{"id":"https://openalex.org/W4416144315","doi":"https://doi.org/10.1145/3721201.3724412","title":"Optimizing IoMT Security Using Machine Learning: A Use Case-Based Scoping Review Toward Smart and Connected Health","display_name":"Optimizing IoMT Security Using Machine Learning: A Use Case-Based Scoping Review Toward Smart and Connected Health","publication_year":2025,"publication_date":"2025-06-24","ids":{"openalex":"https://openalex.org/W4416144315","doi":"https://doi.org/10.1145/3721201.3724412"},"language":null,"primary_location":{"id":"doi:10.1145/3721201.3724412","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3721201.3724412","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3721201.3724412","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3721201.3724412","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032240168","display_name":"Nazmus Sakib","orcid":"https://orcid.org/0000-0002-7008-1120"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nazmus Sakib","raw_affiliation_strings":["Information Technology, Kennesaw State University, Marietta, GA, USA"],"raw_orcid":"https://orcid.org/0000-0002-7008-1120","affiliations":[{"raw_affiliation_string":"Information Technology, Kennesaw State University, Marietta, GA, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120493702","display_name":"Md. Fazle Rabbi Rahat","orcid":"https://orcid.org/0009-0008-3382-4328"},"institutions":[{"id":"https://openalex.org/I41173762","display_name":"Mawlana Bhashani Science and Technology University","ror":"https://ror.org/00gvj4587","country_code":"BD","type":"education","lineage":["https://openalex.org/I41173762"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Fazle Rabbi Rahat","raw_affiliation_strings":["Mawlana Bhashani Science and Technology University, Santosh, USA"],"raw_orcid":"https://orcid.org/0009-0008-3382-4328","affiliations":[{"raw_affiliation_string":"Mawlana Bhashani Science and Technology University, Santosh, USA","institution_ids":["https://openalex.org/I41173762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117551342","display_name":"Md Mehedi Hasan","orcid":"https://orcid.org/0009-0000-4373-7684"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Mehedi Hasan","raw_affiliation_strings":["Information Technology, Kennesaw State University, Marietta, GA, USA"],"raw_orcid":"https://orcid.org/0009-0000-4373-7684","affiliations":[{"raw_affiliation_string":"Information Technology, Kennesaw State University, Marietta, GA, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074125109","display_name":"Zongxing Xie","orcid":"https://orcid.org/0000-0002-3464-1610"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zongxing Xie","raw_affiliation_strings":["Computer Science, Kennesaw State University, Kennesaw, GA, USA"],"raw_orcid":"https://orcid.org/0000-0002-3464-1610","affiliations":[{"raw_affiliation_string":"Computer Science, Kennesaw State University, Kennesaw, GA, USA","institution_ids":["https://openalex.org/I172980758"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31516418,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"371","last_page":"376"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.37070000171661377,"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":0.37070000171661377,"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/T11932","display_name":"Wireless Body Area Networks","score":0.10989999771118164,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.09889999777078629,"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/the-internet","display_name":"The Internet","score":0.5570999979972839},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4278999865055084},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.42669999599456787},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4138000011444092},{"id":"https://openalex.org/keywords/healthcare-system","display_name":"Healthcare system","score":0.33079999685287476}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6901000142097473},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5570999979972839},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.44519999623298645},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4278999865055084},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.42669999599456787},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4138000011444092},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.33079999685287476},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.32659998536109924},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.30880001187324524},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.3061000108718872},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2703999876976013},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.26750001311302185},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.25450000166893005}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3721201.3724412","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3721201.3724412","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3721201.3724412","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3721201.3724412","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3721201.3724412","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3721201.3724412","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416144315.pdf","grobid_xml":"https://content.openalex.org/works/W4416144315.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W2968041583","https://openalex.org/W2972700011","https://openalex.org/W3187784948","https://openalex.org/W3191708896","https://openalex.org/W4206907604","https://openalex.org/W4226461837","https://openalex.org/W4282924988","https://openalex.org/W4363651528","https://openalex.org/W4377294193","https://openalex.org/W4386033929","https://openalex.org/W4388893932","https://openalex.org/W4390120226","https://openalex.org/W4390561469"],"related_works":[],"abstract_inverted_index":{"The":[0,112],"addition":[1],"of":[2,4,26],"Internet":[3],"Medical":[5],"Things":[6],"(IoMT)":[7],"devices":[8,57],"to":[9,53,63,122],"the":[10,24,49,55,65],"healthcare":[11,59],"systems":[12],"introduces":[13],"critical":[14],"security":[15,28,96],"challenges":[16],"that":[17,89],"require":[18],"innovative":[19],"solutions.":[20],"This":[21],"article":[22],"discusses":[23],"optimization":[25],"IoMT":[27,81,95,127],"using":[29,38],"machine":[30],"learning":[31],"(ML)":[32],"tools":[33,52],"and":[34,61,92,108,119,125],"techniques,":[35],"emphasizing":[36],"enhancements":[37],"Federated":[39],"Learning":[40],"(FL).":[41],"With":[42],"a":[43],"systematic":[44],"literature":[45],"review,":[46],"we":[47,87],"determined":[48],"state-of-the-art":[50],"ML":[51,73,91],"secure":[54,124],"IoT":[56],"in":[58],"settings":[60],"ways":[62],"enhance":[64,109],"system":[66],"for":[67,79,117],"data":[68,106],"privacy.":[69,111],"A":[70],"use":[71],"case-based":[72],"tool":[74],"selection":[75],"analysis":[76],"is":[77],"presented":[78],"different":[80],"environment":[82],"scenarios.":[83],"In":[84],"this":[85],"paper,":[86],"deduce":[88],"integrating":[90],"FL":[93],"into":[94],"can":[97],"significantly":[98],"improve":[99],"threat":[100],"detection,":[101],"reduce":[102],"reliance":[103],"on":[104],"centralized":[105],"processing,":[107],"patient":[110],"study":[113],"offers":[114],"valuable":[115],"insights":[116],"researchers":[118],"practitioners":[120],"aiming":[121],"develop":[123],"efficient":[126],"systems.":[128]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-11-12T00:00:00"}
