f3-489f-b5d0-1c7fb1ae52f7","is_oa":true,"landing_page_url":"https://lup.lub.lu.se/record/6889b710-57f3-489f-b5d0-1c7fb1ae52f7","pdf_url":"https://lup.lub.lu.se/search/files/200283700/BigData2024_12_.pdf","source":{"id":"https://openalex.org/S4306400536","display_name":"Lund University Publications (Lund University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I187531555","host_organization_name":"Lund University","host_organization_lineage":["https://openalex.org/I187531555"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1364868472","display_name":null,"funder_award_id":"2018-05973","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G2061701933","display_name":null,"funder_award_id":"2018-05973","funder_id":"https://openalex.org/F4320320940","funder_display_name":"Stiftelsen f\u00f6r\u00a0Strategisk Forskning"},{"id":"https://openalex.org/G3321450376","display_name":null,"funder_award_id":"05973","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G5356226767","display_name":null,"funder_award_id":"2018-0597","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G712881263","display_name":null,"funder_award_id":"2018-","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320940","display_name":"Stiftelsen f\u00f6r\u00a0Strategisk Forskning","ror":"https://ror.org/044wr7g58"},{"id":"https://openalex.org/F4320322581","display_name":"Vetenskapsr\u00e5det","ror":"https://ror.org/03zttf063"},{"id":"https://openalex.org/F4320337753","display_name":"Interreg","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406458844.pdf","grobid_xml":"https://content.openalex.org/works/W4406458844.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W107524893","https://openalex.org/W1969117243","https://openalex.org/W1977171375","https://openalex.org/W2141420453","https://openalex.org/W2156186849","https://openalex.org/W2156480002","https://openalex.org/W2342906508","https://openalex.org/W2767079719","https://openalex.org/W2800416849","https://openalex.org/W2893778871","https://openalex.org/W2911964244","https://openalex.org/W2947285452","https://openalex.org/W2963819344","https://openalex.org/W2967667092","https://openalex.org/W2975985894","https://openalex.org/W2984744746","https://openalex.org/W2989120265","https://openalex.org/W3001989995","https://openalex.org/W3006921589","https://openalex.org/W3008477738","https://openalex.org/W3042579479","https://openalex.org/W3091025531","https://openalex.org/W3105099026","https://openalex.org/W3109000088","https://openalex.org/W3116863821","https://openalex.org/W3135244141","https://openalex.org/W3136204826","https://openalex.org/W3154335119","https://openalex.org/W3158418079","https://openalex.org/W3159623990","https://openalex.org/W3163483614","https://openalex.org/W3164712068","https://openalex.org/W3173735839","https://openalex.org/W3176798257","https://openalex.org/W3181884145","https://openalex.org/W3199488740","https://openalex.org/W4206156189","https://openalex.org/W4206320562","https://openalex.org/W4206504654","https://openalex.org/W4206635390","https://openalex.org/W4220989197","https://openalex.org/W4226202053","https://openalex.org/W4283032505","https://openalex.org/W4283800079","https://openalex.org/W4285404750","https://openalex.org/W4289533960","https://openalex.org/W4295313945","https://openalex.org/W4316660714","https://openalex.org/W4375869408","https://openalex.org/W4383501707","https://openalex.org/W4385565707","https://openalex.org/W4386260712","https://openalex.org/W4386608426","https://openalex.org/W4387197177","https://openalex.org/W4387739864","https://openalex.org/W4390188243","https://openalex.org/W4394805178","https://openalex.org/W4396822207","https://openalex.org/W4400488216","https://openalex.org/W4401029837","https://openalex.org/W4401853290","https://openalex.org/W4402843978","https://openalex.org/W6633205339","https://openalex.org/W6685133223","https://openalex.org/W6728757088","https://openalex.org/W6734194636","https://openalex.org/W6735632633","https://openalex.org/W6736518430","https://openalex.org/W6744548497","https://openalex.org/W6749892895","https://openalex.org/W6763182567","https://openalex.org/W6766985858","https://openalex.org/W6789707170"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W3195097297","https://openalex.org/W4225340788","https://openalex.org/W3038106605","https://openalex.org/W2513267613","https://openalex.org/W3049084372","https://openalex.org/W2528109871","https://openalex.org/W2940702331","https://openalex.org/W2905822832","https://openalex.org/W2240244939"],"abstract_inverted_index":{"Interpretability":[0],"has":[1],"become":[2],"a":[3,34,77,98,125,134,161],"crucial":[4],"component":[5],"in":[6,16,91,124,160],"the":[7,17,25,41,45,64,74,86,155,166],"Machine":[8],"Learning":[9,112],"(ML)":[10],"domain.":[11],"This":[12],"is":[13,133],"particularly":[14],"important":[15,39],"context":[18],"of":[19,88],"medical":[20],"and":[21,70,109,123,147],"health":[22],"applications,":[23],"where":[24,141],"underlying":[26],"reasons":[27],"behind":[28],"how":[29],"an":[30,49],"ML":[31,50,117,139],"model":[32,51],"makes":[33],"certain":[35],"decision":[36,42,68],"are":[37,158],"as":[38,40],"itself":[43],"for":[44,137],"experts.":[46],"However,":[47],"interpreting":[48,138],"based":[52,102],"on":[53,103,144],"limited":[54],"local":[55,145],"data":[56,75,90,122,142,157],"may":[57,80],"potentially":[58],"lead":[59],"to":[60,76,85,115,164],"inaccurate":[61],"conclusions.":[62],"On":[63],"other":[65],"hand,":[66],"centralized":[67,78],"making":[69],"interpretability,":[71],"by":[72],"transferring":[73],"server,":[79],"raise":[81],"privacy":[82],"concerns":[83],"due":[84],"sensitivity":[87],"personal/medical":[89],"such":[92],"applications.In":[93],"this":[94],"paper,":[95],"we":[96],"propose":[97],"federated":[99,130],"interpretability":[100,131],"scheme":[101,132],"SHAP":[104],"(SHapley":[105],"Additive":[106],"exPlanations)":[107],"value":[108],"DeepLIFT":[110],"(Deep":[111],"Important":[113],"FeaTures)":[114],"interpret":[116,165],"models,":[118,140],"without":[119],"sharing":[120],"sensitive":[121],"privacy-preserving":[126,162],"fashion.":[127],"Our":[128],"proposed":[129],"decentralized":[135],"framework":[136],"remains":[143],"devices,":[146],"only":[148],"values":[149],"that":[150],"do":[151],"not":[152],"directly":[153],"describe":[154],"raw":[156],"aggregated":[159],"fashion":[163],"model.":[167]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-01-17T00:00:00"}