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. 2021 Aug 4;16(8):e0254340. doi: 10.1371/journal.pone.0254340

Table 2. The mean and standard deviation TPR for the anomaly detection algorithms.

The results represent experiments on four datasets based on 20 simulated experiments. The proposed method (NewAlgo) produces the best overall results.

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