{"id":"https://openalex.org/W4410738117","doi":"https://doi.org/10.1109/tce.2025.3573519","title":"AI-Enhanced Differential Privacy Architecture for Securing Consumer Internet of Things (CIoT) Data","display_name":"AI-Enhanced Differential Privacy Architecture for Securing Consumer Internet of Things (CIoT) Data","publication_year":2025,"publication_date":"2025-05-01","ids":{"openalex":"https://openalex.org/W4410738117","doi":"https://doi.org/10.1109/tce.2025.3573519"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2025.3573519","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3573519","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Consumer Electronics","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/A5006773273","display_name":"Waqas Ali","orcid":"https://orcid.org/0000-0001-6453-3496"},"institutions":[{"id":"https://openalex.org/I4210127363","display_name":"Institute of Management Sciences Peshawar","ror":"https://ror.org/02m8e1r74","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210127363"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Waqas Ali","raw_affiliation_strings":["Center of Excellence in IT, Institute of Management Sciences, Peshawar, Pakistan","Institute of Management Sciences, Peshawar, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-6453-3496","affiliations":[{"raw_affiliation_string":"Center of Excellence in IT, Institute of Management Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I4210127363"]},{"raw_affiliation_string":"Institute of Management Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I4210127363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101816594","display_name":"Muhammad Amin","orcid":"https://orcid.org/0000-0003-3484-9793"},"institutions":[{"id":"https://openalex.org/I201384688","display_name":"National University of Computer and Emerging Sciences","ror":"https://ror.org/003eyb898","country_code":"PK","type":"education","lineage":["https://openalex.org/I201384688"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Muhammad Amin","raw_affiliation_strings":["Computer Science Department, National University of Computer and Emerging Sciences, Peshawar, Pakistan","National University of Computer and Emerging Sciences (NUCES), Peshawar, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-3484-9793","affiliations":[{"raw_affiliation_string":"Computer Science Department, National University of Computer and Emerging Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I201384688"]},{"raw_affiliation_string":"National University of Computer and Emerging Sciences (NUCES), Peshawar, Pakistan","institution_ids":["https://openalex.org/I201384688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040908419","display_name":"Fawaz Khaled Alarfaj","orcid":"https://orcid.org/0000-0002-6598-6240"},"institutions":[{"id":"https://openalex.org/I4626487","display_name":"King Faisal University","ror":"https://ror.org/00dn43547","country_code":"SA","type":"education","lineage":["https://openalex.org/I4626487"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Fawaz Khaled Alarfaj","raw_affiliation_strings":["MIS Department Business School, King Faisal University, Houfuf, Saudi Arabia","MIS Department, Business School King Faisal University, Houfuf, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-6598-6240","affiliations":[{"raw_affiliation_string":"MIS Department Business School, King Faisal University, Houfuf, Saudi Arabia","institution_ids":["https://openalex.org/I4626487"]},{"raw_affiliation_string":"MIS Department, Business School King Faisal University, Houfuf, Saudi Arabia","institution_ids":["https://openalex.org/I4626487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076931295","display_name":"Yasser D. Al\u2010Otaibi","orcid":"https://orcid.org/0000-0002-1464-8401"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Yasser D. Al-Otaibi","raw_affiliation_strings":["Department of Information Systems, Faculty of Computing and Information Technology in Rabigh, King Abdulaziz University, Jeddah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-1464-8401","affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computing and Information Technology in Rabigh, King Abdulaziz University, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032370620","display_name":"Sajid Anwar","orcid":"https://orcid.org/0000-0003-3393-1656"},"institutions":[{"id":"https://openalex.org/I4210127363","display_name":"Institute of Management Sciences Peshawar","ror":"https://ror.org/02m8e1r74","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210127363"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Sajid Anwar","raw_affiliation_strings":["Center for Excellence in IT, Institute of Management Sciences, Peshawar, Pakistan","Institute of Management Sciences, Peshawar, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-3393-1656","affiliations":[{"raw_affiliation_string":"Center for Excellence in IT, Institute of Management Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I4210127363"]},{"raw_affiliation_string":"Institute of Management Sciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I4210127363"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.2763,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95105018,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"71","issue":"2","first_page":"5201","last_page":"5215"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9714999794960022,"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":0.9714999794960022,"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":0.6012920141220093},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.5420767068862915},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5372758507728577},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5237676501274109},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.49433064460754395},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4706553518772125},{"id":"https://openalex.org/keywords/consumer-privacy","display_name":"Consumer