{"id":"https://openalex.org/W4313423370","doi":"https://doi.org/10.1109/tifs.2022.3233777","title":"Intrusion Detection Scheme With Dimensionality Reduction in Next Generation Networks","display_name":"Intrusion Detection Scheme With Dimensionality Reduction in Next Generation Networks","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4313423370","doi":"https://doi.org/10.1109/tifs.2022.3233777"},"language":"en","primary_location":{"id":"doi:10.1109/tifs.2022.3233777","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2022.3233777","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Information Forensics and Security","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/Intrusion_Detection_Scheme_With_Dimensionality_Reduction_in_Next_Generation_Networks/21914922","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017825429","display_name":"Keshav Sood","orcid":"https://orcid.org/0000-0002-2127-1438"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Keshav Sood","raw_affiliation_strings":["Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2127-1438","affiliations":[{"raw_affiliation_string":"Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050394662","display_name":"Mohammad Reza Nosouhi","orcid":"https://orcid.org/0000-0001-6959-0975"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mohammad Reza Nosouhi","raw_affiliation_strings":["Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6959-0975","affiliations":[{"raw_affiliation_string":"Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071502084","display_name":"Dinh Duc Nha Nguyen","orcid":"https://orcid.org/0000-0002-8106-7703"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dinh Duc Nha Nguyen","raw_affiliation_strings":["Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8106-7703","affiliations":[{"raw_affiliation_string":"Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016008862","display_name":"Frank Jiang","orcid":"https://orcid.org/0000-0003-3088-8525"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Frank Jiang","raw_affiliation_strings":["Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102874286","display_name":"Morshed Chowdhury","orcid":"https://orcid.org/0000-0002-4254-2161"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Morshed Chowdhury","raw_affiliation_strings":["Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4254-2161","affiliations":[{"raw_affiliation_string":"Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077501988","display_name":"Robin Doss","orcid":"https://orcid.org/0000-0001-6143-6850"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Robin Doss","raw_affiliation_strings":["Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6143-6850","affiliations":[{"raw_affiliation_string":"Centre of Cyber Security Research and Innovation (CSRI), School of Information Technology, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":null,"apc_paid":null,"fwci":13.5175,"has_fulltext":false,"cited_by_count":72,"citation_normalized_percentile":{"value":0.99151415,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"18","issue":null,"first_page":"965","last_page":"979"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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":1.0,"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":0.9994999766349792,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.8602024912834167},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5500584244728088},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.5276640057563782},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5262547731399536},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4824402928352356},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.39720863103866577},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2742551565170288},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23186364769935608}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8602024912834167},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5500584244728088},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5276640057563782},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5262547731399536},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4824402928352356},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.39720863103866577},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2742551565170288},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23186364769935608}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tifs.2022.3233777","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2022.3233777","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Information Forensics and Security","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/21914922","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Intrusion_Detection_Scheme_With_Dimensionality_Reduction_in_Next_Generation_Networks/21914922","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/21914922","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Intrusion_Detection_Scheme_With_Dimensionality_Reduction_in_Next_Generation_Networks/21914922","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5099999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1943729713","https://openalex.org/W2097117768","https://openalex.org/W2296509296","https://openalex.org/W2565516711","https://openalex.org/W2756848027","https://openalex.org/W2793130454","https://openalex.org/W2799716926","https://openalex.org/W2810563447","https://openalex.org/W2883778034","https://openalex.org/W2890474333","https://openalex.org/W2897979119","https://openalex.org/W2899653275","https://openalex.org/W2911838258","https://openalex.org/W2918815830","https://openalex.org/W2929803724","https://openalex.org/W2939745396","https://openalex.org/W2966581125","https://openalex.org/W2968849007","https://openalex.org/W2982682021","https://openalex.org/W2985336933","https://openalex.org/W3010556302","https://openalex.org/W3010676594","https://openalex.org/W3020687048","https://openalex.org/W3028642772","https://openalex.org/W3035254752","https://openalex.org/W3091180885","https://openalex.org/W3115784608","https://openalex.org/W3119564016","https://openalex.org/W3121022046","https://openalex.org/W3126814579","https://openalex.org/W3130916947","https://openalex.org/W3156245962","https://openalex.org/W3157889433","https://openalex.org/W3167031531","https://openalex.org/W3199486317","https://openalex.org/W4205562875","https://openalex.org/W4210467970","https://openalex.org/W4212888398","https://openalex.org/W4285227013","https://openalex.org/W4286300390","https://openalex.org/W4287828487","https://openalex.org/W4288401504","https://openalex.org/W4290960697","https://openalex.org/W4310729847","https://openalex.org/W6674914833","https://openalex.org/W6770955637","https://openalex.org/W6777298811","https://openalex.org/W6777926273"],"related_works":["https://openalex.org/W3176621072","https://openalex.org/W2357468538","https://openalex.org/W1577110157","https://openalex.org/W2355007334","https://openalex.org/W2390009783","https://openalex.org/W4254602698","https://openalex.org/W2394461323","https://openalex.org/W2349441905","https://openalex.org/W2361044160","https://openalex.org/W1483130311"],"abstract_inverted_index":{"Due":[0],"to":[1,91,164],"millions":[2],"of":[3,26,32,39,84,99,148,169],"heterogeneous":[4],"physical":[5],"nodes,":[6],"multiple-vendor":[7],"and":[8,11,28,58,102,120,140],"multi-tenant":[9],"domains,":[10],"technologies":[12],"etc.,":[13],"5G":[14,35,64,79,100,124],"has":[15],"greatly":[16],"expanded":[17],"the":[18,23,37,40,93,97,136,150,166,170],"threat":[19],"landscape.":[20],"Particularly":[21],"from":[22],"high":[24],"rate":[25],"traffic":[27,42,71,111],"ultra-low":[29],"latency":[30],"requirement":[31],"applications":[33],"in":[34,44,63],"networks,":[36],"detection":[38,73,151],"network":[41,56,70],"anomalies":[43],"real-time":[45],"is":[46,154,158],"critical.":[47],"The":[48,156],"conventional":[49],"security":[50],"approaches":[51,163],"lack":[52],"compatibility":[53],"with":[54,76,160],"modern":[55],"designs":[57],"are":[59],"not":[60],"much":[61],"effective":[62],"settings.":[65],"We":[66,113,133],"propose":[67],"a":[68],"two-stage":[69],"anomaly":[72],"system":[74],"compatible":[75],"ETSI-NFV":[77,121],"standard":[78],"architecture.":[80,171],"Our":[81],"architecture":[82],"consists":[83],"two":[85],"modules,":[86],"i.e.,":[87],"(a)":[88],"Dimensionality":[89],"Reduction":[90],"compress":[92],"sample":[94],"size":[95],"at":[96,144],"edge":[98],"networks":[101],"(b)":[103],"Deep":[104],"Neural":[105],"Network":[106],"classifier":[107],"(DNN)":[108],"that":[109,143],"detects":[110],"anomalies.":[112],"have":[114,134,141],"conducted":[115],"our":[116],"experiments":[117],"using":[118],"OMNET++":[119],"(OSM":[122],"MANO)":[123],"orchestration":[125],"real":[126],"platform":[127],"deployed":[128],"on":[129],"AWS":[130],"cloud":[131],"systems.":[132],"used":[135],"UNSW-NB15":[137],"data":[138],"set":[139],"shown":[142],"dimensionality":[145],"reduction":[146],"factor":[147],"81%":[149],"accuracy":[152],"obtained":[153],"98%.":[155],"proposal":[157],"compared":[159],"other":[161],"recent":[162],"show":[165],"overall":[167],"merit":[168]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":15}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}