{"id":"https://openalex.org/W4392981396","doi":"https://doi.org/10.1109/icaiic60209.2024.10463247","title":"Dynamic Federated Learning Aggregation for Enhanced Intrusion Detection in IoT Attacks","display_name":"Dynamic Federated Learning Aggregation for Enhanced Intrusion Detection in IoT Attacks","publication_year":2024,"publication_date":"2024-02-19","ids":{"openalex":"https://openalex.org/W4392981396","doi":"https://doi.org/10.1109/icaiic60209.2024.10463247"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic60209.2024.10463247","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic60209.2024.10463247","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5038001197","display_name":"Muhammad Umair","orcid":"https://orcid.org/0000-0003-3971-2067"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Muhammad Umair","raw_affiliation_strings":["Multimedia University,Faculty of Engineering,Cyberjaya,Malaysia","Faculty of Engineering, Multimedia University, Cyberjaya, Malaysia"],"affiliations":[{"raw_affiliation_string":"Multimedia University,Faculty of Engineering,Cyberjaya,Malaysia","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Faculty of Engineering, Multimedia University, Cyberjaya, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085443077","display_name":"Wooi-Haw Tan","orcid":"https://orcid.org/0000-0002-0436-0391"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Wooi-Haw Tan","raw_affiliation_strings":["Multimedia University,Faculty of Engineering,Cyberjaya,Malaysia","Faculty of Engineering, Multimedia University, Cyberjaya, Malaysia"],"affiliations":[{"raw_affiliation_string":"Multimedia University,Faculty of Engineering,Cyberjaya,Malaysia","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Faculty of Engineering, Multimedia University, Cyberjaya, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004537893","display_name":"Yee\u2010Loo Foo","orcid":"https://orcid.org/0000-0001-6106-4655"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Yee-Loo Foo","raw_affiliation_strings":["Multimedia University,Faculty of Engineering,Cyberjaya,Malaysia","Faculty of Engineering, Multimedia University, Cyberjaya, Malaysia"],"affiliations":[{"raw_affiliation_string":"Multimedia University,Faculty of Engineering,Cyberjaya,Malaysia","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Faculty of Engineering, Multimedia University, Cyberjaya, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5038001197"],"corresponding_institution_ids":["https://openalex.org/I173029219"],"apc_list":null,"apc_paid":null,"fwci":2.1385,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.87267172,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"524","last_page":"529"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9966999888420105,"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":0.9966999888420105,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9628999829292297,"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/T11498","display_name":"Security in Wireless Sensor Networks","score":0.9296000003814697,"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":0.7832943201065063},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7421139478683472},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6728571057319641},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.49605807662010193},{"id":"https://openalex.org/keywords/intrusion-prevention-system","display_name":"Intrusion prevention system","score":0.43987327814102173},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4311928153038025},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3296172022819519},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.2660858631134033}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7832943201065063},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7421139478683472},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6728571057319641},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.49605807662010193},{"id":"https://openalex.org/C27061796","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion prevention system","level":3,"score":0.43987327814102173},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4311928153038025},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3296172022819519},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2660858631134033}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icaiic60209.2024.10463247","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic60209.2024.10463247","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"},{"id":"pmh:oai:shdl.mmu.edu.my:12419","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196753","display_name":"Siti Hasmah Digital Library-MMU Institutiona Repository (Multimedia University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173029219","host_organization_name":"Multimedia University","host_organization_lineage":["https://openalex.org/I173029219"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"NonPeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2752006512","https://openalex.org/W2783741806","https://openalex.org/W2789828921","https://openalex.org/W2963889845","https://openalex.org/W2986334213","https://openalex.org/W2994688391","https://openalex.org/W3015636663","https://openalex.org/W3040552057","https://openalex.org/W3086579950","https://openalex.org/W3112006757","https://openalex.org/W3135231128","https://openalex.org/W3156522613","https://openalex.org/W3204432165","https://openalex.org/W4281903041","https://openalex.org/W4313531256","https://openalex.org/W4316507348","https://openalex.org/W4321019267","https://openalex.org/W4321764135","https://openalex.org/W4361292119","https://openalex.org/W4385210255","https://openalex.org/W4388145633","https://openalex.org/W6728757088"],"related_works":["https://openalex.org/W2392603527","https://openalex.org/W2390009783","https://openalex.org/W2348767155","https://openalex.org/W1513478798","https://openalex.org/W2388497169","https://openalex.org/W4283700121","https://openalex.org/W1496376327","https://openalex.org/W2357468538","https://openalex.org/W4300599821","https://openalex.org/W3120393658"],"abstract_inverted_index":{"The":[0,20],"widespread":[1],"integration":[2],"of":[3,5,22,48,120],"Internet":[4],"Things":[6],"(IoT)":[7],"devices":[8],"has":[9,145],"elevated":[10],"security":[11,36],"risks,":[12],"specifically":[13],"through":[14],"vulnerabilities":[15],"exploited":[16],"by":[17,51],"Botnet":[18,100,150],"attacks.":[19,159],"emergence":[21],"these":[23],"attacks":[24,101,151],"highlights":[25],"the":[26,46,61,118,128,142],"necessity":[27],"for":[28,66,149,155],"resilient":[29],"intrusion":[30],"detection":[31],"systems":[32],"to":[33,73,83,97],"detect":[34,98],"such":[35,99],"threats.":[37],"Prior":[38],"methods":[39,63],"employed":[40],"a":[41,53,79,91],"conventional":[42,62],"centralized":[43,80,132],"approach,":[44],"involving":[45],"collection":[47],"data":[49,77,133],"followed":[50],"training":[52],"machine":[54],"learning":[55,58],"or":[56],"deep":[57],"model.":[59],"However,":[60],"prove":[64],"impractical":[65],"enterprise":[67],"entities,":[68],"as":[69],"they":[70],"are":[71],"reluctant":[72],"share":[74],"their":[75],"sensitive":[76],"in":[78],"environment":[81],"due":[82],"privacy":[84,136],"concerns.":[85,137],"In":[86],"this":[87],"study,":[88],"we":[89],"utilize":[90],"decentralized":[92],"Federated":[93],"Learning":[94],"(FL)":[95],"approach":[96],"(i.e.,":[102],"Bruteforce,":[103],"DDoS,":[104],"DoS,":[105],"Infiltration":[106],"and":[107,135,152,157],"Bot":[108],"attacks).":[109],"Our":[110,138],"proposed":[111,143],"FL":[112],"method":[113,144],"incorporates":[114],"dynamic":[115],"aggregation,":[116],"facilitates":[117],"aggregation":[119],"updated":[121],"models":[122],"at":[123],"local":[124],"clients,":[125],"thereby":[126],"addressing":[127],"limitations":[129],"associated":[130],"with":[131],"handling":[134],"results":[139],"show":[140],"that":[141],"achieved":[146],"87.98%":[147],"accuracy":[148,154],"100%":[153],"DoS":[156],"DDoS":[158]},"counts_by_year":[{"year":2025,"cited_by_count":6}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
