Counterfactual reasoning on UCI Adult missing values Agent (test)
100AccuracySHAP
Evaluation results
| Method | Links | |
|---|---|---|
| SHAPNumber of Data-points Per Observation=10002022.06 | 100 | |
| GAMNumber of Data-points Per Observation=1002022.06 | 100 | |
| GAMNumber of Data-points Per Observation=10002022.06 | 100 | |
| SHAPNumber of Data-points Per Observation=1002022.06 | 99.8 | |
| GAMNumber of Data-points Per Observation=102022.06 | 87.7 | |
| SHAPNumber of Data-points Per Observation=102022.06 | 84 | |
| LIMENumber of Data-points Per Observation=10002022.06 | 75.9 | |
| Model PredictionNumber of Data-points Per Observation=10002022.06 | 67.3 | |
| GAMNumber of Data-points Per Observation=12022.06 | 64.8 | |
| LIMENumber of Data-points Per Observation=1002022.06 | 64.5 | |
| SHAPNumber of Data-points Per Observation=12022.06 | 63.2 | |
| Model PredictionNumber of Data-points Per Observation=1002022.06 | 58.2 | |
| Model PredictionNumber of Data-points Per Observation=12022.06 | 57.5 | |
| Model PredictionNumber of Data-points Per Observation=102022.06 | 57.4 | |
| LIMENumber of Data-points Per Observation=102022.06 | 56.9 | |
| LIMENumber of Data-points Per Observation=12022.06 | 55.2 |