{"id":"W4225015074","doi":"10.18280/mmep.090213","title":"Network Anomaly Detection in 5G Networks","year":2022,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Imam Abdulrahman Bin Faisal University; Saudi Aramco","keywords":"Anomaly detection; Computer science; Process (computing); Data mining; Anomaly (physics); Broadband; Cellular network; Artificial intelligence; Machine learning; Telecommunications","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":[0.001331551,0.0007414677,0.001106087,0.002133526,0.000581095,0.001168442,0.001211992,0.000994044,0.0004129831],"category_scores_gemma":[0.005163193,0.0002540287,0.0006368725,0.002410104,0.0005338381,0.001673134,0.0008935321,0.001094417,0.0001518635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001089908,"about_ca_system_score_gemma":0.0006509558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00745247,"about_ca_topic_score_gemma":0.004482037,"domain_scores_codex":[0.9982817,0.0003848801,0.0001138764,0.0004700435,0.0005467093,0.0002028257],"domain_scores_gemma":[0.997605,0.001104669,0.0004100429,0.0002457748,0.0005452732,0.00008922418],"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":[0.0004132361,0.0002072716,0.05654531,0.0002017669,0.0002621788,0.0008000815,0.0002616296,0.5780573,0.006936484,0.01306604,0.005323834,0.3379249],"study_design_scores_gemma":[0.000003117338,0.00002911946,0.002993462,0.000006808678,0.0000129945,0.0001475399,0.00004535299,0.9889734,0.001276556,0.005640145,0.0008633344,0.000008189691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1866793,0.001438908,0.8066627,0.0007783643,0.0002177202,0.0000800169,0.0005416975,0.001601906,0.001999397],"genre_scores_gemma":[0.9540458,0.0005090529,0.04376039,0.00008692418,0.00008786549,0.00003893798,0.000595588,0.00002931008,0.0008461321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00745247,"threshold_uncertainty_score":0.01481813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433617733619661,"score_gpt":0.1807448121476644,"score_spread":0.1664086348114678,"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."}}