{"id":"https://openalex.org/W4401943251","doi":"https://doi.org/10.1109/tsc.2024.3451187","title":"History-Aware Privacy Budget Allocation for Model Training on Evolving Data-Sharing Platforms","display_name":"History-Aware Privacy Budget Allocation for Model Training on Evolving Data-Sharing Platforms","publication_year":2024,"publication_date":"2024-08-28","ids":{"openalex":"https://openalex.org/W4401943251","doi":"https://doi.org/10.1109/tsc.2024.3451187"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2024.3451187","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2024.3451187","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-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/A5102570232","display_name":"Linchang Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Linchang Xiao","raw_affiliation_strings":["School of Computer Science and Engineering, Guangdong Key Laboratory of Big Data Analysis and Processing, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Guangdong Key Laboratory of Big Data Analysis and Processing, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100632951","display_name":"Xianzhi Zhang","orcid":"https://orcid.org/0000-0002-2332-7941"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianzhi Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Guangdong Key Laboratory of Big Data Analysis and Processing, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Guangdong Key Laboratory of Big Data Analysis and Processing, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100735704","display_name":"Di Wu","orcid":"https://orcid.org/0000-0002-9433-7725"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Wu","raw_affiliation_strings":["School of Computer Science and Engineering, Guangdong Key Laboratory of Big Data Analysis and Processing, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Guangdong Key Laboratory of Big Data Analysis and Processing, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089344837","display_name":"Miao Hu","orcid":"https://orcid.org/0000-0002-1518-002X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miao Hu","raw_affiliation_strings":["School of Computer Science and Engineering, Guangdong Key Laboratory of Big Data Analysis and Processing, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Guangdong Key Laboratory of Big Data Analysis and Processing, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029669009","display_name":"Yipeng Zhou","orcid":"https://orcid.org/0000-0003-1533-0865"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yipeng Zhou","raw_affiliation_strings":["School of Computing, FSE, Macquarie University, Macquarie Park, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computing, FSE, Macquarie University, Macquarie Park, NSW, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005228053","display_name":"Shui Yu","orcid":"https://orcid.org/0000-0003-4485-6743"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shui Yu","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102570232"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":1.7376,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.86900359,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"17","issue":"6","first_page":"3773","last_page":"3788"},"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":0.9988999962806702,"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":0.9914000034332275,"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":0.8429374694824219},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.5043169260025024},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.47419363260269165},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4599887430667877},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3302285671234131},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12305253744125366}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8429374694824219},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.5043169260025024},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.47419363260269165},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4599887430667877},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3302285671234131},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12305253744125366},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2024.3451187","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2024.3451187","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3448428807","display_name":null,"funder_award_id":"U2001209","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3782873912","display_name":null,"funder_award_id":"23ptpy115","funder_id":"https://openalex.org/F4320321160","funder_display_name":"Sun Yat-sen University"},{"id":"https://openalex.org/G595449917","display_name":null,"funder_award_id":"62072486","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8710361616","display_name":null,"funder_award_id":"24lgqb020","funder_id":"https://openalex.org/F4320321160","funder_display_name":"Sun Yat-sen University"},{"id":"https://openalex.org/G8972612434","display_name":null,"funder_award_id":"2023A0505020006","funder_id":"https://openalex.org/F4320335795","funder_display_name":"Science and Technology Planning Project of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321160","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320335795","display_name":"Science