privacy","score":0.46856266260147095},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4583631455898285},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.41979336738586426},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3965302109718323},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.37653493881225586},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.24982544779777527},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1536339521408081}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6012920141220093},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.5420767068862915},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5372758507728577},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5237676501274109},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.49433064460754395},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4706553518772125},{"id":"https://openalex.org/C2778656907","wikidata":"https://www.wikidata.org/wiki/Q5164712","display_name":"Consumer privacy","level":3,"score":0.46856266260147095},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4583631455898285},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.41979336738586426},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3965302109718323},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.37653493881225586},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.24982544779777527},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1536339521408081},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tce.2025.3573519","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3573519","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Consumer Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2528612033","display_name":null,"funder_award_id":"KFU252001","funder_id":"https://openalex.org/F4320322804","funder_display_name":"Deanship of Scientific Research, King Faisal University"}],"funders":[{"id":"https://openalex.org/F4320322804","display_name":"Deanship of Scientific Research, King Faisal University","ror":"https://ror.org/00dn43547"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2076164740","https://openalex.org/W2115240023","https://openalex.org/W2134167315","https://openalex.org/W2519971059","https://openalex.org/W2624953603","https://openalex.org/W2892294644","https://openalex.org/W2898288652","https://openalex.org/W2899562587","https://openalex.org/W2947337711","https://openalex.org/W2960746948","https://openalex.org/W2976459024","https://openalex.org/W2990664478","https://openalex.org/W3034175800","https://openalex.org/W3161545116","https://openalex.org/W3189100433","https://openalex.org/W3211875619","https://openalex.org/W3214620214","https://openalex.org/W4205455123","https://openalex.org/W4205974944","https://openalex.org/W4213044365","https://openalex.org/W4323037252","https://openalex.org/W4387247674","https://openalex.org/W4393253979","https://openalex.org/W4394849049","https://openalex.org/W4402736160"],"related_works":["https://openalex.org/W4391095118","https://openalex.org/W2057398560","https://openalex.org/W2584827882","https://openalex.org/W4248194780","https://openalex.org/W2515530082","https://openalex.org/W3124723974","https://openalex.org/W3025835448","https://openalex.org/W2015735740","https://openalex.org/W2499506767","https://openalex.org/W4237780503"],"abstract_inverted_index":{"Consumer":[0],"Internet":[1],"of":[2,9,29,69,115,137,198],"Things":[3],"(CIoT)":[4],"refers":[5,111],"to":[6,50,94,112,146,180,191,207],"the":[7,38,73,83,101,113,122,173,181,193],"network":[8],"connected":[10],"devices":[11,20,43,71,142],"used":[12],"by":[13],"individuals":[14],"in":[15,78],"their":[16,164],"daily":[17,48],"lives.":[18],"These":[19,42],"offer":[21],"benefits":[22],"such":[23,89],"as":[24,61,63,75,90],"convenience,":[25],"efficiency":[26],"and":[27,99,149,163,217],"quality":[28],"life":[30],"but":[31],"also":[32,161],"create":[33],"major":[34],"privacy":[35,87,154,194,216],"risks":[36],"with":[37,168],"data":[39,54,98,116,138,215],"they":[40],"collect.":[41],"collect":[44],"personal":[45],"information,":[46],"from":[47,140],"routine":[49],"health":[51],"data.":[52],"Such":[53],"is":[55,92,155,189],"a":[56,76,176,211],"prime":[57],"target":[58],"for":[59,127,135],"cyber-attacks":[60],"well":[62],"unauthorized":[64],"access.":[65],"The":[66,201],"interconnected":[67],"nature":[68],"CIoT":[70,141],"amplifies":[72],"risk,":[74],"breach":[77],"one":[79],"device":[80],"can":[81],"compromise":[82],"entire":[84],"network.":[85],"Strong":[86],"measures":[88],"anonymization":[91,136,151],"essential":[93],"protect":[95],"users\u2019":[96],"private":[97],"at":[100],"same":[102],"time":[103],"maintaining":[104],"its":[105],"utility.":[106,218],"In":[107,130],"this":[108,131],"context,":[109],"utility":[110],"preservation":[114],"accuracy":[117],"after":[118],"anonymization,":[119],"ensuring":[120,150],"that":[121,204],"anonymized":[123],"dataset":[124],"remains":[125],"suitable":[126],"meaningful":[128],"analysis.":[129],"article,":[132],"an":[133],"architecture":[134],"collected":[139],"using":[143,152,205],"three-way":[144,169],"decisions":[145,159],"avoid":[147],"ambiguity":[148],"differential":[153,199],"presented.":[156],"Further,":[157],"two-way":[158],"are":[160,166],"explored,":[162],"results":[165,202],"compared":[167],"decisions,":[170],"demonstrating":[171],"how":[172],"latter":[174],"provides":[175],"more":[177],"effective":[178],"solution":[179],"privacy-utility":[182],"trade-off.":[183],"Finally,":[184],"Stochastic":[185],"Gradient":[186],"Descent":[187],"(SGD)":[188],"employed":[190],"determine":[192,208],"budget":[195],"()":[196],"parameter":[197],"privacy.":[200],"show":[203],"SGD":[206],"epsilon":[209],"provided":[210],"better":[212],"balance":[213],"between":[214]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
