{"id":"https://openalex.org/W4396580596","doi":"https://doi.org/10.4018/979-8-3693-1874-4.ch013","title":"Revolutionizing Healthcare Harnessing IoT-Integrated Federated Learning for Early Disease Detection and Patient Privacy Preservation","display_name":"Revolutionizing Healthcare Harnessing IoT-Integrated Federated Learning for Early Disease Detection and Patient Privacy Preservation","publication_year":2024,"publication_date":"2024-04-19","ids":{"openalex":"https://openalex.org/W4396580596","doi":"https://doi.org/10.4018/979-8-3693-1874-4.ch013"},"language":"en","primary_location":{"id":"doi:10.4018/979-8-3693-1874-4.ch013","doi":"https://doi.org/10.4018/979-8-3693-1874-4.ch013","is_oa":false,"landing_page_url":"https://doi.org/10.4018/979-8-3693-1874-4.ch013","pdf_url":null,"source":{"id":"https://openalex.org/S4210171330","display_name":"Advances in healthcare information systems and administration book series","issn_l":"2328-1243","issn":["2328-1243","2328-126X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Healthcare Information Systems and Administration","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4396580602","display_name":"Federated Learning and Privacy-Preserving in Healthcare AI"},"type":"book-chapter","is_traditional":true,"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/A5069949898","display_name":"C. V. Suresh Babu","orcid":"https://orcid.org/0000-0002-8474-2882","observed_orcids":["https://orcid.org/0000-0002-8474-2882"]},"institutions":[{"id":"https://openalex.org/I43663321","display_name":"Hindustan Institute of Technology and Science","ror":"https://ror.org/037tgdn13","country_code":"IN","type":"education","lineage":["https://openalex.org/I43663321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"C. V. Suresh Babu","raw_affiliation_strings":["Hindustan Institute of Technology and Science, India"],"raw_orcid":"https://orcid.org/0000-0002-8474-2882","affiliations":[{"raw_affiliation_string":"Hindustan Institute of Technology and Science, India","institution_ids":["https://openalex.org/I43663321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027859287","display_name":"V Surendar","orcid":"https://orcid.org/0009-0002-3552-6988","observed_orcids":["https://orcid.org/0009-0002-3552-6988"]},"institutions":[{"id":"https://openalex.org/I43663321","display_name":"Hindustan Institute of Technology and Science","ror":"https://ror.org/037tgdn13","country_code":"IN","type":"education","lineage":["https://openalex.org/I43663321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"V. Surendar","raw_affiliation_strings":["Hindustan Institute of Technology and Science, India"],"raw_orcid":"https://orcid.org/0009-0002-3552-6988","affiliations":[{"raw_affiliation_string":"Hindustan Institute of Technology and Science, India","institution_ids":["https://openalex.org/I43663321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5096258897","display_name":"N. Dheepak","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I43663321","display_name":"Hindustan Institute of Technology and Science","ror":"https://ror.org/037tgdn13","country_code":"IN","type":"education","lineage":["https://openalex.org/I43663321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"N. Dheepak","raw_affiliation_strings":["Hindustan Institute of Technology and Science, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hindustan Institute of Technology and Science, India","institution_ids":["https://openalex.org/I43663321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5096169811","display_name":"S. Shiraj","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I43663321","display_name":"Hindustan Institute of Technology and Science","ror":"https://ror.org/037tgdn13","country_code":"IN","type":"education","lineage":["https://openalex.org/I43663321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Shiraj","raw_affiliation_strings":["Hindustan Institute of Technology and Science, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hindustan Institute of Technology and Science, India","institution_ids":["https://openalex.org/I43663321"]}]},{"author_position":"last","author":{"id":null,"display_name":"K. Praveen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I43663321","display_name":"Hindustan Institute of Technology and Science","ror":"https://ror.org/037tgdn13","country_code":"IN","type":"education","lineage":["https://openalex.org/I43663321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Praveen","raw_affiliation_strings":["Hindustan Institute of Technology and Science, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hindustan Institute of Technology and Science, India","institution_ids":["https://openalex.org/I43663321"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I43663321"],"apc_list":null,"apc_paid":null,"fwci":2.5871,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.89685489,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"195","last_page":"216"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.8593999743461609,"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":0.8593999743461609,"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/T13038","display_name":"Internet of Things and AI","score":0.12229999899864197,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.010599999688565731,"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/federated-learning","display_name":"federated learning","score":0.9110000133514404},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.8820000290870667},{"id":"https://openalex.org/keywords/early-disease-detection","display_name":"early