{"id":"https://openalex.org/W3156389829","doi":"https://doi.org/10.1142/s021759592140011x","title":"A Novel Adaptive Differential Privacy Algorithm for Empirical Risk Minimization","display_name":"A Novel Adaptive Differential Privacy Algorithm for Empirical Risk Minimization","publication_year":2021,"publication_date":"2021-04-19","ids":{"openalex":"https://openalex.org/W3156389829","doi":"https://doi.org/10.1142/s021759592140011x","mag":"3156389829"},"language":"en","primary_location":{"id":"doi:10.1142/s021759592140011x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s021759592140011x","pdf_url":null,"source":{"id":"https://openalex.org/S1254427","display_name":"Asia Pacific Journal of Operational Research","issn_l":"0217-5959","issn":["0217-5959","1793-7019"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Asia-Pacific Journal of Operational Research","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/A5100679701","display_name":"Kaili Zhang","orcid":"https://orcid.org/0000-0002-0761-1272"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaili Zhang","raw_affiliation_strings":["Department of Operations Research and Information Engineering, Beijing University of Technology, Beijing 100124, P. R. China"],"affiliations":[{"raw_affiliation_string":"Department of Operations Research and Information Engineering, Beijing University of Technology, Beijing 100124, P. R. China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100356583","display_name":"Haibin Zhang","orcid":"https://orcid.org/0000-0002-0080-6341"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibin Zhang","raw_affiliation_strings":["Department of Operations Research and Information Engineering, Beijing University of Technology, Beijing 100124, P. R. China"],"affiliations":[{"raw_affiliation_string":"Department of Operations Research and Information Engineering, Beijing University of Technology, Beijing 100124, P. R. China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024252663","display_name":"Pengfei Zhao","orcid":"https://orcid.org/0000-0001-7443-5857"},"institutions":[{"id":"https://openalex.org/I62853816","display_name":"Beijing University of Civil Engineering and Architecture","ror":"https://ror.org/02yj0p855","country_code":"CN","type":"education","lineage":["https://openalex.org/I62853816"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengfei Zhao","raw_affiliation_strings":["School of Civil and Transportation Engineering, Beijing University of Civil Engineering and Architecture, Beijing 102616, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Civil and Transportation Engineering, Beijing University of Civil Engineering and Architecture, Beijing 102616, P. R. China","institution_ids":["https://openalex.org/I62853816"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100757330","display_name":"Haibin Chen","orcid":"https://orcid.org/0000-0003-2636-2600"},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haibin Chen","raw_affiliation_strings":["School of Management Science, Qufu Normal University, Rizhao Shandong 276800, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Management Science, Qufu Normal University, Rizhao Shandong 276800, P. R. China","institution_ids":["https://openalex.org/I202126657"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100757330"],"corresponding_institution_ids":["https://openalex.org/I202126657"],"apc_list":null,"apc_paid":null,"fwci":0.1398,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.52784297,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"38","issue":"05","first_page":null,"last_page":null},"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":0.9986000061035156,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9866999983787537,"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/differential-privacy","display_name":"Differential privacy","score":0.961756706237793},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.740407407283783},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5896844863891602},{"id":"https://openalex.org/keywords/empirical-risk-minimization","display_name":"Empirical risk minimization","score":0.5773429274559021},{"id":"https://openalex.org/keywords/minification","display_name":"Minification","score":0.5422961711883545},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.4658428430557251},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4363194406032562},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4224383234977722},{"id":"https://openalex.org/keywords/information-sensitivity","display_name":"Information