{"id":"https://openalex.org/W4393406862","doi":"https://doi.org/10.1109/aiccsa59173.2023.10479294","title":"Enhancing Security in 5G Networks: A Hybrid Machine Learning Approach for Attack Classification","display_name":"Enhancing Security in 5G Networks: A Hybrid Machine Learning Approach for Attack Classification","publication_year":2023,"publication_date":"2023-12-04","ids":{"openalex":"https://openalex.org/W4393406862","doi":"https://doi.org/10.1109/aiccsa59173.2023.10479294"},"language":"en","primary_location":{"id":"doi:10.1109/aiccsa59173.2023.10479294","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa59173.2023.10479294","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 20th ACS/IEEE International Conference on Computer Systems and Applications (AICCSA)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5079318114","display_name":"Hisham A. Kholidy","orcid":"https://orcid.org/0000-0002-7673-5850"},"institutions":[{"id":"https://openalex.org/I90965887","display_name":"SUNY Polytechnic Institute","ror":"https://ror.org/000fxgx19","country_code":"US","type":"education","lineage":["https://openalex.org/I90965887"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hisham A. Kholidy","raw_affiliation_strings":["Polytechnic Institute Utica,Networks Computer Security,NY,USA","Networks Computer Security, Polytechnic Institute Utica, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Polytechnic Institute Utica,Networks Computer Security,NY,USA","institution_ids":["https://openalex.org/I90965887"]},{"raw_affiliation_string":"Networks Computer Security, Polytechnic Institute Utica, NY, USA","institution_ids":["https://openalex.org/I90965887"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035622939","display_name":"Abdelkader Berrouachedi","orcid":"https://orcid.org/0000-0002-3959-9271"},"institutions":[{"id":"https://openalex.org/I48825208","display_name":"Universit\u00e9 Paris 8","ror":"https://ror.org/04wez5e68","country_code":"FR","type":"education","lineage":["https://openalex.org/I48825208"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Abdelkader Berrouachedi","raw_affiliation_strings":["University of Paris VIII,Paragraphe Research Lab,Paris,France","Paragraphe Research Lab, University of Paris VIII, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Paris VIII,Paragraphe Research Lab,Paris,France","institution_ids":["https://openalex.org/I48825208"]},{"raw_affiliation_string":"Paragraphe Research Lab, University of Paris VIII, Paris, France","institution_ids":["https://openalex.org/I48825208"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069108646","display_name":"Elhadj Benkhelifa","orcid":"https://orcid.org/0000-0001-6168-2664"},"institutions":[{"id":"https://openalex.org/I198012923","display_name":"University of Staffordshire","ror":"https://ror.org/00d6k8y35","country_code":"GB","type":"education","lineage":["https://openalex.org/I198012923"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Elhadj Benkhelifa","raw_affiliation_strings":["Staffordshire University,Digital Technologies and Art,Staffordshire,UK","Digital Technologies and Art, Staffordshire University, Staffordshire, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Staffordshire University,Digital Technologies and Art,Staffordshire,UK","institution_ids":["https://openalex.org/I198012923"]},{"raw_affiliation_string":"Digital Technologies and Art, Staffordshire University, Staffordshire, UK","institution_ids":["https://openalex.org/I198012923"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018166832","display_name":"Rakia Jaziri","orcid":null},"institutions":[{"id":"https://openalex.org/I48825208","display_name":"Universit\u00e9 Paris 8","ror":"https://ror.org/04wez5e68","country_code":"FR","type":"education","lineage":["https://openalex.org/I48825208"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Rakia Jaziri","raw_affiliation_strings":["University of Paris VIII,Paragraphe Research Lab,Paris,France","Paragraphe Research Lab, University of Paris VIII, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Paris VIII,Paragraphe Research Lab,Paris,France","institution_ids":["https://openalex.org/I48825208"]},{"raw_affiliation_string":"Paragraphe Research Lab, University of Paris