{"id":"https://openalex.org/W4388821283","doi":"https://doi.org/10.1109/idsta58916.2023.10317828","title":"Deep Federated Learning for IoT to Improve Healthcare Operations","display_name":"Deep Federated Learning for IoT to Improve Healthcare Operations","publication_year":2023,"publication_date":"2023-10-24","ids":{"openalex":"https://openalex.org/W4388821283","doi":"https://doi.org/10.1109/idsta58916.2023.10317828"},"language":"en","primary_location":{"id":"doi:10.1109/idsta58916.2023.10317828","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/idsta58916.2023.10317828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Fourth International Conference on Intelligent Data Science Technologies and Applications (IDSTA)","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/A5007540973","display_name":"Haya Elayan","orcid":"https://orcid.org/0000-0001-8104-626X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haya Elayan","raw_affiliation_strings":["xAnalytics Inc.,Ottawa,Canada","xAnalytics Inc., Ottawa, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"xAnalytics Inc.,Ottawa,Canada","institution_ids":[]},{"raw_affiliation_string":"xAnalytics Inc., Ottawa, Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020975697","display_name":"Moayad Aloqaily","orcid":"https://orcid.org/0000-0003-2443-7234"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Moayad Aloqaily","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI),UAE","Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI),UAE","institution_ids":["https://openalex.org/I4210113480"]},{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), UAE","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057916222","display_name":"Mohsen Guizani","orcid":"https://orcid.org/0000-0002-8972-8094"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohsen Guizani","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI),UAE","Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI),UAE","institution_ids":["https://openalex.org/I4210113480"]},{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI), UAE","institution_ids":["https://openalex.org/I4210113480"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1505941,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"85","last_page":"90"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9995999932289124,"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":0.9995999932289124,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9674999713897705,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9672999978065491,"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":0.7781400084495544},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6669862866401672},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.579779863357544},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4927103817462921},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.46175074577331543},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.35749828815460205},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3529573976993561},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.08812534809112549},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.0823013186454773}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7781400084495544},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6669862866401672},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.579779863357544},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4927103817462921},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46175074577331543},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.35749828815460205},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3529573976993561},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.08812534809112549},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0823013186454773},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/idsta58916.2023.10317828","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/idsta58916.2023.10317828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Fourth International Conference on Intelligent Data Science Technologies and Applications (IDSTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2948356724","https://openalex.org/W2999469653","https://openalex.org/W3018464563","https://openalex.org/W3027472889","https://openalex.org/W3045693096","https://openalex.org/W3046115333","https://openalex.org/W3082145915","https://openalex.org/W3087885863","https://openalex.org/W3088646623","https://openalex.org/W3109356043","https://openalex.org/W3119595909","https://openalex.org/W4256078332"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W2389214306","https://openalex.org/W3031181660"],"abstract_inverted_index":{"Recently,":[0],"technological":[1],"development":[2],"has":[3],"given":[4],"rise":[5],"to":[6,51,91,112,150],"the":[7,25,38,59,108,121,147,156],"Internet":[8],"of":[9,54,56,61,130,136,159,168],"Things":[10],"(IoT),":[11],"advanced":[12,49],"machine":[13],"learning":[14],"techniques,":[15],"wireless":[16],"communications,":[17],"and":[18,43,66,71,98,162,176],"other":[19],"technologies":[20,50],"that":[21,46,80],"have":[22],"served":[23],"as":[24,34],"basis":[26],"for":[27,40,85],"developing":[28],"applications":[29],"in":[30],"various":[31],"industries":[32],"such":[33,114],"healthcare.":[35],"Motivated":[36],"by":[37,172],"need":[39],"a":[41,68,77,117,127],"comprehensive":[42],"efficient":[44],"framework":[45,79,89,106],"integrates":[47],"these":[48],"take":[52],"advantage":[53],"each":[55,63],"them,":[57],"solve":[58],"problems":[60],"implementing":[62],"technology":[64],"alone,":[65],"build":[67,151],"privacy-preserve,":[69],"robust,":[70],"scalable":[72],"solution.":[73],"This":[74,88],"paper":[75],"presents":[76],"novel":[78],"applies":[81],"Deep":[82],"Federated":[83],"Learning":[84],"healthcare":[86,93,102,160],"IoT.":[87],"aims":[90],"improve":[92],"operations,":[94],"preserve":[95],"patient":[96],"privacy,":[97],"thus":[99],"deliver":[100],"better":[101],"services.":[103],"The":[104,166],"proposed":[105],"discusses":[107],"technical":[109,128],"requirements":[110],"required":[111],"implement":[113],"frameworks.":[115],"Also,":[116],"thorough":[118],"comparison":[119],"with":[120,143],"existing":[122],"literature":[123],"is":[124,140],"performed":[125],"from":[126],"point":[129],"view.":[131],"Furthermore,":[132],"an":[133],"experimental":[134],"implementation":[135],"fetus":[137],"health":[138,170],"classification":[139],"presented,":[141],"along":[142],"preliminary":[144],"findings":[145],"regarding":[146],"framework's":[148],"ability":[149],"high-performance":[152],"predictive":[153],"models":[154],"considering":[155],"distributed":[157],"nature":[158],"data":[161],"its":[163],"limited":[164],"availability.":[165],"results":[167],"improving":[169],"services":[171],"preventing":[173],"potential":[174],"deaths":[175],"disabilities":[177],"are":[178],"also":[179],"presented.":[180]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
