From: STAR_outliers: a python package that separates univariate outliers from non-normal distributions
Model name | Normal TPR | Uniform TPR |
---|---|---|
ECOD | 0.15519 | 0.15579 |
COPOD | 0.14678 | 0.13375 |
KDE | 0.84530 | 0.08795 |
Sampling | 0.72556 | 0.04861 |
PCA | 0.90761 | 0.09117 |
MCD | 0.91285 | 0.09237 |
OCSVM | 0.91123 | 0.09197 |
LOF | 0.81315 | 0.10645 |
COF | 0.61499 | 0.08274 |
CBLOF | 0.88351 | 0.07951 |
HBOS | 0.04058 | 0.11448 |
KNN | 0.87467 | 0.10404 |
ABOD | 0.37622 | 0.05142 |
LODA | 0.38063 | 0.05584 |
SUOD | 0.24724 | 0.12328 |
VAE | 0.91324 | 0.09037 |
SO_GAAL | 0.02852 | 0.01365 |
DeepSVDD | 0.15032 | 0.00081 |
INNE | 0.84045 | 0.09600 |
FB | 0.76853 | 0.15307 |
AutoEncoder | 0.91324 | 0.08997 |