and Technology Planning Project of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W56687990","https://openalex.org/W1509110311","https://openalex.org/W1552828154","https://openalex.org/W1578666690","https://openalex.org/W1777149049","https://openalex.org/W1818923311","https://openalex.org/W1873763122","https://openalex.org/W2035144082","https://openalex.org/W2086189137","https://openalex.org/W2096870293","https://openalex.org/W2108409407","https://openalex.org/W2123779242","https://openalex.org/W2155551092","https://openalex.org/W2473418344","https://openalex.org/W2535690855","https://openalex.org/W2734358244","https://openalex.org/W2920282816","https://openalex.org/W2927692314","https://openalex.org/W2963062476","https://openalex.org/W2965057263","https://openalex.org/W3000479830","https://openalex.org/W3001719800","https://openalex.org/W3016632787","https://openalex.org/W3017378904","https://openalex.org/W3102360395","https://openalex.org/W3102399356","https://openalex.org/W3118621910","https://openalex.org/W3128026047","https://openalex.org/W3133095683","https://openalex.org/W3154643421","https://openalex.org/W3156440914","https://openalex.org/W3198878493","https://openalex.org/W4205228770","https://openalex.org/W4213255380","https://openalex.org/W4232418529","https://openalex.org/W4252172911","https://openalex.org/W4285225591","https://openalex.org/W4297825594","https://openalex.org/W4309505042","https://openalex.org/W4312570429","https://openalex.org/W4320005439","https://openalex.org/W4320813942","https://openalex.org/W4367146820","https://openalex.org/W4386243291","https://openalex.org/W6607754154","https://openalex.org/W6639419178","https://openalex.org/W6671842307","https://openalex.org/W6696497002","https://openalex.org/W6728989116","https://openalex.org/W6747855403","https://openalex.org/W6757009717","https://openalex.org/W6763393573","https://openalex.org/W6764838729","https://openalex.org/W6773039429","https://openalex.org/W6773362992","https://openalex.org/W6776542292","https://openalex.org/W6787335730","https://openalex.org/W6796251476","https://openalex.org/W6797760776","https://openalex.org/W6849725743","https://openalex.org/W7067822191"],"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/W3172436983"],"abstract_inverted_index":{"The":[0],"publicly":[1],"released":[2],"machine":[3],"learning":[4],"(ML)":[5],"models":[6],"are":[7,98],"susceptible":[8],"to":[9,25,40,63,88,114,149,163,171,197,212],"malicious":[10],"attacks":[11],"(e.g.,":[12],"gradient":[13],"leakage":[14],"attacks),":[15],"which":[16,51,101],"may":[17],"expose":[18],"sensitive":[19],"training":[20,33],"data":[21],"of":[22,32,44,76,175,182,229],"data-sharing":[23,147],"platforms":[24,148],"untrusted":[26],"third-parties.":[27],"To":[28],"preserve":[29],"the":[30,42,104,122,151,173,180,213,220],"privacy":[31,36,46,61,78],"data,":[34],"differential":[35],"(DP)":[37],"is":[38,54,66,86,184,195],"exploited":[39],"limit":[41],"amount":[43,75],"leaked":[45],"with":[47],"a":[48,55,67,73,84,89,130],"predefined":[49],"budget,":[50],"in":[52,227],"fact":[53],"non-recoverable":[56,77],"resource.":[57],"Considering":[58],"DP,":[59],"allocating":[60],"budgets":[62],"ML":[64,96,166],"queries":[65,97],"non-trivial":[68],"but":[69],"crucial":[70],"problem":[71],"because":[72],"certain":[74],"budget":[79],"will":[80],"be":[81],"consumed":[82],"if":[83],"datablock":[85],"assigned":[87],"query":[90,161,167],"once.":[91],"Meanwhile,":[92],"both":[93],"datablocks":[94],"and":[95,217,225],"continuously":[99],"generated,":[100],"further":[102,198],"complicates":[103],"problem.":[105],"Most":[106],"existing":[107,156],"works":[108],"simply":[109],"relied":[110],"on":[111],"greedy-based":[112,177],"algorithms":[113],"make":[115],"myopic":[116],"allocation":[117],"decisions,":[118],"far":[119],"away":[120],"from":[121,155],"optimal":[123],"decision.":[124],"In":[125],"this":[126],"paper,":[127],"we":[128],"propose":[129],"novel":[131],"<bold":[132,135,138,141],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[133,136,139,142],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>H</u></b>istory-aware":[134],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>P</u></b>rivacy":[137],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>B</u></b>udget":[140],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><u>A</u></b>llocation":[143],"(HPBA)":[144],"algorithm":[145],"for":[146],"address":[150],"above":[152],"challenges.":[153],"Different":[154],"works,":[157],"HPBA":[158,183,216],"leverages":[159],"historical":[160,205],"records":[162],"approximate":[164],"global":[165],"patterns":[168],"so":[169],"as":[170],"overcome":[172],"drawback":[174],"shortsighted":[176],"algorithms.":[178],"Moreover,":[179],"performance":[181,222],"theoretically":[185],"guaranteed":[186],"by":[187,202,223],"competitive":[188],"analysis.":[189],"A":[190],"lightweight":[191],"version":[192],"called":[193],"S-HPBA":[194,218],"proposed":[196],"reduce":[199],"computation":[200],"overhead":[201],"using":[203],"fewer":[204],"records.":[206],"Experimental":[207],"results":[208],"demonstrate":[209],"that,":[210],"compared":[211],"state-of-the-art":[214],"baselines,":[215],"improve":[219],"average":[221],"32.8%":[224],"16.2%":[226],"terms":[228],"model":[230],"accuracy,":[231],"respectively.":[232]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
