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

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