{"id":"W4225120347","doi":"10.3390/iot3020017","title":"Evaluation and Selection Models for Ensemble Intrusion Detection Systems in IoT","year":2022,"lang":"en","type":"article","venue":"IoT","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Denial-of-service attack; Intrusion detection system; Scalability; Traffic classification; Internet of Things; Machine learning; Artificial intelligence; Classifier (UML); Data mining; Flexibility (engineering); Computer network; Computer security; The Internet; Quality of service","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005814932,0.001465566,0.00183183,0.002125785,0.0006812584,0.001515203,0.001438457,0.000980111,0.0007510887],"category_scores_gemma":[0.00766619,0.0003371014,0.001182397,0.00110861,0.0003447795,0.001556687,0.0009015331,0.001290568,0.0002709249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677182,"about_ca_system_score_gemma":0.0009813089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008156974,"about_ca_topic_score_gemma":0.005989822,"domain_scores_codex":[0.9979193,0.0007154187,0.0001833484,0.0003730559,0.000587931,0.0002211022],"domain_scores_gemma":[0.9957681,0.002056479,0.000324626,0.0002607948,0.001451135,0.0001388369],"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":[0.0003287978,0.0003439068,0.01919042,0.00006890846,0.0003217646,0.00009721859,0.0001003621,0.7929623,0.001910447,0.001888836,0.001728979,0.181058],"study_design_scores_gemma":[0.000001795678,0.0000526864,0.0006113187,0.000004033122,0.00001671893,0.000009425471,0.00001070412,0.9985641,0.0003347276,0.0003051092,0.00008602775,0.000003374611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3938614,0.002312717,0.5975235,0.0008209333,0.0002451126,0.0003183619,0.0004295134,0.001233177,0.003255312],"genre_scores_gemma":[0.9502656,0.0003357219,0.04722729,0.00009830329,0.00006641595,0.000161383,0.0005752452,0.0000365237,0.001233529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008156974,"threshold_uncertainty_score":0.03075266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02982964560367175,"score_gpt":0.2606925953202721,"score_spread":0.2308629497166004,"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."}}