Feature Importance Ranking on Simulated binary classification 1.0 (train test)
1Feature RankRoSHAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RoSHAPBootstrap Repetitions=1000, Feature ID=x12026.05 | 1 | 512.66 | 0 | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x42026.05 | 1 | 779.54 | 0 | |
| XGBoost SHAPFeature ID=x22026.05 | 1 | 35.24 | — | |
| Information GainFeature ID=x42026.05 | 1 | 0.09 | — | |
| LIMEFeature ID=x32026.05 | 1 | 0.077 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x32026.05 | 2 | 347.21 | 0 | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x12026.05 | 2 | 767.57 | 0 | |
| XGBoost SHAPFeature ID=x62026.05 | 2 | 25.86 | — | |
| LIMEFeature ID=x12026.05 | 2 | 0.075 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x42026.05 | 3 | 339.45 | 0 | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x22026.05 | 3 | 433.42 | 0 | |
| XGBoost SHAPFeature ID=x42026.05 | 3 | 15.38 | — | |
| LIMEFeature ID=x22026.05 | 3 | 0.055 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x22026.05 | 4 | 270.75 | 0 | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x32026.05 | 4 | 430.41 | 0 | |
| XGBoost SHAPFeature ID=x32026.05 | 4 | 15.14 | — | |
| LIMEFeature ID=x42026.05 | 4 | 0.036 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x62026.05 | 5 | 120.99 | 0.2 | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x62026.05 | 5 | 271.18 | 0 | |
| XGBoost GainFeature ID=x12026.05 | 5 | 1.826 | — | |
| LIMEFeature ID=x62026.05 | 5 | 0.035 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x52026.05 | 6 | 80.65 | 0.4 | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x52026.05 | 6 | 104.68 | 0 | |
| XGBoost GainFeature ID=x22026.05 | 6 | 1.782 | — | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x72026.05 | 7 | 60.94 | 0 | |
| LIMEFeature ID=x72026.05 | 7 | 0.008 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x72026.05 | 9 | 14.73 | 7.2 | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x102026.05 | 10 | 25.85 | 0 | |
| XGBoost GainFeature ID=x32026.05 | 10 | 1.696 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x102026.05 | 12 | 10.65 | 11 | |
| XGBoost SHAPFeature ID=x52026.05 | 12 | 4.12 | — | |
| XGBoost GainFeature ID=x42026.05 | 13 | 1.45 | — | |
| LIMEFeature ID=x102026.05 | 15 | 0.004 | — | |
| XGBoost GainFeature ID=x62026.05 | 26 | 1.069 | — | |
| XGBoost SHAPFeature ID=x102026.05 | 31 | 0.14 | — | |
| XGBoost GainFeature ID=x72026.05 | 41 | 0.887 | — | |
| Information GainFeature ID=x22026.05 | 48 | 0.043 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x82026.05 | 53 | 1.92 | 27.6 | |
| LIMEFeature ID=x92026.05 | 58 | 0 | — | |
| XGBoost GainFeature ID=x102026.05 | 74 | 0.686 | — | |
| RoSHAPBootstrap Repetitions=1000, Feature ID=x92026.05 | 85 | 1.08 | 37 | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x92026.05 | 95 | 2.64 | 30 | |
| XGBoost GainFeature ID=x52026.05 | 131 | 0.555 | — | |
| XGBoost GainFeature ID=x82026.05 | 159 | 0.494 | — | |
| Information GainFeature ID=x52026.05 | 187 | 0.024 | — | |
| Information GainFeature ID=x62026.05 | 235 | 0.021 | — | |
| Information GainFeature ID=x12026.05 | 259 | 0.019 | — | |
| Information GainFeature ID=x32026.05 | 281 | 0.017 | — | |
| Information GainFeature ID=x72026.05 | 292 | 0.015 | — | |
| RoSHAPBootstrap Repetitions=10, Feature ID=x82026.05 | 317 | 0.32 | 40 | |
| Information GainFeature ID=x92026.05 | 329 | 0.012 | — | |
| XGBoost SHAPFeature ID=x72026.05 | 333 | 0 | — | |
| XGBoost SHAPFeature ID=x82026.05 | 387 | 0 | — | |
| Information GainFeature ID=x102026.05 | 658 | 0 | — | |
| XGBoost SHAPFeature ID=x12026.05 | 669 | 0 | — | |
| XGBoost SHAPFeature ID=x92026.05 | 670 | 0 | — | |
| XGBoost GainFeature ID=x92026.05 | 707 | 0.063 | — | |
| Information GainFeature ID=x82026.05 | 744 | 0 | — | |
| LIMEFeature ID=x82026.05 | 960 | 0 | — | |
| LIMEFeature ID=x52026.05 | 999 | 0 | — |