{"id":"https://openalex.org/W4409475211","doi":"https://doi.org/10.1109/iceaai64185.2025.10957184","title":"CNN-LSTM-Based Insider Threat Detection Model","display_name":"CNN-LSTM-Based Insider Threat Detection Model","publication_year":2025,"publication_date":"2025-01-10","ids":{"openalex":"https://openalex.org/W4409475211","doi":"https://doi.org/10.1109/iceaai64185.2025.10957184"},"language":"en","primary_location":{"id":"doi:10.1109/iceaai64185.2025.10957184","doi":"https://doi.org/10.1109/iceaai64185.2025.10957184","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceaai64185.2025.10957184","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Electrical Automation and Artificial Intelligence (ICEAAI)","raw_type":"proceedings-article"},"volume":null,"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":null,"display_name":"Menghua Yang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Menghua Yang","raw_affiliation_strings":["Beijing Information Science and Technology University,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Information Science and Technology University,Beijing,China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076571597","display_name":"Junkai Yi","orcid":"https://orcid.org/0000-0003-3629-1957","observed_orcids":["https://orcid.org/0000-0003-3629-1957","https://orcid.org/0000-0003-4771-250X"]},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junkai Yi","raw_affiliation_strings":["Beijing Information Science and Technology University,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Information Science and Technology University,Beijing,China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087032728","display_name":"Hejun Zhu","orcid":"https://orcid.org/0000-0002-7452-075X","observed_orcids":["https://orcid.org/0000-0002-7452-075X"]},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hejun Zhu","raw_affiliation_strings":["Beijing Information Science and Technology University,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Information Science and Technology University,Beijing,China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102208559","display_name":"Lingling Tan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingling Tan","raw_affiliation_strings":["Beijing Information Science and Technology University,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Information Science and Technology University,Beijing,China","institution_ids":["https://openalex.org/I78675632"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I78675632"],"apc_list":null,"apc_paid":null,"fwci":5.3251,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.95562659,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"985","last_page":"990"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.8154000043869019,"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":0.8154000043869019,"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/T10734","display_name":"Information and Cyber Security","score":0.06350000202655792,"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"}},{"id":"https://openalex.org/T11800","display_name":"User Authentication and Security Systems","score":0.03700000047683716,"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/insider-threat-detection","display_name":"insider threat detection","score":0.9980000257492065},{"id":"https://openalex.org/keywords/user-behavior-analysis","display_name":"user behavior analysis","score":0.8399999737739563},{"id":"https://openalex.org/keywords/cnn-lstm","display_name":"CNN-LSTM","score":0.8040000200271606},{"id":"https://openalex.org/keywords/user-behavior-prediction","display_name":"user behavior prediction","score":0.6060000061988831}],"concepts":[{"id":"https://openalex.org/C2776633304","wikidata":"https://www.wikidata.org/wiki/Q6038026","display_name":"Insider threat","level":3,"score":0.8177503347396851},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7289305329322815},{"id":"https://openalex.org/C2778971194","wikidata":"https://www.wikidata.org/wiki/Q1664551","display_name":"Insider","level":2,"score":0.5484514832496643},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5208828449249268},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.37898126244544983},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.06084853410720825},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceaai64185.2025.10957184","doi":"https://doi.org/10.1109/iceaai64185.2025.10957184","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceaai64185.2025.10957184","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Electrical Automation and Artificial Intelligence (ICEAAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G4339456466","display_name":null,"funder_award_id":"2024QY1703","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2943128476","https://openalex.org/W3030742098","https://openalex.org/W4323262326","https://openalex.org/W4328053447","https://openalex.org/W4383103607","https://openalex.org/W4391999344","https://openalex.org/W4392151675","https://openalex.org/W4392634024","https://openalex.org/W4402820070"],"related_works":["https://openalex.org/W2766781562","https://openalex.org/W4205304595","https://openalex.org/W2792608345","https://openalex.org/W2979782961","https://openalex.org/W308359497","https://openalex.org/W1499596878","https://openalex.org/W3136170567","https://openalex.org/W2947769183","https://openalex.org/W26305611","https://openalex.org/W4399147188"],"abstract_inverted_index":{"With":[0],"the":[1,13,47,67,76,90,100,127],"continuous":[2],"development":[3],"of":[4,15,63],"electrical,":[5],"automation,":[6],"and":[7,34,118],"artificial":[8],"intelligence":[9],"(AI)":[10],"systems,":[11],"ensuring":[12],"security":[14],"system":[16],"data":[17],"has":[18],"become":[19],"increasingly":[20],"important.":[21],"Compared":[22],"to":[23,28,87],"external":[24],"threats,":[25],"insider":[26,41],"threats":[27],"intelligent":[29],"systems":[30],"present":[31],"greater":[32],"concealment":[33],"potential":[35],"harm.":[36],"In":[37],"this":[38,113],"article,":[39],"an":[40],"threat":[42],"detection":[43],"model":[44,114],"based":[45],"on":[46,126],"CNN-LSTM":[48],"(Convolutional":[49],"Neural":[50],"Network-Long":[51],"Short-Term":[52],"Memory)":[53],"algorithm":[54],"is":[55],"proposed.":[56],"The":[57,95],"method":[58],"first":[59],"extracts":[60],"key":[61],"features":[62],"user":[64,72],"behavior":[65,73,91],"through":[66],"CNN":[68],"layer,":[69],"followed":[70],"by":[71],"prediction":[74],"using":[75,99],"LSTM":[77],"layer.":[78],"Finally,":[79],"a":[80,93],"fully":[81],"connected":[82],"layer":[83],"performs":[84],"binary":[85],"classification":[86],"identify":[88],"whether":[89],"constitutes":[92],"threat.":[94],"experiments":[96,110],"are":[97],"conducted":[98],"CMU-CERT":[101],"R4.2":[102],"public":[103],"dataset.":[104],"Results":[105],"from":[106],"comparative":[107],"neural":[108],"network":[109],"demonstrate":[111],"that":[112],"achieves":[115],"stable":[116],"accuracy":[117],"precision":[119],"rates":[120],"exceeding":[121],"90%,":[122],"with":[123],"excellent":[124],"performance":[125],"ROC":[128],"curve.":[129]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-09-26T08:19:03.415552","created_date":"2025-10-10T00:00:00"}
