{"id":"https://openalex.org/W3207009612","doi":"https://doi.org/10.3390/s21206743","title":"IDS for Industrial Applications: A Federated Learning Approach with Active Personalization","display_name":"IDS for Industrial Applications: A Federated Learning Approach with Active Personalization","publication_year":2021,"publication_date":"2021-10-11","ids":{"openalex":"https://openalex.org/W3207009612","doi":"https://doi.org/10.3390/s21206743","mag":"3207009612","pmid":"https://pubmed.ncbi.nlm.nih.gov/34695954"},"language":"en","primary_location":{"id":"doi:10.3390/s21206743","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21206743","pdf_url":"https://www.mdpi.com/1424-8220/21/20/6743/pdf?version=1634349053","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/20/6743/pdf?version=1634349053","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018982067","display_name":"Vasiliki Kelli","orcid":"https://orcid.org/0000-0002-5430-497X"},"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":"Vasiliki Kelli","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Western Macedonia, 501 31 Kozani, Greece"],"raw_orcid":"https://orcid.org/0000-0002-5430-497X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Western Macedonia, 501 31 Kozani, Greece","institution_ids":["https://openalex.org/I89506807"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013565466","display_name":"Vasileios Argyriou","orcid":"https://orcid.org/0000-0003-4679-8049"},"institutions":[{"id":"https://openalex.org/I205051169","display_name":"Kingston University","ror":"https://ror.org/05bbqza97","country_code":"GB","type":"education","lineage":["https://openalex.org/I205051169"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Vasileios Argyriou","raw_affiliation_strings":["Department of Networks and Digital Media, Kingston University, London KT1 1LQ, UK"],"raw_orcid":"https://orcid.org/0000-0003-4679-8049","affiliations":[{"raw_affiliation_string":"Department of Networks and Digital Media, Kingston University, London KT1 1LQ, UK","institution_ids":["https://openalex.org/I205051169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066475089","display_name":"\u0398\u03c9\u03bc\u03ac\u03c2 \u039b\u03ac\u03b3\u03ba\u03b1\u03c2","orcid":"https://orcid.org/0000-0002-0749-9794"},"institutions":[{"id":"https://openalex.org/I183898223","display_name":"International Hellenic University","ror":"https://ror.org/00708jp83","country_code":"GR","type":"education","lineage":["https://openalex.org/I183898223"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Thomas Lagkas","raw_affiliation_strings":["Department of Computer Science, Kavala Campus, International Hellenic University, 654 04 Kavala, Greece"],"raw_orcid":"https://orcid.org/0000-0002-0749-9794","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Kavala Campus, International Hellenic University, 654 04 Kavala, Greece","institution_ids":["https://openalex.org/I183898223"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058017846","display_name":"George F. Fragulis","orcid":"https://orcid.org/0000-0002-8961-7423"},"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":"George Fragulis","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Western Macedonia, 501 31 Kozani, Greece"],"raw_orcid":"https://orcid.org/0000-0002-8961-7423","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Western Macedonia, 501 31 Kozani, Greece","institution_ids":["https://openalex.org/I89506807"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060696669","display_name":"Elisavet Grigoriou","orcid":"https://orcid.org/0000-0002-7322-6954"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elisavet Grigoriou","raw_affiliation_strings":["Sidroco Holdings Ltd., Nicosia 1077, Cyprus"],"raw_orcid":"https://orcid.org/0000-0002-7322-6954","affiliations":[{"raw_affiliation_string":"Sidroco Holdings Ltd., Nicosia 1077, Cyprus","institution_ids":[]}]},{"author_position":"last","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 Electrical and Computer Engineering, University of Western Macedonia, 501 31 Kozani, Greece"],"raw_orcid":"https://orcid.org/0000-0001-6042-0355","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Western Macedonia, 501 31 Kozani, Greece","institution_ids":["https://openalex.org/I89506807"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5066475089"],"corresponding_institution_ids":["https://openalex.org/I183898223"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":4.7583,"has_fulltext":true,"cited_by_count":46,"citation_normalized_percentile":{"value":0.95750714,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"21","issue":"20","first_page":"6743","last_page":"6743"},"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":0.9991000294685364,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9977999925613403,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.9000669717788696},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.638809323310852},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.38354772329330444},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3816696107387543}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.9000669717788696},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.638809323310852},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.38354772329330444},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3816696107387543}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000080487","descriptor_name":"Internet of Things","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":7,"locations":[{"id":"doi:10.3390/s21206743","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21206743","pdf_url":"https://www.mdpi.com/1424-8220/21/20/6743/pdf?version=1634349053","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:34695954","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34695954","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:eprints.kingston.ac.uk:50336","is_oa":true,"landing_page_url":null,"pdf_url":"https://eprints.kingston.ac.uk/id/eprint/50336/1/Argyriou-V-50336-VoR.pdf","source":{"id":"https://openalex.org/S4306400991","display_name":"Research