{"id":"https://openalex.org/W4392941146","doi":"https://doi.org/10.1109/bcd57833.2023.10466285","title":"Network Intrusion Detection Using CNN-based Classification Method","display_name":"Network Intrusion Detection Using CNN-based Classification Method","publication_year":2023,"publication_date":"2023-12-14","ids":{"openalex":"https://openalex.org/W4392941146","doi":"https://doi.org/10.1109/bcd57833.2023.10466285"},"language":"en","primary_location":{"id":"doi:10.1109/bcd57833.2023.10466285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bcd57833.2023.10466285","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/ACIS 8th International Conference on Big Data, Cloud Computing, and Data Science (BCD)","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":null,"display_name":"Tzu-En Peng","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Tzu-En Peng","raw_affiliation_strings":["National Cheng Kung University,Institute of Computer and Communication Engineering,Department of Electrical Engineering,Tainan,Taiwan","Department of Electrical Engineering, Institute of Computer and Communication Engineering, National Cheng Kung University, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Cheng Kung University,Institute of Computer and Communication Engineering,Department of Electrical Engineering,Tainan,Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"Department of Electrical Engineering, Institute of Computer and Communication Engineering, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036071282","display_name":"I\u2010Hsien Liu","orcid":"https://orcid.org/0000-0001-8431-7475"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"I-Hsien Liu","raw_affiliation_strings":["National Cheng Kung University,Institute of Computer and Communication Engineering,Department of Electrical Engineering,Tainan,Taiwan","Department of Electrical Engineering, Institute of Computer and Communication Engineering, National Cheng Kung University, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Cheng Kung University,Institute of Computer and Communication Engineering,Department of Electrical Engineering,Tainan,Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"Department of Electrical Engineering, Institute of Computer and Communication Engineering, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019217983","display_name":"Jung-Shian Li","orcid":"https://orcid.org/0009-0009-2099-9345"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jung-Shian Li","raw_affiliation_strings":["National Cheng Kung University,Institute of Computer and Communication Engineering,Department of Electrical Engineering,Tainan,Taiwan","Department of Electrical Engineering, Institute of Computer and Communication Engineering, National Cheng Kung University, Tainan, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Cheng Kung University,Institute of Computer and Communication Engineering,Department of Electrical Engineering,Tainan,Taiwan","institution_ids":["https://openalex.org/I91807558"]},{"raw_affiliation_string":"Department of Electrical Engineering, Institute of Computer and Communication Engineering, National Cheng Kung University, Tainan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081546643","display_name":"Chuan-Kang Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I65446980","display_name":"National Chin-Yi University of Technology","ror":"https://ror.org/040bs6h16","country_code":"TW","type":"education","lineage":["https://openalex.org/I65446980"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chuan-Kang Liu","raw_affiliation_strings":["National Chin-Yi University of Technology,Department of Artificial Intelligence and Computer Engineering,Taichung,Taiwan","Department of Artificial Intelligence and Computer Engineering, National Chin-Yi University of Technology, Taichung, Taiwan"],"affiliations":[{"raw_affiliation_string":"National Chin-Yi University of Technology,Department of Artificial Intelligence and Computer Engineering,Taichung,Taiwan","institution_ids":["https://openalex.org/I65446980"]},{"raw_affiliation_string":"Department of Artificial Intelligence and Computer Engineering, National Chin-Yi University of Technology, Taichung, Taiwan","institution_ids":["https://openalex.org/I65446980"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I91807558"],"apc_list":null,"apc_paid":null,"fwci":0.1979,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.56538702,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"361","last_page":"364"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9516000151634216,"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":0.9516000151634216,"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":0.7668859362602234},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7177139520645142},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5529999136924744},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42342984676361084},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3423748314380646}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7668859362602234},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7177139520645142},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5529999136924744},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42342984676361084},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3423748314380646}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bcd57833.2023.10466285","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bcd57833.2023.10466285","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE/ACIS 8th International Conference on Big Data, Cloud Computing, and Data Science (BCD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1966809779","https://openalex.org/W2584408238","https://openalex.org/W2598684549","https://openalex.org/W2747329762","https://openalex.org/W2789876780","https://openalex.org/W2962834855","https://openalex.org/W3119890970","https://openalex.org/W3168997536","https://openalex.org/W3200557141","https://openalex.org/W4286214377","https://openalex.org/W4287385009","https://openalex.org/W6726983090","https://openalex.org/W6754615192","https://openalex.org/W6757751764"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2033914206","https://openalex.org/W2364419519","https://openalex.org/W2042327336","https://openalex.org/W2360767377","https://openalex.org/W2017948608","https://openalex.org/W2360951146"],"abstract_inverted_index":{"With":[0],"the":[1,21,46,58,67,88],"rapid":[2],"advancement":[3],"of":[4,17,23,105],"Artificial":[5],"Intelligence":[6],"(AI)":[7],"in":[8,20,114],"recent":[9],"years,":[10],"there":[11],"has":[12],"been":[13],"a":[14,32],"growing":[15],"body":[16],"AI-related":[18],"research":[19],"field":[22],"Network":[24,41],"Intrusion":[25],"Detection":[26],"Systems":[27],"(NIDSs).":[28],"In":[29],"this":[30],"paper,":[31],"network":[33],"intrusion":[34,96,115],"detection":[35,97],"method":[36],"based":[37],"on":[38],"Convolutional":[39],"Neural":[40],"(CNN)":[42],"was":[43,72,81],"tested":[44],"using":[45,84],"KDD":[47],"Cup":[48],"99":[49],"dataset.":[50],"Along":[51],"with":[52],"Sigmoid-weighted":[53],"Linear":[54],"Unit":[55],"(SiLU)":[56],"as":[57,66],"activation":[59],"function":[60],"and":[61,98],"Stochastic":[62],"Gradient":[63],"Descent":[64],"(SGD)":[65],"optimizer,":[68],"Batch":[69],"Normalization":[70],"(BN)":[71],"applied":[73],"to":[74],"mitigate":[75],"internal":[76],"covariate":[77],"shift.":[78],"The":[79],"evaluation":[80],"carried":[82],"out":[83],"performance":[85],"metrics":[86],"for":[87,95],"attack":[89],"classes,":[90],"which":[91],"yielded":[92],"good":[93],"results":[94,113],"demonstrated":[99],"an":[100],"impressive":[101],"average":[102],"accuracy":[103],"rate":[104],"99.26%":[106],"after":[107],"ten":[108],"epochs,":[109],"showcasing":[110],"its":[111],"promising":[112],"detection.":[116]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}
