Table 3.
Anomaly Detection Performance on KDD99, Arrhythmia, and Satellite datasets. Better results are marked in bold.
| Method | KDD99 | Arrhythmia | Satellite | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Precision | Recall | F1 | Precision | Recall | F1 | Precision | Recall | F1 | |
| OC-SVM [4] | 74.57 | 85.23 | 79.54 | 53.97 | 40.82 | 45.81 | 52.42 | 59.99 | 61.07 |
| IF [8] | 92.16 | 93.73 | 92.94 | 51.47 | 54.69 | 53.03 | 60.81 | 94.89 | 75.40 |
| DSEBM-r [21] | 85.21 | 64.72 | 73.28 | 15.15 | 15.13 | 15.10 | 67.84 | 68.61 | 68.22 |
| DSEBM-e [21] | 86.19 | 64.66 | 73.99 | 46.67 | 45.65 | 46.01 | 67.79 | 68.56 | 68.18 |
| DAGMM [23] | 92.97 | 94.42 | 93.69 | 49.09 | 50.78 | 49.83 | 80.77 | 81.6 | 81.19 |
| AnoGAN [13] | 87.86 | 82.97 | 88.65 | 41.18 | 43.75 | 42.42 | 71.19 | 72.03 | 71.59 |
| ALAD [20] | 94.27 | 95.77 | 95.01 | 50 | 53.13 | 51.52 | 79.41 | 80.32 | 79.85 |
| CADGMM | 96.01 | 97.53 | 96.71 | 56.41 | 57.89 | 57.14 | 81.99 | 82.75 | 82.37 |