sensitivity","score":0.41994738578796387},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.41401243209838867},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.21624839305877686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1727081537246704},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.09963348507881165}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.961756706237793},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.740407407283783},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5896844863891602},{"id":"https://openalex.org/C107321475","wikidata":"https://www.wikidata.org/wiki/Q5374254","display_name":"Empirical risk minimization","level":2,"score":0.5773429274559021},{"id":"https://openalex.org/C147764199","wikidata":"https://www.wikidata.org/wiki/Q6865248","display_name":"Minification","level":2,"score":0.5422961711883545},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.4658428430557251},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4363194406032562},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4224383234977722},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.41994738578796387},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.41401243209838867},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.21624839305877686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1727081537246704},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.09963348507881165},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s021759592140011x","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s021759592140011x","pdf_url":null,"source":{"id":"https://openalex.org/S1254427","display_name":"Asia Pacific Journal of Operational Research","issn_l":"0217-5959","issn":["0217-5959","1793-7019"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Asia-Pacific Journal of Operational Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wsi:apjorx:v:38:y:2021:i:05:n:s021759592140011x","is_oa":false,"landing_page_url":"http://www.worldscientific.com/doi/abs/10.1142/S021759592140011X","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1465390462","https://openalex.org/W1873763122","https://openalex.org/W1981635503","https://openalex.org/W1992926795","https://openalex.org/W1994616650","https://openalex.org/W2100761657","https://openalex.org/W2119874464","https://openalex.org/W2153635508","https://openalex.org/W2167372639","https://openalex.org/W2559655401","https://openalex.org/W2612690371","https://openalex.org/W2809607392","https://openalex.org/W2963699739","https://openalex.org/W3120740533","https://openalex.org/W4205228770","https://openalex.org/W4249667877"],"related_works":["https://openalex.org/W2536155658","https://openalex.org/W2981981504","https://openalex.org/W3010781909","https://openalex.org/W4200233390","https://openalex.org/W3037866069","https://openalex.org/W4315705624","https://openalex.org/W3116386889","https://openalex.org/W4297796978","https://openalex.org/W2019704260","https://openalex.org/W2605443953"],"abstract_inverted_index":{"Privacy-preserving":[0],"empirical":[1,65],"risk":[2,66],"minimization":[3],"model":[4,93,175],"is":[5,95,158],"crucial":[6],"for":[7,128,174],"the":[8,53,74,83,88,91,99,105,125,134],"increasingly":[9],"frequent":[10],"setting":[11],"of":[12,27,49,55,62,90,98,179],"analyzing":[13],"personal":[14],"data,":[15],"such":[16],"as":[17],"medical":[18],"records,":[19,21],"financial":[20],"etc.":[22],"Due":[23],"to":[24],"its":[25],"advantage":[26],"a":[28,60,115],"rigorous":[29],"mathematical":[30],"definition,":[31],"differential":[32,118,144],"privacy":[33,39,50,101,119,126],"has":[34,42],"been":[35,70],"widely":[36],"used":[37],"in":[38,46,58,73,177],"protection":[40],"and":[41,146],"received":[43],"much":[44],"attention":[45],"recent":[47],"years":[48],"protection.":[51],"With":[52],"advantages":[54],"iterative":[56,85],"algorithms":[57,173],"solving":[59],"variety":[61],"problems,":[63],"like":[64],"minimization,":[67],"there":[68],"have":[69],"various":[71],"works":[72],"literature":[75],"that":[76,121,139,167],"target":[77],"differentially":[78],"private":[79],"iteration":[80],"algorithms,":[81],"especially":[82],"adaptive":[84,117],"algorithm.":[86],"However,":[87],"solution":[89],"final":[92],"parameters":[94],"imprecise":[96],"because":[97],"vast":[100],"budget":[102,127],"spending":[103],"on":[104,161],"step":[106,129],"size":[107,130],"search.":[108],"In":[109],"this":[110],"paper,":[111],"we":[112,137],"first":[113],"proposed":[114,141,169],"novel":[116],"algorithm":[120,142,170],"does":[122],"not":[123],"require":[124],"determination.":[131],"Then,":[132],"through":[133],"theoretical":[135],"analyses,":[136],"prove":[138],"our":[140,168],"satisfies":[143],"privacy,":[145],"their":[147],"solutions":[148],"achieve":[149],"sufficient":[150],"accuracy":[151],"by":[152],"infinite":[153],"steps.":[154],"Furthermore,":[155],"numerical":[156],"analysis":[157],"performed":[159],"based":[160],"real-world":[162],"databases.":[163],"The":[164],"results":[165],"indicate":[166],"outperforms":[171],"existing":[172],"fitting":[176],"terms":[178],"accuracy.":[180]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-11T14:59:36.786465","created_date":"2025-10-10T00:00:00"}