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. 2020 Apr 17;12085:688–700. doi: 10.1007/978-3-030-47436-2_52

Table 3.

Anomaly Detection Performance on KDD99, Arrhythmia, and Satellite datasets. Better results are marked in bold.

Method KDD99 Arrhythmia Satellite
Precision Recall F1 Precision Recall F1 Precision Recall F1
OC-SVM [4] 74.57 85.23 79.54 53.97 40.82 45.81 52.42 59.99 61.07
IF [8] 92.16 93.73 92.94 51.47 54.69 53.03 60.81 94.89 75.40
DSEBM-r [21] 85.21 64.72 73.28 15.15 15.13 15.10 67.84 68.61 68.22
DSEBM-e [21] 86.19 64.66 73.99 46.67 45.65 46.01 67.79 68.56 68.18
DAGMM [23] 92.97 94.42 93.69 49.09 50.78 49.83 80.77 81.6 81.19
AnoGAN [13] 87.86 82.97 88.65 41.18 43.75 42.42 71.19 72.03 71.59
ALAD [20] 94.27 95.77 95.01 50 53.13 51.52 79.41 80.32 79.85
CADGMM 96.01 97.53 96.71 56.41 57.89 57.14 81.99 82.75 82.37