{"id":"https://openalex.org/W4283210780","doi":"https://doi.org/10.1109/infocomwkshps54753.2022.9798196","title":"Edge Intelligence-based Privacy Protection Framework for IoT-based Smart Healthcare Systems","display_name":"Edge Intelligence-based Privacy Protection Framework for IoT-based Smart Healthcare Systems","publication_year":2022,"publication_date":"2022-05-02","ids":{"openalex":"https://openalex.org/W4283210780","doi":"https://doi.org/10.1109/infocomwkshps54753.2022.9798196"},"language":"en","primary_location":{"id":"doi:10.1109/infocomwkshps54753.2022.9798196","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps54753.2022.9798196","pdf_url":null,"source":{"id":"https://openalex.org/S4363607985","display_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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/A5089117550","display_name":"Mahmuda Akter","orcid":"https://orcid.org/0000-0001-6730-3960"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mahmuda Akter","raw_affiliation_strings":["University of New South Wales,School of Engineering and Information Technology,Canberra,ACT 2612"],"affiliations":[{"raw_affiliation_string":"University of New South Wales,School of Engineering and Information Technology,Canberra,ACT 2612","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089327837","display_name":"Nour Moustafa","orcid":"https://orcid.org/0000-0001-6127-9349"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nour Moustafa","raw_affiliation_strings":["University of New South Wales,School of Engineering and Information Technology,Canberra,ACT 2612"],"affiliations":[{"raw_affiliation_string":"University of New South Wales,School of Engineering and Information Technology,Canberra,ACT 2612","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052257130","display_name":"Timothy Lynar","orcid":"https://orcid.org/0000-0001-7934-5658"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Timothy Lynar","raw_affiliation_strings":["University of New South Wales,School of Engineering and Information Technology,Canberra,ACT 2612"],"affiliations":[{"raw_affiliation_string":"University of New South Wales,School of Engineering and Information Technology,Canberra,ACT 2612","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089117550"],"corresponding_institution_ids":["https://openalex.org/I31746571"],"apc_list":null,"apc_paid":null,"fwci":1.1446,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.79642299,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"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":0.9998000264167786,"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":0.9998000264167786,"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/T13553","display_name":"Age of Information Optimization","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7884070873260498},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.7288945317268372},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.5478668808937073},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5187414288520813},{"id":"https://openalex.org/keywords/interoperability","display_name":"Interoperability","score":0.5103148818016052},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5096282958984375},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4524383544921875},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.45012545585632324},{"id":"https://openalex.org/keywords/news-aggregator","display_name":"News aggregator","score":0.4242219030857086},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.41351255774497986},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.38458773493766785},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37776100635528564},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32021504640579224},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.20902958512306213},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10551634430885315}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7884070873260498},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.7288945317268372},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.5478668808937073},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5187414288520813},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.5103148818016052},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5096282958984375},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4524383544921875},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.45012545585632324},{"id":"https://openalex.org/C180505990","wikidata":"https://www.wikidata.org/wiki/Q498267","display_name":"News