{"id":"https://openalex.org/W4412937893","doi":"https://doi.org/10.2991/978-94-6463-805-9_18","title":"Effective Lightweight Intrusion Detection in IoT Big Data Networks via Transfer Knowledge Distillation-based Federated Learning","display_name":"Effective Lightweight Intrusion Detection in IoT Big Data Networks via Transfer Knowledge Distillation-based Federated Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412937893","doi":"https://doi.org/10.2991/978-94-6463-805-9_18"},"language":"en","primary_location":{"id":"doi:10.2991/978-94-6463-805-9_18","doi":"https://doi.org/10.2991/978-94-6463-805-9_18","is_oa":true,"landing_page_url":"https://doi.org/10.2991/978-94-6463-805-9_18","pdf_url":"https://www.atlantis-press.com/article/126014712.pdf","source":{"id":"https://openalex.org/S4220651947","display_name":"Advances in intelligent systems research/Advances in Intelligent Systems Research","issn_l":"1951-6851","issn":["1951-6851","2731-7870"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1"],"host_organization":"https://openalex.org/P4310315540","host_organization_name":"Atlantis Press","host_organization_lineage":["https://openalex.org/P4310315540"],"host_organization_lineage_names":["Atlantis Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems Research","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4412937921","display_name":"Proceedings of the First International Conference on Artificial Intelligence, Smart Technologies and Communications (AISTC 2025)"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.atlantis-press.com/article/126014712.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039630792","display_name":"Imene Bouleghlimat","orcid":"https://orcid.org/0000-0001-8712-7546","observed_orcids":["https://orcid.org/0000-0001-8712-7546"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Imene Bouleghlimat","raw_affiliation_strings":["LIRE laboratory , department of Software Technologies and Information Systems , Faculty of New Technologies of Information and Communication , University of Constantine -"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIRE laboratory , department of Software Technologies and Information Systems , Faculty of New Technologies of Information and Communication , University of Constantine -","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065946644","display_name":"Souheila Boudouda","orcid":"https://orcid.org/0009-0000-6993-2533","observed_orcids":["https://orcid.org/0009-0000-6993-2533"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Souheila Boudouda","raw_affiliation_strings":["Abdelhamid Mehri , Nouvelle ville Ali Mendjeli BP:67A , 25000 , Constantine , Algeria","LIRE laboratory , department of Software Technologies and Information Systems , Faculty of New Technologies of Information and Communication , University of Constantine -"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Abdelhamid Mehri , Nouvelle ville Ali Mendjeli BP:67A , 25000 , Constantine , Algeria","institution_ids":[]},{"raw_affiliation_string":"LIRE laboratory , department of Software Technologies and Information Systems , Faculty of New Technologies of Information and Communication , University of Constantine -","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116852070","display_name":"Safia Bouleghlimat","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Safia Bouleghlimat","raw_affiliation_strings":["LIRE laboratory , department of Software Technologies and Information Systems , Faculty of New Technologies of Information and Communication , University of Constantine -"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIRE laboratory , department of Software Technologies and Information Systems , Faculty of New Technologies of Information and Communication , University of Constantine -","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5039630792"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34548662,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"156","last_page":"164"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9843999743461609,"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":0.9843999743461609,"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":0.011300000362098217,"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/T13038","display_name":"Internet of Things and AI","score":0.000699999975040555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/intrusion-detection","display_name":"intrusion detection","score":0.7910000085830688},{"id":"https://openalex.org/keywords/iot-security","display_name":"Internet of Things security","score":0.953000009059906},{"id":"https://openalex.org/keywords/federated-learning","display_name":"federated learning","score":0.9800000190734863},{"id":"https://openalex.org/keywords/knowledge-distillation","display_name":"knowledge distillation","score":0.9850000143051147},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.9990000128746033},{"id":"https://openalex.org/keywords/lightweight-models","display_name":"lightweight models","score":0.7009999752044678},{"id":"https://openalex.org/keywords/generative-adversarial-networks","display_name":"generative adversarial networks","score":0.8659999966621399},{"id":"https://openalex.org/keywords/synthetic-data-generation","display_name":"synthetic data generation","score":0.9359999895095825},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"privacy preservation","score":0.7950000166893005},{"id":"https://openalex.org/keywords/data-heterogeneity","display_name":"data heterogeneity","score":0.8529999852180481},{"id":"https://openalex.org/keywords/big-data-networks","display_name":"big