{"id":"https://openalex.org/W4409129975","doi":"https://doi.org/10.1109/jiot.2025.3557575","title":"Healthcare Industry 5.0: Pareto-Optimal IoT-Based Health Monitoring With Federated Learning","display_name":"Healthcare Industry 5.0: Pareto-Optimal IoT-Based Health Monitoring With Federated Learning","publication_year":2025,"publication_date":"2025-04-03","ids":{"openalex":"https://openalex.org/W4409129975","doi":"https://doi.org/10.1109/jiot.2025.3557575"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3557575","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3557575","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5038070789","display_name":"Ioanna Diamantoulaki","orcid":null},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Ioanna Diamantoulaki","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076624585","display_name":"Sotiris A. Tegos","orcid":"https://orcid.org/0000-0001-8967-1203"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Sotiris A. Tegos","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0001-8967-1203","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037681253","display_name":"Pavlos S. Bouzinis","orcid":"https://orcid.org/0000-0003-4861-475X"},"institutions":[{"id":"https://openalex.org/I89506807","display_name":"University of Western Macedonia","ror":"https://ror.org/00a5pe906","country_code":"GR","type":"education","lineage":["https://openalex.org/I89506807"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Pavlos S. Bouzinis","raw_affiliation_strings":["MetaMind Innovation P.C., Kozani, Greece","MetaMind Innovation P.C., Kila Kozani, Kozani, Greece"],"raw_orcid":"https://orcid.org/0000-0003-4861-475X","affiliations":[{"raw_affiliation_string":"MetaMind Innovation P.C., Kozani, Greece","institution_ids":["https://openalex.org/I89506807"]},{"raw_affiliation_string":"MetaMind Innovation P.C., Kila Kozani, Kozani, Greece","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050756789","display_name":"Panagiotis Sarigiannidis","orcid":"https://orcid.org/0000-0001-6042-0355"},"institutions":[{"id":"https://openalex.org/I89506807","display_name":"University of Western Macedonia","ror":"https://ror.org/00a5pe906","country_code":"GR","type":"education","lineage":["https://openalex.org/I89506807"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Panagiotis Sarigiannidis","raw_affiliation_strings":["Department of Informatics and Telecommunications Engineering, University of Western Macedonia, Kozani, Greece"],"raw_orcid":"https://orcid.org/0000-0001-6042-0355","affiliations":[{"raw_affiliation_string":"Department of Informatics and Telecommunications Engineering, University of Western Macedonia, Kozani, Greece","institution_ids":["https://openalex.org/I89506807"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021656867","display_name":"Christos Chatzakis","orcid":"https://orcid.org/0000-0002-5895-6887"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Christos Chatzakis","raw_affiliation_strings":["2nd Department of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece","2nd Dept. of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, AUTH Campus, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"2nd Department of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]},{"raw_affiliation_string":"2nd Dept. of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, AUTH Campus, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027313730","display_name":"Stamatios Petousis","orcid":"https://orcid.org/0000-0002-5564-0406"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stamatios Petousis","raw_affiliation_strings":["2nd Department of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece","2nd Dept. of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, AUTH Campus, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"2nd Department of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]},{"raw_affiliation_string":"2nd Dept. of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, AUTH Campus, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082929636","display_name":"Nicos Maglaveras","orcid":"https://orcid.org/0000-0002-4919-0664"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nicos Maglaveras","raw_affiliation_strings":["2nd Department of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece","2nd Dept. of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, AUTH Campus, Thessaloniki, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"2nd Department of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]},{"raw_affiliation_string":"2nd Dept. of Obstetrics and Gynaecology, Medical School, Aristotle University of Thessaloniki, AUTH Campus, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061744244","display_name":"George K. Karagiannidis","orcid":"https://orcid.org/0000-0001-8810-0345"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George K. Karagiannidis","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece"],"raw_orcid":"https://orcid.org/0000-0001-8810-0345","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5038070789"],"corresponding_institution_ids":["https://openalex.org/I21370196"],"apc_list":null,"apc_paid":null,"fwci":9.4616,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.9777784,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"12","issue":"13","first_page":"24215","last_page":"24229"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13693","display_name":"Smart Systems and Machine Learning","score":0.7838000059127808,"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"}},"topics":[{"id":"https://openalex.org/T13693","display_name":"Smart Systems and Machine Learning","score":0.7838000059127808,"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/T13038","display_name":"Internet of Things and AI","score":0.748199999332428,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7067587375640869},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.6979061365127563},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5712668299674988},{"id":"https://openalex.org/keywords/pareto-optimal","display_name":"Pareto