SCOPE-Anomaly-Detection-Case-Study:基于规则和机器学习模型的案例研究，用于SCOPE警报中的异...
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SCOPE-Anomaly-Detection-Case-Study:基于规则和机器学习模型的案例研究，用于SCOPE警报中的异常检测 （195个子文件） 
_gitignore 231B _gitignore 29B _Rbuildignore 28B DESCRIPTION 514B .gitattributes 29B Logistic Regression.ipynb 1.92MB Gradient Boosting Classifier.ipynb 1.92MB KNN.ipynb 1.49MB Random Forest.ipynb 1.47MB MLP Classifier.ipynb 509KB PCA.ipynb 413KB SGD Classifier.ipynb 311KB Ridge Classifier.ipynb 306KB Extra Trees Classifier.ipynb 258KB Ada Boost Classifier.ipynb 251KB Passive Aggressive Classifier.ipynb 132KB Decision Tree.ipynb 103KB Isolation Forest.ipynb 95KB Naive Bayes.ipynb 91KB One Class SVM.ipynb 91KB SVM.ipynb 90KB Local Outlier Factor.ipynb 63KB Template.ipynb 15KB LICENSE 1KB LICENSE 4B README.md 482B NAMESPACE 4KB
SCOPE_Model_Case_Study.pdf 4.04MB
rosners test.png 156KB STL_explanation.PNG 63KB mlp_disqualified.png 52KB Rosner_s Test.png 43KB chi-square.png 37KB mlp_conf_matrix.png 33KB logistic_regression_conf_matrix.png 32KB gbdt_conf_matrix.png 31KB knn_conf_matrix.png 31KB rf_conf_matrix.png 31KB rf_roc_curve.png 26KB knn_roc_curve.png 25KB Metis_example.png 24KB gbdt_roc_curve.png 24KB logistic_regression_roc.png 23KB mlp_roc_curve.png 20KB Rosner_test_statistic.png 17KB prediction_vs_real_world.png 16KB t is quantile function.png 11KB hypothesis test.png 10KB actual_vs_expected.png 10KB equation for p.png 5KB equation for t.png 4KB boxplot_explanation.png 1KB
SCOPE equations.pptx 177KB utils.py 18KB __init__.py 0B confusion_matrices.R 44KB case_study_results.R 40KB EDA_library.R 18KB western_electric_rules.R 14KB chi_square_tukey_fence_more_extreme.R 12KB ROC_curves.R 11KB twitter.R 9KB percent_change_models.R 8KB transfer_to_python_data_prep.R 6KB case_study_detect_anomaly.R 4KB data_cleaning.R 4KB standard_normal_plot.R 4KB unmelters.R 3KB sample_control_chart.R 3KB plot_themes.R 3KB control_plot.R 3KB query_metis.R 751B estimate_frequency.R 519B case_study_options.R 331B package_build.R 234B ROC_curve_facet.Rd 1KB coefficient_of_variation_violin_plots.Rd 1KB chi_tukey_pipeline_AS.Rd 1KB western_electric_exec_confusion_matrix.Rd 1KB western_electric_rule_confusion_matrix.Rd 1007B ROC_curve.Rd 1006B western_electric_TS_metrics_confusion_matrix.Rd 999B western_electric_AS_metrics_confusion_matrix.Rd 996B western_electric_AS_confusion_matrix.Rd 972B western_electric_TS_confusion_matrix.Rd 972B disqualify_accounts_for_case_study.Rd 924B fill_in_missing_dates_for_case_study.Rd 921B AS_alert_counts.Rd 879B western_electric_exec_territories_confusion_matrix.Rd 874B western_electric_RexT_territory_counts.Rd 865B western_electric_RexT_counts.Rd 833B western_electric_pipeline_AS.Rd 832B western_electric_TS_metric_counts.Rd 803B run_anomaly_detection.Rd 802B western_electric_AS_metric_counts.Rd 798B prep_AS_percent_change.Rd 798B ROC_curve_points_facet.Rd 792B chi_tukey_pipeline_TS.Rd 782B western_electric_AS_counts.Rd 781B prep_RexT_for_python.Rd 759B共 195 条
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