Thresholding Methods ==================== **Outlier Detection Score Thresholding Methods**: ================================== ================ ================================================================ ==================================================================================================================== Type Abbr Algorithm Documentation ================================== ================ ================================================================ ==================================================================================================================== Kernel-Based AUCP Area Under Curve Percentage `AUCP `_ Statistical Moment-Based BOOT Bootstrapping `BOOT `_ Normality-Based CHAU Chauvenet's Criterion `CHAU `_ Linear Model CLF Trained Linear Classifier `CLF `_ cluster-Based CLUST Clustering Based `CLUST `_ Kernel-Based CPD Change Point Detection `CPD `_ Transformation-Based DECOMP Decomposition `DECOMP `_ Normality-Based DSN Distance Shift from Normal `DSN `_ Curve-Based EB Elliptical Boundary `EB `_ Kernel-Based FGD Fixed Gradient Descent `FGD `_ Filter-Based FILTER Filtering Based `FILTER `_ Curve-Based FWFM Full Width at Full Minimum `FWFM `_ Statistical Test-Based GESD Generalized Extreme Studentized Deviate `GESD `_ Filter-Based HIST Histogram Based `HIST `_ Quantile-Based IQR Inter-Quartile Region `IQR `_ Statistical Moment-Based KARCH Karcher mean (Riemannian Center of Mass) `KARCH `_ Statistical Moment-Based MAD Median Absolute Deviation `MAD `_ Statistical Test-Based MCST Monte Carlo Shapiro Tests `MCST `_ Ensembles-Based META Meta-model Trained Classifier `META `_ Transformation-Based MOLL Friedrichs' Mollifier `MOLL `_ Statistical Test-Based MTT Modified Thompson Tau Test `MTT `_ Linear Model OCSVM One-Class Support Vector Machine `OCSVM `_ Quantile-Based QMCD Quasi-Monte Carlo Discrepancy `QMCD `_ Linear Model REGR Regression Based `REGR `_ Neural Networks VAE Variational Autoencoder `VAE `_ Curve-Based WIND Topological Winding Number `WIND `_ Transformation-Based YJ Yeo-Johnson Transformation `YJ `_ Normality-Based ZSCORE Z-score `ZSCORE `_ ================================== ================ ================================================================ ====================================================================================================================