data networks","score":0.6949999928474426},{"id":"https://openalex.org/keywords/resource-constrained-devices","display_name":"resource-constrained devices","score":0.8149999976158142}],"concepts":[{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6899027228355408},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6707615852355957},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6400790810585022},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5869855284690857},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.4933423101902008},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.478700190782547},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.43155214190483093},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.4137727618217468},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.272546648979187},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.22713080048561096},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.22432050108909607},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08359256386756897},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.07819473743438721},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0626571774482727},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.05406805872917175},{"id":"https://openalex.org/C17409809","wikidata":"https://www.wikidata.org/wiki/Q161764","display_name":"Geochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2991/978-94-6463-805-9_18","doi":"https://doi.org/10.2991/978-94-6463-805-9_18","is_oa":true,"landing_page_url":"https://doi.org/10.2991/978-94-6463-805-9_18","pdf_url":"https://www.atlantis-press.com/article/126014712.pdf","source":{"id":"https://openalex.org/S4220651947","display_name":"Advances in intelligent systems research/Advances in Intelligent Systems Research","issn_l":"1951-6851","issn":["1951-6851","2731-7870"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1"],"host_organization":"https://openalex.org/P4310315540","host_organization_name":"Atlantis Press","host_organization_lineage":["https://openalex.org/P4310315540"],"host_organization_lineage_names":["Atlantis Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems Research","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.2991/978-94-6463-805-9_18","doi":"https://doi.org/10.2991/978-94-6463-805-9_18","is_oa":true,"landing_page_url":"https://doi.org/10.2991/978-94-6463-805-9_18","pdf_url":"https://www.atlantis-press.com/article/126014712.pdf","source":{"id":"https://openalex.org/S4220651947","display_name":"Advances in intelligent systems research/Advances in Intelligent Systems Research","issn_l":"1951-6851","issn":["1951-6851","2731-7870"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","norway-1"],"host_organization":"https://openalex.org/P4310315540","host_organization_name":"Atlantis Press","host_organization_lineage":["https://openalex.org/P4310315540"],"host_organization_lineage_names":["Atlantis Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems Research","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6773999929428101,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412937893.pdf","grobid_xml":"https://content.openalex.org/works/W4412937893.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7161280953","https://openalex.org/W4404579340","https://openalex.org/W7203820432","https://openalex.org/W7170164706","https://openalex.org/W4414774861","https://openalex.org/W7116975001","https://openalex.org/W7172265638","https://openalex.org/W7214223523","https://openalex.org/W7214578623","https://openalex.org/W7203821420"],"abstract_inverted_index":{"With":[0],"the":[1,79,143,155],"growing":[2],"use":[3],"of":[4,6,22,69,78,90,142],"Internet":[5],"Things":[7],"(IoT)":[8],"devices":[9,61],"in":[10,35,48,115],"distributed":[11,144],"systems,":[12],"securing":[13],"these":[14,70],"networks":[15],"has":[16],"become":[17],"a":[18,98,111,122,139],"significant":[19],"challenge":[20],"because":[21,77],"their":[23,64],"susceptibility":[24],"to":[25,32,44,63,73,94,97,119,128,149],"attacks.Intrusion":[26],"detection":[27],"systems":[28,38,50,71],"have":[29],"been":[30],"proposed":[31,51,156],"identify":[33],"attacks":[34],"IoT":[36,60],"networks.These":[37],"require":[39],"continuous":[40],"network":[41],"traffic":[42],"monitoring":[43],"detect":[45],"anomalous":[46],"behavior":[47],"realtime.Centralized":[49],"for":[52,59],"Intrusion":[53],"Detection":[54],"Systems":[55],"are":[56],"not":[57],"suitable":[58],"due":[62],"limited":[65],"computational":[66],"resources.Collaborative":[67],"training":[68,134,145],"leads":[72],"high":[74],"overhead":[75],"costs":[76],"devices'":[80],"restricted":[81],"processing":[82],"power,":[83],"communication":[84],"limitations,":[85],"and":[86,106],"diverse":[87],"large":[88],"volumes":[89],"data":[91,131,135,146],"that":[92,132],"need":[93],"be":[95],"sent":[96],"central":[99],"server.Based":[100],"on":[101],"federated":[102],"learning,":[103,105],"transfer":[104],"knowledge":[107],"distillation,":[108],"we":[109],"propose":[110],"lightweight":[112],"IDS":[113],"(FLGNKD)":[114],"this":[116],"paper.In":[117],"addition,":[118],"preserve":[120],"privacy,":[121],"Generative":[123],"Adversarial":[124],"Network":[125],"is":[126,147],"utilized":[127],"generate":[129],"synthetic":[130],"mimic":[133],"without":[136],"revealing":[137],"them.Furthermore,":[138],"representative":[140],"sample":[141],"created":[148],"address":[150],"its":[151],"heterogeneity.Experimental":[152],"results":[153],"demonstrate":[154],"model's":[157],"effectiveness.":[158]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2025-10-10T00:00:00"}