optimal","score":0.5539125204086304},{"id":"https://openalex.org/keywords/healthcare-industry","display_name":"Healthcare industry","score":0.5021674633026123},{"id":"https://openalex.org/keywords/pareto-analysis","display_name":"Pareto analysis","score":0.48921728134155273},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4773019552230835},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3204237222671509},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.2887037992477417},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.22048470377922058},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.09333553910255432},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08654478192329407}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7067587375640869},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6979061365127563},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5712668299674988},{"id":"https://openalex.org/C2986314615","wikidata":"https://www.wikidata.org/wiki/Q36829","display_name":"Pareto optimal","level":3,"score":0.5539125204086304},{"id":"https://openalex.org/C2989086416","wikidata":"https://www.wikidata.org/wiki/Q15067276","display_name":"Healthcare industry","level":3,"score":0.5021674633026123},{"id":"https://openalex.org/C118127601","wikidata":"https://www.wikidata.org/wiki/Q3797610","display_name":"Pareto analysis","level":3,"score":0.48921728134155273},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4773019552230835},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3204237222671509},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.2887037992477417},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22048470377922058},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.09333553910255432},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08654478192329407},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3557575","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3557575","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1969557815","https://openalex.org/W2093557216","https://openalex.org/W2107872096","https://openalex.org/W2134293572","https://openalex.org/W2143159748","https://openalex.org/W2158274224","https://openalex.org/W2168048360","https://openalex.org/W2530417694","https://openalex.org/W2767079719","https://openalex.org/W2907723909","https://openalex.org/W2987554886","https://openalex.org/W2995022099","https://openalex.org/W2997604048","https://openalex.org/W3004021390","https://openalex.org/W3012501605","https://openalex.org/W3021654819","https://openalex.org/W3033511014","https://openalex.org/W3048817558","https://openalex.org/W3100779497","https://openalex.org/W3107621688","https://openalex.org/W3123348396","https://openalex.org/W3135125674","https://openalex.org/W3187784948","https://openalex.org/W3197467533","https://openalex.org/W3205462627","https://openalex.org/W3205621988","https://openalex.org/W4214758645","https://openalex.org/W4226461837","https://openalex.org/W4283013369","https://openalex.org/W4297984714","https://openalex.org/W4385486250","https://openalex.org/W4400188433","https://openalex.org/W6632481002","https://openalex.org/W6682891771","https://openalex.org/W6728757088","https://openalex.org/W6747855403","https://openalex.org/W6765541894","https://openalex.org/W6771048706","https://openalex.org/W6772846277","https://openalex.org/W6777181444","https://openalex.org/W6789103356","https://openalex.org/W6802526297"],"related_works":["https://openalex.org/W2174830943","https://openalex.org/W2728870795","https://openalex.org/W317165722","https://openalex.org/W2358268639","https://openalex.org/W4300308878","https://openalex.org/W2470758391","https://openalex.org/W2051213170","https://openalex.org/W2166566913","https://openalex.org/W2104917065","https://openalex.org/W1966444509"],"abstract_inverted_index":{"With":[0],"the":[1,28,64,90,97,156,164,176],"recent":[2],"expansion":[3],"of":[4,19,30,37,45,67,93,99,159,178],"patient":[5],"data":[6,21,131],"availability":[7],"and":[8,34,76,101,120,123],"storage":[9],"capabilities,":[10],"healthcare":[11,31,103],"entities":[12,117],"tend":[13],"to":[14,41,58,63,110,118,150,167],"store":[15],"an":[16,184],"increasing":[17],"amount":[18],"medical":[20,46,68,94,170,188],"locally.":[22],"In":[23],"addition,":[24],"ongoing":[25],"advances":[26],"in":[27,49],"era":[29],"industry":[32],"5.0":[33],"Artificial":[35],"Intelligence":[36],"Things":[38],"can":[39,106],"lead":[40],"more":[42],"efficient":[43,91],"use":[44,92],"data,":[47,69,95],"resulting":[48],"better":[50],"health":[51,145],"monitoring":[52,146],"at":[53],"lower":[54],"costs.":[55],"However,":[56],"due":[57],"strict":[59],"privacy":[60],"restrictions":[61],"related":[62],"sensitive":[65],"nature":[66],"it":[70,172],"is":[71,148,173,180],"often":[72],"only":[73],"used":[74],"locally":[75],"ultimately":[77],"underutilized.":[78],"To":[79],"this":[80,134],"end,":[81],"federated":[82],"learning":[83],"(FL)":[84],"offers":[85],"a":[86,125,139],"promising":[87],"solution":[88],"for":[89,143,155,187],"facilitating":[96],"development":[98],"reliable":[100],"robust":[102],"tools.":[104],"This":[105],"be":[107],"achieved":[108],"thanks":[109],"its":[111],"decentralized":[112],"nature,":[113],"which":[114],"allows":[115],"participating":[116],"collaborate":[119],"thus":[121],"develop":[122],"train":[124],"centralized":[126],"shared":[127],"model":[128],"without":[129],"requiring":[130],"sharing.":[132],"Taking":[133],"into":[135],"account,":[136],"we":[137],"present":[138],"Pareto-front":[140],"optimization":[141],"framework":[142,166],"FL-based":[144],"that":[147,175],"able":[149],"mitigate":[151],"false":[152,160],"negative":[153],"predictions":[154],"required":[157],"level":[158],"positives.":[161],"By":[162],"applying":[163],"proposed":[165],"four":[168],"different":[169],"applications,":[171],"shown":[174],"risk":[177],"misdiagnosis":[179],"significantly":[181],"reduced,":[182],"providing":[183],"additional":[185],"tool":[186],"professionals.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
