{"id":"https://openalex.org/W4285733873","doi":"https://doi.org/10.3390/a15070247","title":"Comparative Review of the Intrusion Detection Systems Based on Federated Learning: Advantages and Open Challenges","display_name":"Comparative Review of the Intrusion Detection Systems Based on Federated Learning: Advantages and Open Challenges","publication_year":2022,"publication_date":"2022-07-15","ids":{"openalex":"https://openalex.org/W4285733873","doi":"https://doi.org/10.3390/a15070247"},"language":"en","primary_location":{"id":"doi:10.3390/a15070247","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15070247","pdf_url":"https://www.mdpi.com/1999-4893/15/7/247/pdf?version=1657882082","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/15/7/247/pdf?version=1657882082","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111070316","display_name":"Elena Fedorchenko","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103826","display_name":"St. Petersburg Institute for Informatics and Automation","ror":"https://ror.org/01ccb9w37","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210097085","https://openalex.org/I4210103826"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Elena Fedorchenko","raw_affiliation_strings":["Saint Petersburg Institute for Informatics and Automation, Federal Research Center of the Russian Academy of Sciences, 199178 Saint Petersburg, Russia"],"affiliations":[{"raw_affiliation_string":"Saint Petersburg Institute for Informatics and Automation, Federal Research Center of the Russian Academy of Sciences, 199178 Saint Petersburg, Russia","institution_ids":["https://openalex.org/I4210103826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082212670","display_name":"Evgenia Novikova","orcid":"https://orcid.org/0000-0003-2923-4954"},"institutions":[{"id":"https://openalex.org/I4210103826","display_name":"St. Petersburg Institute for Informatics and Automation","ror":"https://ror.org/01ccb9w37","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210097085","https://openalex.org/I4210103826"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Evgenia Novikova","raw_affiliation_strings":["Saint Petersburg Institute for Informatics and Automation, Federal Research Center of the Russian Academy of Sciences, 199178 Saint Petersburg, Russia"],"affiliations":[{"raw_affiliation_string":"Saint Petersburg Institute for Informatics and Automation, Federal Research Center of the Russian Academy of Sciences, 199178 Saint Petersburg, Russia","institution_ids":["https://openalex.org/I4210103826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040735677","display_name":"Anton Shulepov","orcid":null},"institutions":[{"id":"https://openalex.org/I41518628","display_name":"Saint Petersburg State Electrotechnical University","ror":"https://ror.org/023bq8521","country_code":"RU","type":"education","lineage":["https://openalex.org/I41518628"]},{"id":"https://openalex.org/I4210103826","display_name":"St. Petersburg Institute for Informatics and Automation","ror":"https://ror.org/01ccb9w37","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210097085","https://openalex.org/I4210103826"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Anton Shulepov","raw_affiliation_strings":["Faculty of Computer Science and Technology, Saint Petersburg Electrotechnical University \u201cLETI\u201d, 197376 Saint Petersburg, Russia","Saint Petersburg Institute for Informatics and Automation, Federal Research Center of the Russian Academy of Sciences, 199178 Saint Petersburg, Russia","Faculty of Computer Science and Technology, Saint Petersburg Electrotechnical University \"LETI\", 197376 Saint Petersburg, Russia"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Technology, Saint Petersburg Electrotechnical University \u201cLETI\u201d, 197376 Saint Petersburg, Russia","institution_ids":["https://openalex.org/I41518628"]},{"raw_affiliation_string":"Saint Petersburg Institute for Informatics and Automation, Federal Research Center of the Russian Academy of Sciences, 199178 Saint Petersburg, Russia","institution_ids":["https://openalex.org/I4210103826"]},{"raw_affiliation_string":"Faculty of Computer Science and Technology, Saint Petersburg Electrotechnical University \"LETI\", 197376 Saint