Anomaly Detection on NAB
95.41AUCTranAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TranADTraining=Complete training data2022.01 | 95.41 | 88.89 | 98.92 | 93.64 | |
| TranADTraining data percentage=20%2022.01 | 92.17 | — | — | 84.21 | |
| DAGMMTraining=Complete training data2022.01 | 85.72 | 76.22 | 72.92 | 74.53 | |
| GDNTraining=Complete training data2022.01 | 85.42 | 81.29 | 78.72 | 79.98 | |
| MAD-GANTraining=Complete training data2022.01 | 84.78 | 86.66 | 70.12 | 77.52 | |
| MERLINTraining=Complete training data2022.01 | 84.14 | 80.13 | 72.62 | 76.19 | |
| MSCREDTraining=Complete training data2022.01 | 84.01 | 85.22 | 67 | 75.02 | |
| OmniAnomalyTraining=Complete training data2022.01 | 83.3 | 84.21 | 66.67 | 74.42 | |
| USADTraining=Complete training data2022.01 | 83.3 | 84.21 | 66.67 | 74.42 | |
| LSTM-NDTTraining=Complete training data2022.01 | 83.22 | 64 | 66.67 | 65.31 | |
| MSCREDTraining data percentage=20%2022.01 | 82.99 | — | — | 70.13 | |
| GDNTraining data percentage=20%2022.01 | 82.99 | — | — | 70.13 | |
| MTAD-GATTraining=Complete training data2022.01 | 82.21 | 84.21 | 72.72 | 78.04 | |
| MAD-GANTraining data percentage=20%2022.01 | 81.94 | — | — | 71.09 | |
| OmniAnomalyTraining data percentage=20%2022.01 | 81.29 | — | — | 67.13 | |
| MERLINTraining data percentage=20%2022.01 | 80.29 | — | — | 76.19 | |
| CAE-MTraining=Complete training data2022.01 | 80.19 | 79.18 | 80.19 | 79.68 | |
| LSTM-NDTTraining data percentage=20%2022.01 | 80.13 | — | — | 62.12 | |
| DAGMMTraining data percentage=20%2022.01 | 78.27 | — | — | 61.25 | |
| CAE-MTraining data percentage=20%2022.01 | 73.12 | — | — | 71.26 | |
| USADTraining data percentage=20%2022.01 | 72.67 | — | — | 67.81 | |
| MTAD-GATTraining data percentage=20%2022.01 | 69.56 | — | — | 70.13 |