{"id":"https://openalex.org/W3192530604","doi":"https://doi.org/10.1109/icc42927.2021.9500698","title":"Federated Reinforcement Learning-Supported IDS for IoT-steered Healthcare Systems","display_name":"Federated Reinforcement Learning-Supported IDS for IoT-steered Healthcare Systems","publication_year":2021,"publication_date":"2021-06-01","ids":{"openalex":"https://openalex.org/W3192530604","doi":"https://doi.org/10.1109/icc42927.2021.9500698","mag":"3192530604"},"language":"en","primary_location":{"id":"doi:10.1109/icc42927.2021.9500698","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc42927.2021.9500698","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2021 - IEEE International Conference on Communications","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/A5067986202","display_name":"Safa Otoum","orcid":"https://orcid.org/0000-0002-0814-7328"},"institutions":[{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Safa Otoum","raw_affiliation_strings":["College of Technological Innovation (CTI), Zayed University, Dubai, UAE"],"affiliations":[{"raw_affiliation_string":"College of Technological Innovation (CTI), Zayed University, Dubai, UAE","institution_ids":["https://openalex.org/I91044093"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029714594","display_name":"Nadra Guizani","orcid":"https://orcid.org/0000-0001-5332-2685"},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nadra Guizani","raw_affiliation_strings":["School of Electrical Engineering & Computer Science, Washington State University, USA"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering & Computer Science, Washington State University, USA","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055542851","display_name":"Hussein T. Mouftah","orcid":"https://orcid.org/0000-0001-7939-7212"},"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":"Hussein Mouftah","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, Canada"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5067986202"],"corresponding_institution_ids":["https://openalex.org/I91044093"],"apc_list":null,"apc_paid":null,"fwci":4.9573,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.95404426,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9958000183105469,"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"}},"topics":[{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9958000183105469,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9939000010490417,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9912999868392944,"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/intrusion-detection-system","display_name":"Intrusion detection system","score":0.8058772683143616},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7756311893463135},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6501818895339966},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5870431065559387},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.56777024269104},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5499082803726196},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5184549689292908},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5093082189559937},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.49312159419059753},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.45987409353256226},{"id":"https://openalex.org/keywords/healthcare-system","display_name":"Healthcare system","score":0.45622214674949646},{"id":"https://openalex.org/keywords/false-positive-rate","display_name":"False positive rate","score":0.4541863203048706},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4447908401489258},{"id":"https://openalex.org/keywords/private-network","display_name":"Private network","score":0.43826228380203247},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.40505293011665344},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.374738872051239},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12338119745254517},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1139771044254303},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09917083382606506}],"concepts":[{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.8058772683143616},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7756311893463135},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6501818895339966},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5870431065559387},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.56777024269104},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5499082803726196},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5184549689292908},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5093082189559937},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.49312159419059753},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.45987409353256226},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.45622214674949646},{"id":"https://openalex.org/C95922358","wikidata":"https://www.wikidata.org/wiki/Q5432725","display_name":"False