Table 2.
Average F1 scores across different methods using evenly distributed data.
| Method | Shuttle | Credit card | Cover |
|---|---|---|---|
| Our method | 0.9873 | 0.8985 | 0.8440 |
| Fed threshold | 0.9861 | 0.8972 | 0.8395 |
| Fed mean MSE + StD | 0.9844 | 0.8959 | 0.4003 |
| Fed filtered threshold | 0.9865 | 0.8881 | 0.3637 |
| Local iterative | 0.9836 | 0.8878 | 0.8228 |
| Local inter quantile range | 0.9773 | 0.8862 | 0.7318 |
| Local percentile | 0.9657 | 0.8865 | 0.5273 |
| Local kernel quantile estimator | 0.9775 | 0.8768 | 0.4512 |
| Local max MSE | 0.9849 | 0.8594 | 0.3584 |
| Local mean MSE + Std | 0.9619 | 0.8817 | 0.4828 |
| Local peak over threshold | 0.9802 | 0.8125 | 0.4551 |
Significant values are given in bold.