{"id":"https://openalex.org/W4408324949","doi":"https://doi.org/10.1109/globecom52923.2024.10901705","title":"Advancing IoMT Defenses: Deep Collaborative Learning for Robust Healthcare Security","display_name":"Advancing IoMT Defenses: Deep Collaborative Learning for Robust Healthcare Security","publication_year":2024,"publication_date":"2024-12-08","ids":{"openalex":"https://openalex.org/W4408324949","doi":"https://doi.org/10.1109/globecom52923.2024.10901705"},"language":"en","primary_location":{"id":"doi:10.1109/globecom52923.2024.10901705","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10901705","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","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/A5014662198","display_name":"Yazan Otoum","orcid":"https://orcid.org/0000-0002-5500-3060"},"institutions":[{"id":"https://openalex.org/I86519414","display_name":"Algoma University","ror":"https://ror.org/0131d6623","country_code":"CA","type":"education","lineage":["https://openalex.org/I86519414"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yazan Otoum","raw_affiliation_strings":["Algoma University,School of Computer Science and Technology,Canada"],"affiliations":[{"raw_affiliation_string":"Algoma University,School of Computer Science and Technology,Canada","institution_ids":["https://openalex.org/I86519414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101861087","display_name":"Prabhpal Singh","orcid":"https://orcid.org/0000-0003-3660-8563"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Paritosh Singh","raw_affiliation_strings":["University of Ottawa,School of Electrical Engineering and Computer Science,Canada"],"affiliations":[{"raw_affiliation_string":"University of Ottawa,School of Electrical Engineering and Computer Science,Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048076896","display_name":"Amiya Nayak","orcid":"https://orcid.org/0000-0002-4605-0500"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Amiya Nayak","raw_affiliation_strings":["University of Ottawa,School of Electrical Engineering and Computer Science,Canada"],"affiliations":[{"raw_affiliation_string":"University of Ottawa,School of Electrical Engineering and Computer Science,Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5014662198"],"corresponding_institution_ids":["https://openalex.org/I86519414"],"apc_list":null,"apc_paid":null,"fwci":2.4949,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.90410642,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2966","last_page":"2971"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9165999889373779,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9165999889373779,"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":0.6171149611473083},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5932940244674683},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4247339963912964},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3536655902862549},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.32374703884124756},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25589317083358765}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6171149611473083},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5932940244674683},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4247339963912964},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3536655902862549},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.32374703884124756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25589317083358765},{"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/globecom52923.2024.10901705","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10901705","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","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":18,"referenced_works":["https://openalex.org/W2912213068","https://openalex.org/W2939783009","https://openalex.org/W3094542121","https://openalex.org/W3129775241","https://openalex.org/W3145779000","https://openalex.org/W3159885303","https://openalex.org/W3192530604","https://openalex.org/W3211764671","https://openalex.org/W3211786132","https://openalex.org/W4207072427","https://openalex.org/W4214833165","https://openalex.org/W4221150580","https://openalex.org/W4295037719","https://openalex.org/W4315630052","https://openalex.org/W4324284618","https://openalex.org/W4393259376","https://openalex.org/W6728757088","https://openalex.org/W6752523896"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"Internet":[1],"of":[2,15,28,59,93,162],"Medical":[3],"Things":[4],"(IoMT)":[5],"plays":[6],"a":[7,13,47,63,72,151],"pivotal":[8],"role":[9],"in":[10],"healthcare,":[11],"connecting":[12],"myriad":[14],"medical":[16],"devices":[17],"and":[18,104,133,153],"applications":[19],"for":[20,33,40],"efficient":[21],"patient":[22,34],"care.":[23],"However,":[24],"the":[25,37,57,82,91,98,109,146,159],"rising":[26],"prevalence":[27],"cyberattacks":[29],"targeting":[30],"healthcare":[31,111],"institutions":[32],"data":[35,139],"underscores":[36],"critical":[38],"need":[39],"robust":[41,154],"security":[42,58,74,112,155],"measures.":[43],"This":[44,141],"paper":[45],"introduces":[46],"novel":[48],"Homogenous":[49],"Collaborative":[50],"Machine":[51],"Learning":[52],"(HCML)-based":[53],"model":[54,70,127],"to":[55,85,119,145,158],"enhance":[56],"healthcare-connected":[60],"devices.":[61],"Utilizing":[62],"Deep":[64],"Neural":[65],"Network":[66],"(DNN)":[67],"algorithm,":[68],"our":[69,124],"constructs":[71],"tailored":[73],"framework":[75],"by":[76,149],"integrating":[77],"multiple":[78],"device":[79],"\u2019edges\u2019,":[80],"enhancing":[81],"system\u2019s":[83],"ability":[84],"thwart":[86],"cyber":[87,163],"threats.":[88,164],"We":[89],"investigate":[90],"impact":[92],"incorporating":[94],"additional":[95],"edges":[96],"on":[97],"model\u2019s":[99],"performance,":[100],"employing":[101],"various":[102],"metrics":[103],"assessing":[105],"execution":[106],"times":[107],"with":[108],"IoT":[110],"dataset.":[113],"Our":[114],"findings":[115],"reveal":[116],"that,":[117],"compared":[118],"conventional":[120],"centralized":[121],"learning":[122],"methods,":[123],"proposed":[125],"HCML":[126],"achieves":[128],"superior":[129],"generalization,":[130],"incremental":[131],"learning,":[132],"performance":[134],"enhancement":[135],"while":[136],"maintaining":[137],"stringent":[138],"privacy.":[140],"research":[142],"contributes":[143],"significantly":[144],"IoMT":[147],"field":[148],"providing":[150],"scalable":[152],"solution":[156],"adaptable":[157],"evolving":[160],"landscape":[161]},"counts_by_year":[{"year":2025,"cited_by_count":7}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}