Table 9.
AUC on data sets with 10 additional irrelevant features
Data set | One-class SVM | LOF | LOF with feature bagging | CFA | FRaC |
---|---|---|---|---|---|
Acute | 0.70 | 0.91 | 0.93 | 0.97 | 0.98 |
Balance-scale | 0.75 | 0.77 | 0.80 | 0.71 | 0.90 |
Car | 0.97 | 0.87 | 0.91 | 0.86 | 0.95 |
Iris | 0.99 | 0.99 | 1.00 | 0.85 | 1.00 |
Mushroom | 0.93 | 1.00 | 1.00 | 1.00 | 1.00 |
Tic-tac-toe | 0.67 | 0.65 | 0.68 | 0.99 | 0.99 |
Zoo | 0.98 | 1.00 | 1.00 | 1.00 | 1.00 |