disease detection","score":0.8889999985694885},{"id":"https://openalex.org/keywords/cancer-detection","display_name":"cancer detection","score":0.8360000252723694},{"id":"https://openalex.org/keywords/patient-privacy","display_name":"patient privacy","score":0.9399999976158142},{"id":"https://openalex.org/keywords/wearable-devices","display_name":"wearable devices","score":0.8539999723434448},{"id":"https://openalex.org/keywords/remote-patient-monitoring","display_name":"remote patient monitoring","score":0.9959999918937683},{"id":"https://openalex.org/keywords/individualized-treatment-planning","display_name":"personalized treatment planning","score":0.9760000109672546},{"id":"https://openalex.org/keywords/clinical-trials","display_name":"clinical trials","score":0.9480000138282776},{"id":"https://openalex.org/keywords/health-data-privacy","display_name":"health data privacy","score":0.5130000114440918}],"concepts":[{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7496542930603027},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5420764684677124},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.5352265238761902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5336542725563049},{"id":"https://openalex.org/C2910417920","wikidata":"https://www.wikidata.org/wiki/Q4116434","display_name":"Patient privacy","level":3,"score":0.4228825867176056},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.42238831520080566},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14647990465164185},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.07291799783706665},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/979-8-3693-1874-4.ch013","doi":"https://doi.org/10.4018/979-8-3693-1874-4.ch013","is_oa":false,"landing_page_url":"https://doi.org/10.4018/979-8-3693-1874-4.ch013","pdf_url":null,"source":{"id":"https://openalex.org/S4210171330","display_name":"Advances in healthcare information systems and administration book series","issn_l":"2328-1243","issn":["2328-1243","2328-126X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Healthcare Information Systems and Administration","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8048999905586243,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2053637704","https://openalex.org/W2078937669","https://openalex.org/W2079841778","https://openalex.org/W2402144811","https://openalex.org/W2435473771","https://openalex.org/W2473418344","https://openalex.org/W2532781556","https://openalex.org/W2535690855","https://openalex.org/W2535838896","https://openalex.org/W2541884796","https://openalex.org/W2591882872","https://openalex.org/W2701059868","https://openalex.org/W2767079719","https://openalex.org/W2777914285","https://openalex.org/W2899089729","https://openalex.org/W2912213068","https://openalex.org/W2913570153","https://openalex.org/W2961396908","https://openalex.org/W2995022099","https://openalex.org/W3012501605","https://openalex.org/W3093759039","https://openalex.org/W3100779497","https://openalex.org/W3128352609","https://openalex.org/W3148885526","https://openalex.org/W3175016299","https://openalex.org/W4205228770","https://openalex.org/W4229049869","https://openalex.org/W4234415002","https://openalex.org/W4283264067","https://openalex.org/W4284966659","https://openalex.org/W4285113764","https://openalex.org/W4318293178","https://openalex.org/W4382989724","https://openalex.org/W4383822167","https://openalex.org/W4385454927","https://openalex.org/W4387065210"],"related_works":["https://openalex.org/W7164587925","https://openalex.org/W7128000787","https://openalex.org/W4407317290","https://openalex.org/W4393033280","https://openalex.org/W7125678372","https://openalex.org/W4391828089","https://openalex.org/W7167269707","https://openalex.org/W7215925952","https://openalex.org/W4413823886","https://openalex.org/W4413202999"],"abstract_inverted_index":{"In":[0],"an":[1],"era":[2],"where":[3],"healthcare":[4,22,105,121],"is":[5],"increasingly":[6],"reliant":[7],"on":[8,50],"technology,":[9],"this":[10,29,58,81],"chapter":[11,30,59,124],"explores":[12],"the":[13,51,96,108,120,126],"transformative":[14],"potential":[15],"of":[16,54,98,110],"IoT-integrated":[17],"federated":[18,113],"learning":[19,75],"for":[20],"optimizing":[21],"privacy":[23],"and":[24,45,63,78,93,103,112],"detection.":[25],"Leveraging":[26],"IoT":[27,65,111],"devices,":[28],"presents":[31],"a":[32,116,129],"compelling":[33],"approach":[34],"to":[35,83,128],"early":[36,55],"disease":[37],"detection,":[38,57],"personalized":[39],"treatment":[40],"planning,":[41],"remote":[42],"patient":[43,72],"monitoring,":[44],"clinical":[46],"trial":[47],"enhancement.":[48],"Focusing":[49],"pressing":[52],"issue":[53],"cancer":[56],"demonstrates":[60],"how":[61],"wearable":[62],"home":[64],"devices":[66],"gather":[67],"health":[68,85],"data":[69,82],"without":[70],"compromising":[71],"privacy.":[73],"Federated":[74],"models,":[76],"decentralized":[77],"secure,":[79],"process":[80],"identify":[84],"anomalies":[86],"before":[87],"symptoms":[88],"manifest.":[89],"Despite":[90],"technical,":[91],"regulatory,":[92],"social":[94],"challenges,":[95],"benefits":[97],"heightened":[99],"privacy,":[100],"increased":[101],"efficiency,":[102],"reduced":[104],"costs":[106],"drive":[107],"integration":[109],"learning,":[114],"marking":[115],"profound":[117],"advancement":[118],"in":[119],"landscape.":[122],"This":[123],"illuminates":[125],"path":[127],"data-driven,":[130],"patient-centric":[131],"future.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-05-03T00:00:00"}