Petersburg, Russia","institution_ids":["https://openalex.org/I41518628"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5082212670","https://openalex.org/A5111070316"],"corresponding_institution_ids":["https://openalex.org/I4210103826"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":7.6727,"has_fulltext":true,"cited_by_count":61,"citation_normalized_percentile":{"value":0.97813897,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"15","issue":"7","first_page":"247","last_page":"247"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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":0.9998999834060669,"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/T10734","display_name":"Information and Cyber Security","score":0.996999979019165,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9966999888420105,"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/computer-science","display_name":"Computer science","score":0.8529279232025146},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.8167370557785034},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.7047625184059143},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6723373532295227},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.6277867555618286},{"id":"https://openalex.org/keywords/confidentiality","display_name":"Confidentiality","score":0.5455706119537354},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.4831092357635498},{"id":"https://openalex.org/keywords/anomaly-based-intrusion-detection-system","display_name":"Anomaly-based intrusion detection system","score":0.45246338844299316},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4283539056777954},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.40443143248558044},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3968629837036133},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3968470096588135},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21771979331970215},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19929766654968262}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8529279232025146},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.8167370557785034},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.7047625184059143},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6723373532295227},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.6277867555618286},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.5455706119537354},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.4831092357635498},{"id":"https://openalex.org/C137524506","wikidata":"https://www.wikidata.org/wiki/Q2247688","display_name":"Anomaly-based intrusion detection system","level":3,"score":0.45246338844299316},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4283539056777954},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.40443143248558044},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3968629837036133},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3968470096588135},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21771979331970215},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19929766654968262},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/a15070247","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15070247","pdf_url":"https://www.mdpi.com/1999-4893/15/7/247/pdf?version=1657882082","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c89c8e40585042d0951b9203666c83dd","is_oa":true,"landing_page_url":"https://doaj.org/article/c89c8e40585042d0951b9203666c83dd","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 15, Iss 7, p 247 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/15/7/247/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a15070247","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":"Algorithms; Volume 15; Issue 7; Pages: 247","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a15070247","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a15070247","pdf_url":"https://www.mdpi.com/1999-4893/15/7/247/pdf?version=1657882082","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"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":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285733873.pdf","grobid_xml":"https://content.openalex.org/works/W4285733873.grobid-xml"},"referenced_works_count":72,"referenced_works":["https://openalex.org/W195047088","https://openalex.org/W1522547150","https://openalex.org/W1834940468","https://openalex.org/W2080020722","https://openalex.org/W2118736955","https://openalex.org/W2154663898","https://openalex.org/W2183706331","https://openalex.org/W2296509296","https://openalex.org/W2337093093","https://openalex.org/W2541884796","https://openalex.org/W2738647037","https://openalex.org/W2752613497","https://openalex.org/W2766315530","https://openalex.org/W2767079719","https://openalex.org/W2783769334","https://openalex.org/W2797425850","https://openalex.org/W2799758613","https://openalex.org/W2804391406","https://openalex.org/W2910315044","https://openalex.org/W2921578831","https://openalex.org/W2946573451","https://openalex.org/W2958285686","https://openalex.org/W2963748489","https://openalex.org/W2982426954","https://openalex.org/W2995022099","https://openalex.org/W3011095484","https://openalex.org/W3012501605","https://openalex.org/W3018464563","https://openalex.org/W3027749727","https://openalex.org/W3036078548","https://openalex.org/W3038932755","https://openalex.org/W3040325268","https://openalex.org/W3040552057","https://openalex.org/W3043303805","https://openalex.org/W3044097461","https://openalex.org/W3083130672","https://openalex.org/W3085955590","https://openalex.org/W3086579950","https://openalex.org/W3086590218","https://openalex.org/W3099012432","https://openalex.org/W3099982709","https://openalex.org/W3103323991","https://openalex.org/W3107100345","https://openalex.org/W3109695251","https://openalex.org/W3116546042","https://openalex.org/W3119568444","https://openalex.org/W3122864121","https://openalex.org/W3129836451","https://openalex.org/W3171802458","https://openalex.org/W3174500793","https://openalex.org/W3182158470","https://openalex.org/W3191470662","https://openalex.org/W3197507259","https://openalex.org/W3200594578","https://openalex.org/W3205701848","https://openalex.org/W3207397831","https://openalex.org/W3211335652","https://openalex.org/W3214925614","https://openalex.org/W4206724648","https://openalex.org/W4210517555","https://openalex.org/W4214758645","https://openalex.org/W4220886040","https://openalex.org/W4220997786","https://openalex.org/W4224068037","https://openalex.org/W4224100171","https://openalex.org/W4295122507","https://openalex.org/W4296218597","https://openalex.org/W4315701868","https://openalex.org/W6686129576","https://openalex.org/W6743493502","https://openalex.org/W6765541894","https://openalex.org/W6907343286"],"related_works":["https://openalex.org/W2337148208","https://openalex.org/W3004832009","https://openalex.org/W3036013726","https://openalex.org/W1971929717","https://openalex.org/W1724519426","https://openalex.org/W2351051591","https://openalex.org/W2369534771","https://openalex.org/W2357468538","https://openalex.org/W1548126107","https://openalex.org/W2209997499"],"abstract_inverted_index":{"In":[0,143],"order":[1],"to":[2,9,71,97,118,139,188],"provide":[3],"an":[4],"accurate":[5],"and":[6,16,21,31,54,74,127,132,153,161,184,200],"timely":[7],"response":[8],"different":[10],"types":[11],"of":[12,25,42,46,85,88,178,202],"the":[13,47,64,86,120,146,158,176,179,185,193,203],"attacks,":[14],"intrusion":[15,92,152,181],"anomaly":[17,55,154],"detection":[18,56,93,155,182],"systems":[19,36,183],"collect":[20],"analyze":[22],"a":[23,40],"lot":[24],"data":[26,65,81,190],"that":[27,102],"may":[28,58],"include":[29],"personal":[30],"other":[32,111],"sensitive":[33],"data.":[34],"These":[35],"could":[37,103],"be":[38],"considered":[39],"source":[41],"privacy-aware":[43],"risks.":[44],"Application":[45],"federated":[48,89,159],"learning":[49,90],"paradigm":[50],"for":[51,91,108,151],"training":[52,75],"attack":[53],"models":[57],"significantly":[59],"decrease":[60],"such":[61],"risks":[62],"as":[63,165,167],"generated":[66],"locally":[67,79],"are":[68],"not":[69,104,128],"transferred":[70],"any":[72],"party,":[73],"is":[76,94,116,124],"performed":[77],"mainly":[78],"on":[80,157],"sources.":[82],"Another":[83],"benefit":[84],"usage":[87],"its":[95],"ability":[96],"support":[98],"collaboration":[99],"between":[100],"entities":[101],"share":[105],"their":[106,163],"dataset":[107],"confidential":[109],"or":[110],"reasons.":[112],"While":[113],"this":[114,144],"approach":[115],"able":[117],"overcome":[119],"aforementioned":[121],"challenges":[122,131,169],"it":[123,138],"rather":[125],"new":[126],"well-researched.":[129],"The":[130,173,195],"research":[133],"questions":[134],"appear":[135],"while":[136],"using":[137],"implement":[140],"analytical":[141],"systems.":[142],"paper,":[145],"authors":[147],"review":[148],"existing":[149],"solutions":[150],"based":[156],"learning,":[160],"study":[162],"advantages":[164],"well":[166],"open":[168,204],"still":[170],"facing":[171],"them.":[172],"paper":[174,196],"analyzes":[175],"architecture":[177],"proposed":[180],"approaches":[186],"used":[187],"model":[189],"partition":[191],"across":[192],"clients.":[194],"ends":[197],"with":[198],"discussion":[199],"formulation":[201],"challenges.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":3}],"updated_date":"2026-03-24T08:02:53.985720","created_date":"2025-10-10T00:00:00"}