aggregator","level":2,"score":0.4242219030857086},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.41351255774497986},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.38458773493766785},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37776100635528564},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32021504640579224},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.20902958512306213},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10551634430885315},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/infocomwkshps54753.2022.9798196","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps54753.2022.9798196","pdf_url":null,"source":{"id":"https://openalex.org/S4363607985","display_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2022 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6200000047683716,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2512367456","https://openalex.org/W2918017075","https://openalex.org/W2951832089","https://openalex.org/W2969918547","https://openalex.org/W2974991939","https://openalex.org/W2982656930","https://openalex.org/W2989289980","https://openalex.org/W3003651800","https://openalex.org/W3016632787","https://openalex.org/W3033511014","https://openalex.org/W3038028469","https://openalex.org/W3038034516","https://openalex.org/W3047595056","https://openalex.org/W3048732067","https://openalex.org/W3081130510","https://openalex.org/W3095859802","https://openalex.org/W3100779497","https://openalex.org/W3111512201","https://openalex.org/W3117321386","https://openalex.org/W3146591378","https://openalex.org/W3150600293","https://openalex.org/W3157850870","https://openalex.org/W3178661111","https://openalex.org/W3179237507","https://openalex.org/W3191277520","https://openalex.org/W3193254256","https://openalex.org/W3196576232","https://openalex.org/W3196593819","https://openalex.org/W3202169141","https://openalex.org/W4210968720","https://openalex.org/W4287330184","https://openalex.org/W6768964202","https://openalex.org/W6782138980","https://openalex.org/W6790615526","https://openalex.org/W6800827701"],"related_works":["https://openalex.org/W3106131444","https://openalex.org/W4213230054","https://openalex.org/W3092280530","https://openalex.org/W3204740405","https://openalex.org/W4282574935","https://openalex.org/W2941572917","https://openalex.org/W2904860384","https://openalex.org/W4376106090","https://openalex.org/W4211187373","https://openalex.org/W4285407613"],"abstract_inverted_index":{"Federated":[0,101],"Learning":[1,14],"(FL)":[2],"mechanisms":[3],"determine":[4],"the":[5,30,35,110,171,186],"implications":[6],"of":[7,29,37,44,160,167,175],"sensitive":[8],"data":[9,61],"for":[10,24,54,108],"constructing":[11],"on-device":[12],"Machine":[13],"(ML)":[15],"to":[16,59,79,92,131,134],"achieve":[17],"personalisation":[18],"in":[19,69],"a":[20,85,93,100,150],"smart":[21,31],"application":[22],"network,":[23],"example,":[25],"sharing":[26],"critical":[27],"information":[28],"healthcare":[32,112],"industry":[33,113],"over":[34,143],"Internet":[36],"Things":[38],"(IoT)":[39],"systems.":[40,116],"The":[41,147],"main":[42],"function":[43],"centralised":[45],"FL":[46],"can":[47],"be":[48],"combined":[49],"with":[50,106,164,170],"Edge":[51,71,102,126],"Intelligence":[52],"(EI)":[53],"processing":[55],"before":[56,95],"final":[57],"aggregation":[58],"reduce":[60],"manipulation":[62],"and":[63,140,182],"privacy":[64,77,138,187],"hazard.":[65],"However,":[66],"executing":[67],"EI":[68,133],"an":[70,144],"Computing":[72],"(EC)":[73],"layer":[74],"also":[75],"poses":[76],"risks":[78],"clients.":[80],"Differential":[81],"Privacy":[82],"(DP)":[83],"offers":[84],"viable":[86],"solution":[87],"by":[88],"adding":[89],"artificial":[90],"noise":[91],"parameter":[94],"aggregation.":[96],"This":[97],"paper":[98],"introduces":[99],"Aggregator":[103],"(FEA)":[104],"framework":[105,179],"DP":[107],"safeguarding":[109],"high-tech":[111],"using":[114],"IoT":[115,145],"An":[117],"iteration-based":[118],"converged":[119],"Convolutional":[120],"Neural":[121],"Network":[122],"(CNN)":[123],"model":[124,141],"at":[125],"Layer":[127],"(EL)":[128],"is":[129,180],"developed":[130],"perform":[132],"balance":[135],"$\\mathrm{FL}^{\\prime}$":[136],"s":[137],"preservation":[139,188],"performance":[142,153],"network.":[146],"results":[148],"demonstrated":[149],"90%":[151],"accuracy":[152,165],"after":[154],"specific":[155],"iterations,":[156],"better":[157],"than":[158],"those":[159],"other":[161],"baseline":[162],"approaches":[163],"levels":[166],"approximately":[168],"80%":[169],"same":[172],"epsilon":[173],"value":[174],"4.":[176],"Also,":[177],"this":[178],"faster":[181],"more":[183],"successfully":[184],"meets":[185],"paradigm.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}