{"id":"W7067805692","doi":"","title":"A Novel DDoS Detection and Multi-Class Classification Method: A Graph Convolutional Network Approach","year":2024,"lang":"en","type":"other","venue":"Brock University Digital Repository (Brock University)","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Denial-of-service attack; Network packet; Graph; Application layer DDoS attack; Binary classification; Binary number; Trinoo; Deep learning; Network security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008025855,0.001365745,0.0007986569,0.00250763,0.0005365742,0.001043562,0.001893741,0.001461505,0.00214832],"category_scores_gemma":[0.001631254,0.0003709327,0.0009860289,0.001434612,0.0004304121,0.001482267,0.001025745,0.001460573,0.0009600428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722004,"about_ca_system_score_gemma":0.001604583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02552795,"about_ca_topic_score_gemma":0.02803471,"domain_scores_codex":[0.9994525,0.00006144366,0.00002766758,0.0001857047,0.0001552112,0.0001174377],"domain_scores_gemma":[0.9994586,0.0001354735,0.00006052784,0.00008090349,0.0002203968,0.00004405208],"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":[0.0003029493,0.0004373342,0.01053351,0.0001325296,0.0002502771,0.0002322341,0.0000965088,0.1955591,0.01262696,0.005868398,0.01726093,0.7566992],"study_design_scores_gemma":[0.000006918969,0.00001887091,0.0007318691,0.000007326533,0.00002259375,0.00003866639,0.000009721689,0.9937472,0.002606089,0.001656006,0.001146621,0.000008121009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1010556,0.001218762,0.8790197,0.001333653,0.0003090503,0.0002845607,0.001406659,0.007666755,0.007705148],"genre_scores_gemma":[0.7103682,0.0006683917,0.2675298,0.0006558209,0.0001828487,0.00020751,0.00424745,0.0002979191,0.01584217],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02552795,"threshold_uncertainty_score":0.05075872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396719465272537,"score_gpt":0.1918436713837387,"score_spread":0.1778764767310134,"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."}}