{"id":"W4405975524","doi":"10.1109/icspcs63175.2024.10815892","title":"Ensemble Based Detection Model for DDoS Attacks in SDNs Using Advanced Feature Selection","year":2024,"lang":"en","type":"article","venue":"","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Denial-of-service attack; Computer science; Feature selection; Computer security; Artificial intelligence; The Internet; World Wide Web","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":[0.001097199,0.000925264,0.001130162,0.001079729,0.000411229,0.0007181643,0.001074167,0.0007093442,0.0008087114],"category_scores_gemma":[0.001922744,0.000306536,0.0008077517,0.0007068851,0.0002331074,0.0009106385,0.0005314656,0.001036891,0.0002657718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006089798,"about_ca_system_score_gemma":0.0006904372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006765216,"about_ca_topic_score_gemma":0.005757557,"domain_scores_codex":[0.9995916,0.00008340461,0.00002987602,0.0001228172,0.0001071192,0.00006508499],"domain_scores_gemma":[0.9990886,0.0004453016,0.00009596124,0.00005637721,0.0002769078,0.00003681194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001388109,0.0001226178,0.006484714,0.00003392277,0.0001255465,0.00009837114,0.00005109885,0.8851349,0.002948778,0.001428073,0.00138709,0.102046],"study_design_scores_gemma":[0.000001263377,0.0000119387,0.0002723805,0.000001331928,0.000008291169,0.000009054603,0.000001928224,0.9991114,0.0001718199,0.0003285894,0.00007999143,0.000002004963],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1166324,0.0007436775,0.8795195,0.0004679985,0.00008687555,0.00006557498,0.0003419998,0.0009844746,0.001157437],"genre_scores_gemma":[0.9387335,0.0004691016,0.05760886,0.0001192775,0.0000886551,0.0001377377,0.0006363164,0.0000377708,0.002168809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006765216,"threshold_uncertainty_score":0.0134517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279827910172839,"score_gpt":0.2813691718343785,"score_spread":0.2585708927326502,"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."}}