Repository (Kingston University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801636071","host_organization_name":"Kingston Hospital NHS Trust","host_organization_lineage":["https://openalex.org/I2801636071"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:zenodo.org:6779327","is_oa":true,"landing_page_url":"https://zenodo.org/record/6779327","pdf_url":"https://zenodo.org/record/6779327","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:4b705b10225a47b9a66d2645d1579fd0","is_oa":true,"landing_page_url":"https://doaj.org/article/4b705b10225a47b9a66d2645d1579fd0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 21, Iss 20, p 6743 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/20/6743/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21206743","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 21; Issue 20; Pages: 6743","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8540266","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8540266","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21206743","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21206743","pdf_url":"https://www.mdpi.com/1424-8220/21/20/6743/pdf?version=1634349053","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G3288996226","display_name":null,"funder_award_id":"957406","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G7842005466","display_name":null,"funder_award_id":"Horizon 2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3207009612.pdf","grobid_xml":"https://content.openalex.org/works/W3207009612.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1991357106","https://openalex.org/W2039427951","https://openalex.org/W2142993476","https://openalex.org/W2170689836","https://openalex.org/W2900783610","https://openalex.org/W2902784055","https://openalex.org/W2920270483","https://openalex.org/W2982426954","https://openalex.org/W2983319964","https://openalex.org/W2991140181","https://openalex.org/W3008490107","https://openalex.org/W3011729304","https://openalex.org/W3035037193","https://openalex.org/W3035514372","https://openalex.org/W3040838366","https://openalex.org/W3072042784","https://openalex.org/W3080157478","https://openalex.org/W3080847572","https://openalex.org/W3081095512","https://openalex.org/W3082551002","https://openalex.org/W3086579950","https://openalex.org/W3090241307","https://openalex.org/W3092446291","https://openalex.org/W3103802018","https://openalex.org/W3118782137","https://openalex.org/W3119693685","https://openalex.org/W3148526481","https://openalex.org/W3157680283","https://openalex.org/W3185987447","https://openalex.org/W4205126185","https://openalex.org/W4253769867","https://openalex.org/W6786061324"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2109940557","https://openalex.org/W2466832359","https://openalex.org/W4391210591","https://openalex.org/W1582019636","https://openalex.org/W2390279801","https://openalex.org/W1499005795","https://openalex.org/W4391913857"],"abstract_inverted_index":{"Internet":[0],"of":[1,12,20,40,46,110,127,162],"Things":[2],"(IoT)":[3],"is":[4,140,151],"a":[5,111,152,183],"concept":[6],"adopted":[7],"in":[8,29,146,198],"nearly":[9],"every":[10],"aspect":[11],"human":[13],"life,":[14],"leading":[15],"to":[16,33,51,68,78,99,119,160],"an":[17,52],"explosive":[18],"utilization":[19],"intelligent":[21],"devices.":[22],"Notably,":[23],"such":[24,82],"solutions":[25,48,83],"are":[26,84,97],"especially":[27],"integrated":[28],"the":[30,35,108,125,149,163,192],"industrial":[31],"sector,":[32],"allow":[34],"remote":[36],"monitoring":[37],"and":[38,61,92,135],"control":[39],"critical":[41,121],"infrastructure.":[42],"Such":[43],"global":[44,157,170],"integration":[45],"IoT":[47],"has":[49],"led":[50],"expanded":[53],"attack":[54],"surface":[55],"against":[56],"IoT-enabled":[57],"infrastructures.":[58],"Artificial":[59],"intelligence":[60],"machine":[62,94,129],"learning":[63,95,130,134,186],"have":[64,73],"demonstrated":[65],"their":[66],"ability":[67],"resolve":[69],"issues":[70],"that":[71,169],"would":[72],"been":[74],"impossible":[75],"or":[76],"difficult":[77],"address":[79],"otherwise;":[80],"thus,":[81],"closely":[85],"associated":[86],"with":[87,181],"securing":[88],"IoT.":[89],"Classical":[90],"collaborative":[91],"distributed":[93],"approaches":[96],"known":[98],"compromise":[100],"sensitive":[101],"information.":[102],"In":[103],"our":[104],"paper,":[105],"we":[106,189],"demonstrate":[107,190],"creation":[109],"network":[112],"flow-based":[113],"Intrusion":[114],"Detection":[115],"System":[116],"(IDS)":[117],"aiming":[118],"protecting":[120],"infrastructures,":[122],"stemming":[123],"from":[124],"pairing":[126],"two":[128],"techniques,":[131],"namely,":[132],"federated":[133],"active":[136,185],"learning.":[137],"The":[138],"former":[139],"utilized":[141],"for":[142,156,175],"privately":[143],"training":[144],"models":[145,171],"federation,":[147],"while":[148],"latter":[150],"semi-supervised":[153],"approach":[154],"applied":[155],"model":[158],"adaptation":[159],"each":[161,176],"participant's":[164],"traffic.":[165],"Experimental":[166],"results":[167],"indicate":[168],"perform":[172],"significantly":[173],"better":[174],"participant,":[177],"when":[178],"locally":[179],"personalized":[180],"just":[182],"few":[184],"queries.":[187,201],"Specifically,":[188],"how":[191],"accuracy":[193],"increase":[194],"can":[195],"reach":[196],"7.07%":[197],"only":[199],"10":[200]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-16T09:24:06.705377","created_date":"2025-10-10T00:00:00"}
