{"id":"https://openalex.org/W4409762164","doi":"https://doi.org/10.1109/eect64505.2025.10966950","title":"Differential Privacy Protection Technology Review for Machine Learning","display_name":"Differential Privacy Protection Technology Review for Machine Learning","publication_year":2025,"publication_date":"2025-03-21","ids":{"openalex":"https://openalex.org/W4409762164","doi":"https://doi.org/10.1109/eect64505.2025.10966950"},"language":"en","primary_location":{"id":"doi:10.1109/eect64505.2025.10966950","doi":"https://doi.org/10.1109/eect64505.2025.10966950","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eect64505.2025.10966950","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Advances in Electrical, Electronics and Computing Technology (EECT)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5090794516","display_name":"Yayun Qu","orcid":"https://orcid.org/0009-0004-4389-8647","observed_orcids":["https://orcid.org/0009-0004-4389-8647"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yayun Qu","raw_affiliation_strings":["College of Information and Communication, National University of Defense Technology,WuHan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Communication, National University of Defense Technology,WuHan,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101670308","display_name":"Bin Xue","orcid":"https://orcid.org/0000-0001-5068-9932","observed_orcids":["https://orcid.org/0000-0001-5068-9932"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Xue","raw_affiliation_strings":["College of Information and Communication, National University of Defense Technology,WuHan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Communication, National University of Defense Technology,WuHan,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103205301","display_name":"Lin Zhou","orcid":"https://orcid.org/0000-0001-9472-5210","observed_orcids":["https://orcid.org/0000-0001-9472-5210"]},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Zhou","raw_affiliation_strings":["College of Information and Communication, National University of Defense Technology,WuHan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Communication, National University of Defense Technology,WuHan,China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":1.9818,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.84271396,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"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/T11614","display_name":"Cloud Data Security Solutions","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-privacy","display_name":"differential privacy","score":1.0},{"id":"https://openalex.org/keywords/data-perturbation","display_name":"data perturbation","score":0.824999988079071},{"id":"https://openalex.org/keywords/personal-data-protection","display_name":"personal data protection","score":0.6449999809265137}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.7339126467704773},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6721070408821106},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.5320998430252075},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4606035351753235},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3815402090549469},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.10638019442558289}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/eect64505.2025.10966950","doi":"https://doi.org/10.1109/eect64505.2025.10966950","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eect64505.2025.10966950","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 5th International Conference on Advances in Electrical, Electronics and Computing Technology (EECT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2883406652","https://openalex.org/W2911984381","https://openalex.org/W2969808474","https://openalex.org/W2983807000","https://openalex.org/W3128819734","https://openalex.org/W3162778083","https://openalex.org/W3193881593","https://openalex.org/W3197858278","https://openalex.org/W3200641066","https://openalex.org/W3201659546","https://openalex.org/W4280535919","https://openalex.org/W4280600334","https://openalex.org/W4281385049","https://openalex.org/W4292746357","https://openalex.org/W4295122555","https://openalex.org/W4307072352","https://openalex.org/W4392173872"],"related_works":["https://openalex.org/W3010781909","https://openalex.org/W4200233390","https://openalex.org/W4315705624","https://openalex.org/W3116386889","https://openalex.org/W4313218046","https://openalex.org/W2605443953","https://openalex.org/W2943138144","https://openalex.org/W1604340626","https://openalex.org/W3127289135","https://openalex.org/W2953707841"],"abstract_inverted_index":{"With":[0],"the":[1,32,63,80,94],"development":[2,96],"of":[3,28,98],"information":[4,30],"and":[5,19,40,71,82],"communication":[6],"technology,":[7],"machine":[8,36,58,74,89],"learning":[9,75,90],"has":[10],"become":[11],"an":[12],"indispensable":[13],"technical":[14],"tool":[15],"in":[16,31,57,73],"many":[17],"industrial":[18],"research":[20],"fields.":[21],"However,":[22],"there":[23],"is":[24,48],"a":[25,49],"large":[26],"amount":[27],"personal":[29],"data":[33],"required":[34],"for":[35,88],"learning,":[37],"bringing":[38],"risks":[39],"challenges":[41],"into":[42],"privacy":[43,46,52,65,85],"protection.":[44],"Differential":[45],"protection":[47,53,66,86],"perturbation":[50,72],"based":[51,68],"mechanism":[54],"widely":[55],"used":[56],"learning.":[59],"In":[60],"this":[61,99],"paper,":[62],"common":[64],"technologies":[67,87],"on":[69],"encryption":[70],"are":[76,91,101],"firstly":[77],"summarized.":[78],"Secondly,":[79],"supervised":[81],"unsupervised":[83],"differential":[84],"distinguished.":[92],"Finally,":[93],"future":[95],"directions":[97],"field":[100],"offered.":[102]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2025-10-10T00:00:00"}