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 |