{"id":"https://openalex.org/W4392941224","doi":"https://doi.org/10.1109/bcd57833.2023.10466330","title":"PRIVATE-AI: A Hybrid Approach to privacy-preserving AI","display_name":"PRIVATE-AI: A Hybrid Approach to privacy-preserving AI","publication_year":2023,"publication_date":"2023-12-14","ids":{"openalex":"https://openalex.org/W4392941224","doi":"https://doi.org/10.1109/bcd57833.2023.10466330"},"language":"en","primary_location":{"id":"doi:10.1109/bcd57833.2023.10466330","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bcd57833.2023.10466330","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/ACIS 8th International Conference on Big Data, Cloud Computing, and Data Science (BCD)","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/A5113146303","display_name":"Siddanth Krishna","orcid":null},"institutions":[{"id":"https://openalex.org/I196608512","display_name":"PES University","ror":"https://ror.org/05m169e78","country_code":"IN","type":"education","lineage":["https://openalex.org/I196608512"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Siddanth Krishna","raw_affiliation_strings":["PES University,Computer Science Engineering,Bangalore,India","Computer Science Engineering, PES University, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"PES University,Computer Science Engineering,Bangalore,India","institution_ids":["https://openalex.org/I196608512"]},{"raw_affiliation_string":"Computer Science Engineering, PES University, Bangalore, India","institution_ids":["https://openalex.org/I196608512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109248529","display_name":"Simona Siri","orcid":null},"institutions":[{"id":"https://openalex.org/I196608512","display_name":"PES University","ror":"https://ror.org/05m169e78","country_code":"IN","type":"education","lineage":["https://openalex.org/I196608512"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Siri S","raw_affiliation_strings":["PES University,Computer Science Engineering,Bangalore,India","Computer Science Engineering, PES University, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"PES University,Computer Science Engineering,Bangalore,India","institution_ids":["https://openalex.org/I196608512"]},{"raw_affiliation_string":"Computer Science Engineering, PES University, Bangalore, India","institution_ids":["https://openalex.org/I196608512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094188213","display_name":"Saif Kamalsha","orcid":null},"institutions":[{"id":"https://openalex.org/I196608512","display_name":"PES University","ror":"https://ror.org/05m169e78","country_code":"IN","type":"education","lineage":["https://openalex.org/I196608512"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saif Kamalsha","raw_affiliation_strings":["PES University,Computer Science Engineering,Bangalore,India","Computer Science Engineering, PES University, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"PES University,Computer Science Engineering,Bangalore,India","institution_ids":["https://openalex.org/I196608512"]},{"raw_affiliation_string":"Computer Science Engineering, PES University, Bangalore, India","institution_ids":["https://openalex.org/I196608512"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092421290","display_name":"S Amruth","orcid":null},"institutions":[{"id":"https://openalex.org/I196608512","display_name":"PES University","ror":"https://ror.org/05m169e78","country_code":"IN","type":"education","lineage":["https://openalex.org/I196608512"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sai Amruth","raw_affiliation_strings":["PES University,Computer Science Engineering,Bangalore,India","Computer Science Engineering, PES University, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"PES University,Computer Science Engineering,Bangalore,India","institution_ids":["https://openalex.org/I196608512"]},{"raw_affiliation_string":"Computer Science Engineering, PES University, Bangalore, India","institution_ids":["https://openalex.org/I196608512"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082386292","display_name":"Shruti Jadon","orcid":"https://orcid.org/0009-0004-5146-2691"},"institutions":[{"id":"https://openalex.org/I196608512","display_name":"PES University","ror":"https://ror.org/05m169e78","country_code":"IN","type":"education","lineage":["https://openalex.org/I196608512"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shruti Jadon","raw_affiliation_strings":["PES University,Computer Science Engineering,Bangalore,India","Computer Science Engineering, PES University, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"PES University,Computer Science Engineering,Bangalore,India","institution_ids":["https://openalex.org/I196608512"]},{"raw_affiliation_string":"Computer Science Engineering, PES University, Bangalore, India","institution_ids":["https://openalex.org/I196608512"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5113146303"],"corresponding_institution_ids":["https://openalex.org/I196608512"],"apc_list":null,"apc_paid":null,"fwci":0.5231,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73782418,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"170","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9217000007629395,"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":0.9217000007629395,"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":0.6772566437721252},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.46065518260002136},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.39269113540649414},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3838517367839813},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34667372703552246}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6772566437721252},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.46065518260002136},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.39269113540649414},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3838517367839813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34667372703552246}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bcd57833.2023.10466330","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/bcd57833.2023.10466330","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/ACIS 8th International Conference on Big Data, Cloud Computing, and Data Science (BCD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2768347741","https://openalex.org/W2983431304","https://openalex.org/W3016632787","https://openalex.org/W3033511014","https://openalex.org/W3090527015","https://openalex.org/W3123048674","https://openalex.org/W3134200938","https://openalex.org/W3138090943","https://openalex.org/W3192586555","https://openalex.org/W4214833165","https://openalex.org/W4318619660","https://openalex.org/W6717974185","https://openalex.org/W6728757088","https://openalex.org/W6746138031","https://openalex.org/W6788933998"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W2538581760","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"],"abstract_inverted_index":{"Machine":[0],"learning":[1,83],"algorithms":[2],"based":[3],"on":[4],"Deep":[5],"Neural":[6],"Networks":[7],"(NN)":[8],"have":[9],"achieved":[10],"remarkable":[11],"results":[12],"and":[13,32,52,66,74,78,93,108,141,159],"are":[14,35],"being":[15],"extensively":[16],"used":[17,45],"in":[18],"different":[19],"domains.":[20],"A":[21],"crucial":[22],"enabler":[23,103],"for":[24,104],"Artificial":[25],"Intelligence":[26],"is":[27,44,100,119],"the":[28,39,62,75,88,95,117,153,157,163],"quantum":[29],"of":[30,41,64,97,116,156],"data,":[31],"these":[33,131],"models":[34],"as":[36,38,69],"good":[37],"quality":[40],"data":[42,51,70,107,111,148],"that":[43],"to":[46,55,61,120,125,144],"train":[47],"them.":[48],"However,":[49],"gathering":[50],"using":[53,130],"them":[54],"prognosticate":[56],"behaviours":[57],"presents":[58],"great":[59],"challenges":[60],"privacy":[63,72,92,149],"individuals":[65],"organizations,":[67],"such":[68],"breaches,":[71],"loss,":[73],"corresponding":[76],"financial":[77],"reputational":[79],"damages.":[80],"Privacy-preserving":[81],"machine":[82],"(PPML)":[84],"aims":[85],"at":[86],"bridging":[87],"gap":[89],"between":[90],"preserving":[91],"reaping":[94],"benefits":[96],"ML.":[98],"It":[99],"a":[101,122],"key":[102],"privatizing":[105],"collected":[106],"complying":[109],"with":[110],"protection":[112],"regulations.":[113],"The":[114],"goal":[115],"project":[118],"implement":[121],"hybrid":[123],"approach":[124],"Privacy":[126,133],"Preserving":[127,134],"AI":[128,164],"by":[129,162],"three":[132],"techniques":[135],"namely:":[136],"Federated":[137],"Learning,":[138],"Differential":[139],"Privacy,":[140],"Homomorphic":[142],"Encryption":[143],"achieve":[145],"maximum":[146],"user":[147],"while":[150],"not":[151],"affecting":[152],"overall":[154],"accuracy":[155],"predictions":[158],"computations":[160],"made":[161],"model.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
