Review Article
Recent Progress of Anomaly Detection
Table 6
Time cost (s) of the anomaly detection algorithms, where k=10.
| Dataset | kNN | ODIN | LOF | LoOP | RBDA | OR | SOD | FB | HiCS |
| ALOI | 163.3 | 131.2 | 129.8 | 134.9 | / | 1650.8 | 273.3 | / | / | Ionoshere | 0.02 | 0.03 | 0.03 | 0.05 | 0.04 | 2.10 | 0.05 | 1.07 | 171.70 | KDDCup99 | 164.1 | 166.9 | 168.4 | 168 | / | / | 325.1 | / | / | PenDigits | 2.13 | 2.07 | 2.11 | 2.20 | 2.20 | 414.52 | 13.8 | 156.20 | 2549.47 | Sonar | 0.02 | 0.02 | 0.02 | 0.02 | 0.04 | 1.318 | 0.04 | 0.125 | 17.37 | WDBC | 0.09 | 0.05 | 0.09 | 0.05 | 0.11 | 2.51 | 0.08 | 0.34 | 58.05 | Waveform | 0.13 | 0.83 | 0.81 | 0.70 | 0.16 | 400.09 | 3.78 | 60.28 | 5924.89 | Arrhythmia | 0.27 | 0.16 | 0.17 | 0.17 | 0.30 | 35.68 | 0.11 | 2.45 | 64.74 | Annthyroid | 1.42 | 1.46 | 1.46 | 1.47 | 1.50 | 349.59 | 4.93 | 261.23 | 4514.92 | HeartDisease | 0.02 | 0.01 | 0.03 | 0.02 | 0.04 | 0.45 | 0.03 | 0.34 | 126.21 | Pima | 0.04 | 0.04 | 0.04 | 0.04 | 0.07 | 2.55 | 0.37 | 0.51 | 95.78 | SpamBase | 2.32 | 3.85 | 3.73 | 2.22 | 2.80 | 589.59 | 4.56 | 151.48 | 10453.15 | Arcene | 0.59 | 0.60 | 0.60 | 0.60 | 0.62 | 1158.85 | 0.70 | 19.44 | 7581.04 | ALLAML | 0.06 | 0.07 | 0.06 | 0.07 | 0.08 | 3.73 | 0.10 | 0.42 | / | DLBCL | 0.26 | 0.26 | 0.27 | 0.261 | 0.32 | 28.55 | 0.36 | 1.69 | 3496.79 | Gisette | 9.81 | 9.06 | 9.08 | 9.12 | 10.80 | 56754 | 9.65 | 67.87 | 11370.13 | Lung_MPM | 2.41 | 2.46 | 2.46 | 2.47 | 2.88 | 850.21 | 2.81 | 17.32 | 96292.66 | Ovarian | 5.83 | 5.79 | 5.80 | 5.80 | 6.76 | 1521.78 | 6.26 | 40.76 | 1367821.09 |
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