thresholding.rst
1 Thresholding Methods 2 ==================== 3 4 **Outlier Detection Score Thresholding Methods**: 5 6 ================================== ================ ================================================================ ==================================================================================================================== 7 Type Abbr Algorithm Documentation 8 ================================== ================ ================================================================ ==================================================================================================================== 9 Kernel-Based AUCP Area Under Curve Percentage `AUCP <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.AUCP>`_ 10 Statistical Moment-Based BOOT Bootstrapping `BOOT <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.BOOT>`_ 11 Normality-Based CHAU Chauvenet's Criterion `CHAU <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.CHAU>`_ 12 Linear Model CLF Trained Linear Classifier `CLF <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.CLF>`_ 13 cluster-Based CLUST Clustering Based `CLUST <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.CLUST>`_ 14 Kernel-Based CPD Change Point Detection `CPD <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.CPD>`_ 15 Transformation-Based DECOMP Decomposition `DECOMP <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.DECOMP>`_ 16 Normality-Based DSN Distance Shift from Normal `DSN <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.DSN>`_ 17 Curve-Based EB Elliptical Boundary `EB <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.EB>`_ 18 Kernel-Based FGD Fixed Gradient Descent `FGD <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.FGD>`_ 19 Filter-Based FILTER Filtering Based `FILTER <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.FILTER>`_ 20 Curve-Based FWFM Full Width at Full Minimum `FWFM <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.FWFM>`_ 21 Statistical Test-Based GESD Generalized Extreme Studentized Deviate `GESD <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.GESD>`_ 22 Filter-Based HIST Histogram Based `HIST <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.HIST>`_ 23 Quantile-Based IQR Inter-Quartile Region `IQR <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.IQR>`_ 24 Statistical Moment-Based KARCH Karcher mean (Riemannian Center of Mass) `KARCH <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.KARCH>`_ 25 Statistical Moment-Based MAD Median Absolute Deviation `MAD <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.MAD>`_ 26 Statistical Test-Based MCST Monte Carlo Shapiro Tests `MCST <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.MCST>`_ 27 Ensembles-Based META Meta-model Trained Classifier `META <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.META>`_ 28 Transformation-Based MOLL Friedrichs' Mollifier `MOLL <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.MOLL>`_ 29 Statistical Test-Based MTT Modified Thompson Tau Test `MTT <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.MTT>`_ 30 Linear Model OCSVM One-Class Support Vector Machine `OCSVM <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.OCSVM>`_ 31 Quantile-Based QMCD Quasi-Monte Carlo Discrepancy `QMCD <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.QMCD>`_ 32 Linear Model REGR Regression Based `REGR <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.REGR>`_ 33 Neural Networks VAE Variational Autoencoder `VAE <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.VAE>`_ 34 Curve-Based WIND Topological Winding Number `WIND <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.WIND>`_ 35 Transformation-Based YJ Yeo-Johnson Transformation `YJ <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.YJ>`_ 36 Normality-Based ZSCORE Z-score `ZSCORE <https://pyod.readthedocs.io/en/latest/pyod.models.tabular.html#pyod.models.thresholds.ZSCORE>`_ 37 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