TABLE XXI.
Random Projection (True Outliers)
| Dataset | LOF | Isolation Forest | ABOD |
|---|---|---|---|
| Arrhythmia | 40.91 | 18.18 | 10.61 |
| Glass | 22.22 | 11.11 | 0.0 |
| Ionosphere | 61.11 | 30.95 | 16.67 |
| Letter | 11.0 | 6.0 | 7.0 |
| Lympho | 16.67 | 16.67 | 16.67 |
| Mnist | 12.77 | 20.21 | 5.85 |
| Musk | 13.4 | 8.25 | 50.52 |
| Optdigits | 0.67 | 4.0 | 4.67 |
| Pendigits | 1.28 | 0.0 | 0.64 |
| Pima | 66.67 | 75.0 | 25.0 |
| Satellite | 50.41 | 53.28 | 15.98 |
| Satimage-2 | 7.04 | 0.0 | 2.82 |
| Shuttle | 26.78 | 46.45 | 0.0 |
| Speech | 0.0 | 0.0 | 3.28 |
| Vertebral | 13.33 | 10.0 | 16.67 |
| Vowels | 16.0 | 36.0 | 0.0 |
| WBC | 9.52 | 42.86 | 0.0 |
| Wine | 0.0 | 70.0 | 0.0 |