VIII, Paris, France","institution_ids":["https://openalex.org/I48825208"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9854000210762024,"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":0.9854000210762024,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9484999775886536,"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":0.7561801671981812},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4637985825538635},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40846431255340576},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.40564003586769104},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35555481910705566}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7561801671981812},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4637985825538635},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40846431255340576},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.40564003586769104},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35555481910705566}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aiccsa59173.2023.10479294","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aiccsa59173.2023.10479294","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 20th ACS/IEEE International Conference on Computer Systems and Applications (AICCSA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1591801644","https://openalex.org/W1987513422","https://openalex.org/W2056132907","https://openalex.org/W2064675550","https://openalex.org/W2085686002","https://openalex.org/W2111619626","https://openalex.org/W2115149820","https://openalex.org/W2119821739","https://openalex.org/W2134287462","https://openalex.org/W2141254179","https://openalex.org/W2401501243","https://openalex.org/W2419072884","https://openalex.org/W2491186984","https://openalex.org/W2619641360","https://openalex.org/W2739641268","https://openalex.org/W2789828921","https://openalex.org/W2972989100","https://openalex.org/W2997979403","https://openalex.org/W3003614176","https://openalex.org/W3083463474","https://openalex.org/W3185122628","https://openalex.org/W3198051278","https://openalex.org/W4200551694","https://openalex.org/W4200578811","https://openalex.org/W4225015074","https://openalex.org/W4225705925","https://openalex.org/W4250664506","https://openalex.org/W4281492411","https://openalex.org/W4313187004","https://openalex.org/W4317600351","https://openalex.org/W4320031242","https://openalex.org/W4323646030","https://openalex.org/W4327967163","https://openalex.org/W4382359581","https://openalex.org/W4383955378","https://openalex.org/W4385451780","https://openalex.org/W4385481003","https://openalex.org/W6632865047","https://openalex.org/W6635446068","https://openalex.org/W6713357761","https://openalex.org/W6738304671","https://openalex.org/W6773478042","https://openalex.org/W6800955559","https://openalex.org/W6810907883","https://openalex.org/W6907343286"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347","https://openalex.org/W4210805261"],"abstract_inverted_index":{"Over":[0],"the":[1,4,48,55,99,103,129,135,138],"last":[2],"decade,":[3],"demand":[5],"for":[6,57,64,112,155],"greater":[7],"security":[8,17,30,43,59],"in":[9,39,60,127,145,160],"5G":[10,61,113,161,179],"networks":[11,62],"has":[12,23],"grown":[13],"significantly.":[14],"Ensuring":[15],"data":[16],"during":[18],"transmission":[19],"against":[20],"external":[21],"attacks":[22,159],"become":[24],"a":[25,73,124,152],"critical":[26],"priority.":[27],"However,":[28],"existing":[29],"systems,":[31],"which":[32],"focus":[33],"on":[34],"attack":[35,110],"identification,":[36],"face":[37],"limitations":[38],"terms":[40,146],"of":[41,50,89,98,105,137,147],"both":[42],"and":[44,93,108,121,157,166],"performance.":[45],"This":[46],"requires":[47],"implementation":[49],"more":[51],"rigorous":[52],"measures.":[53],"Meeting":[54],"need":[56],"improved":[58],"calls":[63],"advanced":[65],"machine":[66,79],"learning":[67,80],"techniques.":[68],"To":[69],"tackle":[70],"this":[71,170],"challenge,":[72],"proposed":[74,139],"hybrid":[75],"mechanism":[76],"employs":[77],"various":[78],"approaches":[81],"to":[82,142,174,177],"effectively":[83],"classify":[84],"threats,":[85],"such":[86],"as":[87],"denial":[88],"service,":[90],"detection":[91],"denial,":[92],"resource":[94],"misuse.":[95],"The":[96],"incorporation":[97],"DET":[100],"model":[101,140],"improves":[102,109],"accuracy":[104,116,165],"decision":[106],"making":[107],"classification":[111],"networks.":[114,162],"Key":[115],"parameters,":[117],"including":[118],"recall,":[119],"precision,":[120],"F-score,":[122],"play":[123],"crucial":[125],"role":[126],"ensuring":[128],"model\u2019s":[130],"reliability.":[131],"Simulation":[132],"results":[133],"demonstrate":[134],"superiority":[136],"compared":[141],"others,":[143],"particularly":[144],"accuracy.":[148],"Our":[149],"approach":[150],"presents":[151],"promising":[153],"solution":[154],"identifying":[156],"categorizing":[158],"By":[163],"prioritizing":[164],"providing":[167],"superior":[168],"performance,":[169],"research":[171],"significantly":[172],"contributes":[173],"ongoing":[175],"efforts":[176],"improve":[178],"network":[180],"security.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
