Table 2. The mean and standard deviation TPR for the anomaly detection algorithms.
DS1 | DS2 | DS3 | DS4 | Overall | |
---|---|---|---|---|---|
Naive | 1.000±0.00 | 0.780±0.112 | 0.490±0.158 | 1.000±0.000 | 0.818 |
RobustCov | 0.975±0.043 | 0.420±0.194 | 0.020±0.068 | 0.450±0.470 | 0.466 |
IsoForest | 0.24±0.132 | 0.000±0.000 | 0.000±0.000 | 0.015±0.036 | 0.065 |
LOF | 0.040±0.058 | 0.045±0.074 | 0.055±0.086 | 0.055±0.092 | 0.049 |
NewAlgo | 0.915±0.111 | 0.760±0.097 | 0.840±0.107 | 0.980±0.051 | 0.874 |