Table 4. The mean TPR for the anomaly detection algorithms.
The results represent experiments on four datasets based on 20 simulated experiments and the class size of 220. The proposed method (NewAlgo) produces the best overall results.
DS1 | DS2 | DS3 | DS4 | Overall | |
---|---|---|---|---|---|
Naive | 1.000 | 0.755 | 0.515 | 1.000 | 0.818 |
RobustCov | 0.972 | 0.402 | 0.022 | 0.267 | 0.416 |
IsoForest | 0.280 | 0.008 | 0.002 | 0.038 | 0.082 |
LOF | 0.092 | 0.053 | 0.038 | 0.042 | 0.056 |
NewAlgo | 0.915 | 0.780 | 0.807 | 0.988 | 0.872 |