positive rate","level":2,"score":0.4541863203048706},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4447908401489258},{"id":"https://openalex.org/C117387248","wikidata":"https://www.wikidata.org/wiki/Q11186","display_name":"Private network","level":2,"score":0.43826228380203247},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.40505293011665344},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.374738872051239},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12338119745254517},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1139771044254303},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09917083382606506},{"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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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/icc42927.2021.9500698","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc42927.2021.9500698","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2021 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6399999856948853,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1988707322","https://openalex.org/W2030191131","https://openalex.org/W2074213526","https://openalex.org/W2160279936","https://openalex.org/W2541884796","https://openalex.org/W2623902153","https://openalex.org/W2769515703","https://openalex.org/W2789828921","https://openalex.org/W2886583834","https://openalex.org/W2962459360","https://openalex.org/W2974429275","https://openalex.org/W2982475424","https://openalex.org/W2999469653","https://openalex.org/W3006403513","https://openalex.org/W3041171149","https://openalex.org/W3046816033","https://openalex.org/W3100779497","https://openalex.org/W3123346250","https://openalex.org/W3123355411","https://openalex.org/W3183510328","https://openalex.org/W4318619660","https://openalex.org/W6728757088","https://openalex.org/W6768964202","https://openalex.org/W6781668667","https://openalex.org/W6789287212"],"related_works":["https://openalex.org/W2393267898","https://openalex.org/W4205383432","https://openalex.org/W2369874171","https://openalex.org/W2383301100","https://openalex.org/W2392864074","https://openalex.org/W2352639800","https://openalex.org/W3004832009","https://openalex.org/W2104118252","https://openalex.org/W3112374511","https://openalex.org/W2931259"],"abstract_inverted_index":{"Wireless":[0],"Networks":[1],"lack":[2],"clear":[3],"boundaries":[4],"which":[5],"leads":[6],"to":[7,12,47,52,90,127,130,164],"security":[8,133],"concerns":[9],"and":[10,36,67,71,129,162,182,188],"vulnerabilities":[11],"numerous":[13],"kinds":[14],"of":[15,20,100,121,146,185,202],"intrusions.":[16],"With":[17],"the":[18,23,59,73,101,132,144,177],"growth":[19],"cyber":[21],"intruders,":[22],"risks":[24],"on":[25],"crucial":[26],"applications":[27],"monitored":[28],"by":[29],"networked":[30],"systems":[31,206],"have":[32,84],"also":[33,208],"grown.":[34],"Effective":[35],"vigorous":[37],"Intrusion":[38,139],"Detection":[39,140],"Systems":[40],"(IDSs)":[41],"for":[42,150],"protecting":[43],"shared":[44],"information":[45,69],"continues":[46],"be":[48],"an":[49,63],"essential":[50],"task":[51],"keep":[53],"private":[54],"data":[55],"safe":[56],"especially":[57],"in":[58,88,104,143,199],"healthcare":[60,151],"sphere.":[61],"Constructing":[62],"IDS":[64,106,179],"that":[65],"detects":[66],"returns":[68],"efficiently":[70],"with":[72,180],"highest":[74],"accuracy":[75,111,181],"is":[76,96],"a":[77,109,118,122,135,165],"challenging":[78],"task.":[79],"Machine":[80],"Learning":[81],"(ML)":[82],"techniques":[83],"been":[85,154,160],"effectively":[86],"adopted":[87],"IDSs":[89],"detect":[91],"network":[92],"intruders.":[93],"Reinforcement":[94,137],"learning":[95],"considered":[97],"as":[98,115,117],"one":[99],"main":[102],"developments":[103],"ML.":[105],"mainly":[107],"performs":[108],"higher":[110,119],"rate,":[112],"detection":[113,183,201],"rate":[114],"well":[116],"performance":[120],"classification":[123],"(ROC":[124],"curve).":[125],"According":[126],"these":[128],"tackle":[131],"issues,":[134],"Federated":[136],"Learning-based":[138],"System":[141],"(FRL-IDS)":[142],"Internet":[145],"Things":[147],"(IoT)":[148],"networks":[149,212],"infrastructures":[152],"has":[153,159],"proposed.":[155],"The":[156,171],"proposed":[157,172,193],"model":[158,167,173],"evaluated":[161],"compared":[163],"similar":[166],"(i.e.":[168],"SVM":[169],"system).":[170],"shows":[174],"superiority":[175],"over":[176],"SVM-steered":[178],"rates":[184],"\u2248":[186,189],"0.985":[187],"96.5%,":[190],"respectively.":[191],"This":[192],"infrastructure":[194],"will":[195],"not":[196],"only":[197],"aid":[198],"intrusion":[200],"large":[203],"health":[204],"care":[205],"but":[207],"other":[209],"wireless":[210],"decentralized":[211],"found":[213],"across":[214],"multiple":[215],"real-world":[216],"applications.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
