{"id":"https://openalex.org/W4207072427","doi":"https://doi.org/10.1109/gcwkshps52748.2021.9682118","title":"Federated Transfer Learning-Based IDS for the Internet of Medical Things (IoMT)","display_name":"Federated Transfer Learning-Based IDS for the Internet of Medical Things (IoMT)","publication_year":2021,"publication_date":"2021-12-01","ids":{"openalex":"https://openalex.org/W4207072427","doi":"https://doi.org/10.1109/gcwkshps52748.2021.9682118"},"language":"en","primary_location":{"id":"doi:10.1109/gcwkshps52748.2021.9682118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcwkshps52748.2021.9682118","pdf_url":null,"source":{"id":"https://openalex.org/S4363605397","display_name":"2021 IEEE Globecom Workshops (GC Wkshps)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Globecom Workshops (GC Wkshps)","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/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":true,"raw_author_name":"Yazan Otoum","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa, Canada"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057288780","display_name":"Yue Wan","orcid":null},"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":"Yue Wan","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa, Canada"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, 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":["School of Electrical Engineering and Computer Science, University of Ottawa, Canada"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, 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/I153718931"],"apc_list":null,"apc_paid":null,"fwci":3.5555,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.94466513,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T10237","display_name":"Cryptography and Data Security","score":0.992900013923645,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9684000015258789,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7688713073730469},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6412997245788574},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.516465425491333},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.5033454298973083},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.4315153956413269},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.38926219940185547},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26359814405441284},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07554307579994202}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7688713073730469},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6412997245788574},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.516465425491333},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.5033454298973083},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.4315153956413269},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.38926219940185547},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26359814405441284},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07554307579994202}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/gcwkshps52748.2021.9682118","is_oa":false,"landing_page_url":"https://doi.org/10.1109/gcwkshps52748.2021.9682118","pdf_url":null,"source":{"id":"https://openalex.org/S4363605397","display_name":"2021 IEEE Globecom Workshops (GC Wkshps)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Globecom Workshops (GC Wkshps)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2903872466","https://openalex.org/W2912213068","https://openalex.org/W2913975235","https://openalex.org/W2953958347","https://openalex.org/W2981094074","https://openalex.org/W2990812820","https://openalex.org/W2993017767","https://openalex.org/W2994688391","https://openalex.org/W3006465478","https://openalex.org/W3009513989","https://openalex.org/W3040552057","https://openalex.org/W3040660552","https://openalex.org/W3041133507","https://openalex.org/W3086579950","https://openalex.org/W3095460055","https://openalex.org/W3119680904","https://openalex.org/W3123346250","https://openalex.org/W3135091917","https://openalex.org/W3157215872","https://openalex.org/W3157680283","https://openalex.org/W4288089799","https://openalex.org/W6769627184","https://openalex.org/W6783733630"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3201126466","https://openalex.org/W2065457896","https://openalex.org/W3173234801","https://openalex.org/W2167984027","https://openalex.org/W3021302227","https://openalex.org/W10630519","https://openalex.org/W1919377569","https://openalex.org/W3144288563","https://openalex.org/W3123907821"],"abstract_inverted_index":{"The":[0,95,149],"Internet":[1],"of":[2,9,65,182,202,216],"Medical":[3],"Things":[4],"(IoMT)":[5],"is":[6,44],"a":[7,135],"set":[8],"medical":[10],"devices":[11,23,186,218],"and":[12,37,51,57,68,75,98,109,119,128,161,176,206,219,234],"applications":[13,97,118],"that":[14,29,226],"connect":[15],"to":[16,32,143,170,196,212,238],"healthcare":[17,81,96,117],"systems":[18],"through":[19],"the":[20,38,42,47,60,63,69,80,92,110,145,159,163,166,183,198,227,245],"Internet.":[21,39],"Those":[22],"are":[24],"equipped":[25],"with":[26,34,46,59],"communication":[27],"technologies":[28],"allow":[30],"them":[31],"communicate":[33],"each":[35,180],"other":[36,239],"Reliance":[40],"on":[41],"IoMT":[43,66],"increasing":[45,90],"increase":[48,61],"in":[49,62,79,91,200,244],"epidemics":[50],"chronic":[52],"diseases":[53],"such":[54],"as":[55],"COVID-19":[56],"diabetes;":[58],"number":[64],"users":[67],"need":[70,111],"for":[71,83,104,112,157,179],"electronic":[72],"data":[73,87,108,120,189,214],"sharing":[74],"virtual":[76],"services,":[77],"cyberattacks":[78],"sector":[82],"accessing":[84],"confidential":[85],"patient":[86],"has":[88,121,193],"been":[89,194],"recent":[93],"years.":[94],"their":[99],"infrastructures":[100],"have":[101],"special":[102,123],"requirements":[103],"handling":[105],"sensitive":[106],"users\u2019":[107],"high":[113],"availability.":[114],"Therefore,":[115],"securing":[116],"attracted":[122],"attention":[124],"from":[125,165],"both":[126],"industry":[127],"researchers.":[129],"In":[130,210],"this":[131],"paper,":[132],"we":[133],"propose":[134],"Federated":[136],"Transfer":[137],"Learning-based":[138],"Intrusion":[139],"Detection":[140],"System":[141],"(IDS)":[142],"secure":[144],"patient\u2019s":[146],"healthcare-connected":[147],"devices.":[148],"model":[150,175,229],"uses":[151],"Deep":[152],"Neural":[153],"Network":[154],"(DNN)":[155],"algorithm":[156],"training":[158,208],"network":[160],"transferring":[162],"knowledge":[164],"connected":[167,184],"edge":[168,185,217],"models":[169],"build":[171],"an":[172],"aggregated":[173],"global":[174],"customizing":[177],"it":[178],"one":[181],"without":[187],"exposing":[188],"privacy.":[190],"CICIDS2017":[191],"dataset":[192],"used":[195,243],"evaluate":[197],"performance":[199],"terms":[201],"accuracy,":[203],"detection":[204],"rate,":[205],"average":[207],"time.":[209],"addition":[211],"preserving":[213],"privacy":[215],"achieving":[220],"better":[221,233],"performance,":[222],"our":[223],"comparison":[224],"indicates":[225],"proposed":[228],"can":[230],"be":[231],"generalized":[232],"learns":[235],"incrementally":[236],"compared":[237],"baseline":[240],"ML/DL":[241],"algorithms":[242],"traditional":[246],"centralized":[247],"learning":[248],"schemes.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":8}],"updated_date":"2026-03-12T08:34:05.389933","created_date":"2025-10-10T00:00:00"}