{"id":"W4220975163","doi":"10.18280/isi.270118","title":"Effective Intrusion Detection System Using Classifier Ensembles","year":2022,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Classifier (UML); Intrusion detection system; Machine learning; Artificial intelligence; Homogeneous; Support vector machine; Ensemble learning; Data mining; Intrusion; Pattern recognition (psychology); Mathematics","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":[0.002058952,0.001232374,0.001842152,0.002249491,0.0009303666,0.001451476,0.001201893,0.001021781,0.0008479482],"category_scores_gemma":[0.003828092,0.0004852707,0.001166844,0.001228171,0.0002524191,0.002377287,0.00139406,0.001441331,0.0005952286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006454868,"about_ca_system_score_gemma":0.0008074985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0026639,"about_ca_topic_score_gemma":0.002556711,"domain_scores_codex":[0.998058,0.0004284816,0.0001519003,0.0004845917,0.0006546993,0.0002222056],"domain_scores_gemma":[0.9982693,0.0004497027,0.0001577129,0.0002879072,0.0007369586,0.00009843776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003957924,0.0004698507,0.008898951,0.0000907193,0.0004805508,0.0002287207,0.0001753676,0.2180495,0.02738582,0.002516007,0.004897451,0.7364113],"study_design_scores_gemma":[0.000009423949,0.0001360565,0.001381891,0.000009927101,0.0000898256,0.0001018958,0.00003632426,0.987251,0.007858588,0.001627223,0.001476921,0.00002096441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1118418,0.0009337257,0.8798709,0.0003605598,0.0002690656,0.0001878162,0.0002244173,0.003515449,0.002796208],"genre_scores_gemma":[0.7841468,0.0005114388,0.2115096,0.0001747432,0.0001792278,0.0001860601,0.0007098424,0.00007373573,0.002508471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0026639,"threshold_uncertainty_score":0.01088893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246565465746821,"score_gpt":0.2158580238690924,"score_spread":0.2033923692116242,"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."}}