{"id":"W3047229381","doi":"10.18280/ria.340310","title":"Predictive Model for Network Intrusion Detection System Using Deep Learning","year":2020,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intrusion detection system; Computer science; Deep learning; Artificial intelligence; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009851148,0.001076856,0.0009981156,0.001237338,0.0004320421,0.001128481,0.001795616,0.001094695,0.001973453],"category_scores_gemma":[0.001730888,0.0005169897,0.0008582907,0.0008863634,0.0003829646,0.001089214,0.0007453163,0.002021814,0.0005632993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001360889,"about_ca_system_score_gemma":0.001300539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02297852,"about_ca_topic_score_gemma":0.01659851,"domain_scores_codex":[0.9995496,0.00007556105,0.00004154861,0.0001497154,0.00009663862,0.00008689604],"domain_scores_gemma":[0.999379,0.0002739958,0.00006093696,0.00003231674,0.000231266,0.00002246764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001741985,0.0001869041,0.004333406,0.00009903951,0.00009120276,0.0001397875,0.00004841978,0.8974464,0.001449604,0.002033374,0.003472186,0.09052561],"study_design_scores_gemma":[0.000002020948,0.000008212661,0.0001258397,0.00000310345,0.000004770871,0.000006235892,0.000001596855,0.9991941,0.0001533688,0.0004130509,0.00008598381,0.000001782719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1800414,0.003935984,0.797972,0.002471092,0.0003989727,0.0002014754,0.002384369,0.005213968,0.007380784],"genre_scores_gemma":[0.9469914,0.0009217079,0.04335988,0.0003609635,0.00009169367,0.0002432454,0.002144835,0.00006244676,0.005823898],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02297852,"threshold_uncertainty_score":0.04568952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448126767347733,"score_gpt":0.251126127163905,"score_spread":0.2063134504291317,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}