Anomaly Detection on MBA
98.85AUCTranAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TranADTraining=Complete training data2022.01 | 98.85 | 95.69 | 100 | 97.8 | |
| DAGMMTraining=Complete training data2022.01 | 98.58 | 94.75 | 99 | 96.83 | |
| MAD-GANTraining=Complete training data2022.01 | 98.36 | 93.96 | 100 | 96.89 | |
| MSCREDTraining=Complete training data2022.01 | 97.99 | 92.72 | 100 | 96.23 | |
| LSTM-NDTTraining=Complete training data2022.01 | 97.8 | 92.07 | 97.18 | 94.56 | |
| MTAD-GATTraining=Complete training data2022.01 | 97.21 | 90.18 | 100 | 94.84 | |
| TranADTraining data percentage=20%2022.01 | 97.18 | — | — | 96.17 | |
| USADTraining=Complete training data2022.01 | 97.01 | 89.53 | 99.89 | 94.43 | |
| USADTraining data percentage=20%2022.01 | 96.97 | — | — | 94.25 | |
| MTAD-GATTraining data percentage=20%2022.01 | 96.88 | — | — | 94.25 | |
| DAGMMTraining data percentage=20%2022.01 | 96.71 | — | — | 93.96 | |
| GDNTraining data percentage=20%2022.01 | 96.71 | — | — | 93.16 | |
| CAE-MTraining=Complete training data2022.01 | 96.61 | 84.42 | 99.97 | 91.54 | |
| LSTM-NDTTraining data percentage=20%2022.01 | 96.17 | — | — | 92.82 | |
| CAE-MTraining data percentage=20%2022.01 | 96.16 | — | — | 90.02 | |
| OmniAnomalyTraining=Complete training data2022.01 | 95.7 | 85.61 | 100 | 92.25 | |
| MAD-GANTraining data percentage=20%2022.01 | 95.5 | — | — | 91.92 | |
| GDNTraining=Complete training data2022.01 | 95.28 | 88.32 | 98.92 | 93.32 | |
| MSCREDTraining data percentage=20%2022.01 | 94.99 | — | — | 91.08 | |
| OmniAnomalyTraining data percentage=20%2022.01 | 94.07 | — | — | 92.17 | |
| MERLINTraining=Complete training data2022.01 | 78.28 | 98.46 | 49.13 | 65.55 | |
| MERLINTraining data percentage=20%2022.01 | 78.28 | — | — | 65.55 |