{"id":"https://openalex.org/W4405935857","doi":"https://doi.org/10.1109/itnac62915.2024.10815590","title":"FedXAI for Detecting DDoS on IoT Edge Networks in Federated Learning","display_name":"FedXAI for Detecting DDoS on IoT Edge Networks in Federated Learning","publication_year":2024,"publication_date":"2024-11-27","ids":{"openalex":"https://openalex.org/W4405935857","doi":"https://doi.org/10.1109/itnac62915.2024.10815590"},"language":"en","primary_location":{"id":"doi:10.1109/itnac62915.2024.10815590","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itnac62915.2024.10815590","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 34th International Telecommunication Networks and Applications Conference (ITNAC)","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/A5087568651","display_name":"Abdullah M. Asiri","orcid":"https://orcid.org/0000-0001-7905-3209"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Ahmed Asiri","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101907050","display_name":"Weiqi Wang","orcid":"https://orcid.org/0000-0002-7905-3126"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Weiqi Wang","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103150943","display_name":"Feng Wu","orcid":"https://orcid.org/0000-0001-7266-5579"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Feng Wu","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080997601","display_name":"Hiep Vo","orcid":"https://orcid.org/0000-0002-2709-2924"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hiep Vo","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005228053","display_name":"Shui Yu","orcid":"https://orcid.org/0000-0003-4485-6743"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shui Yu","raw_affiliation_strings":["School of Computer Science, University of Technology Sydney,Sydney,Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Technology Sydney,Sydney,Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5087568651"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":0.7305,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75076923,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9901999831199646,"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":0.9901999831199646,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9557999968528748,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9279000163078308,"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/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.8046496510505676},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7757912874221802},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6339765191078186},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6202861070632935},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5922336578369141},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.588723361492157},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4573506712913513},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3567134141921997},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2789926528930664},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20467576384544373},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.1420685052871704},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.10866907238960266},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10328322649002075}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.8046496510505676},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7757912874221802},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6339765191078186},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6202861070632935},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5922336578369141},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.588723361492157},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4573506712913513},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3567134141921997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2789926528930664},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20467576384544373},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.1420685052871704},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.10866907238960266},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10328322649002075}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/itnac62915.2024.10815590","is_oa":false,"landing_page_url":"https://doi.org/10.1109/itnac62915.2024.10815590","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 34th International Telecommunication Networks and Applications Conference (ITNAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W3005895046","https://openalex.org/W3021654819","https://openalex.org/W3030742901","https://openalex.org/W3185359994","https://openalex.org/W3196419907","https://openalex.org/W3197965075","https://openalex.org/W3213321731","https://openalex.org/W4200211660","https://openalex.org/W4293254031","https://openalex.org/W4294559022","https://openalex.org/W4295854586","https://openalex.org/W4317813238","https://openalex.org/W4328053354","https://openalex.org/W4381332095","https://openalex.org/W4384695285","https://openalex.org/W4391986380","https://openalex.org/W4392902282","https://openalex.org/W4396696491","https://openalex.org/W4396871515"],"related_works":["https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313339048","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Federated":[0,25,51,80,85,100],"Learning":[1,52,86,101],"has":[2],"emerged":[3],"as":[4],"an":[5],"approach":[6],"to":[7,15,37,93,131],"distributed":[8,38],"learning":[9],"that":[10,112,125],"utilizes":[11],"artificial":[12],"intelligence":[13],"(AI)":[14],"protect":[16],"data":[17,132],"privacy":[18],"on":[19,55,65,102],"edge":[20,31],"networks":[21,32],"and":[22,68,78,97,133,141],"devices.":[23],"However,":[24],"Learning-based":[26],"Internet":[27],"of":[28,40,50,120],"Things":[29],"(IoT)":[30],"can":[33,45,113],"still":[34],"be":[35,114],"vulnerable":[36],"denial":[39],"service":[41],"(DDoS)":[42],"attacks":[43],"which":[44],"negatively":[46],"influence":[47],"the":[48,110,144],"operations":[49],"models":[53,111],"running":[54],"these":[56],"networks.":[57,104],"Current":[58],"methods":[59],"for":[60,116],"detecting":[61],"DDoS":[62,95,128],"primarily":[63],"focus":[64],"securing":[66],"devices":[67],"data,":[69],"overlooking":[70],"model":[71,134],"protection.":[72],"In":[73],"this":[74],"paper,":[75],"we":[76],"utilize":[77],"adapt":[79],"Explainable":[81],"AI":[82],"(FedXAI),":[83],"a":[84],"designed":[87],"with":[88,136],"SHapley":[89],"Additive":[90],"exPlanations":[91],"(SHAP)":[92],"enhance":[94],"detection":[96],"interpretation":[98],"within":[99],"IoT":[103],"FedXAI":[105,126],"provides":[106],"interpretable":[107],"insights":[108],"into":[109],"crucial":[115],"identifying":[117],"anomalies":[118],"indicative":[119],"DDoS.":[121],"Our":[122],"results":[123],"show":[124],"improves":[127],"detection,":[129],"contributing":[130],"security":[135],"higher":[137],"accuracy,":[138],"precision,":[139],"recall,":[140],"F-score":[142],"than":[143],"selected":[145],"baseline":[146],"models.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}