Regression on Regression Tasks under Controlled Distribution Shift
0.377Average MAEXGBRegressor
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBRegressorStrategy=S22026.06 | 0.377 | |
| RandomForestRegressorStrategy=S22026.06 | 0.402 | |
| ARFRegressorStrategy=S22026.06 | 0.411 | |
| kNNRegressorStrategy=S22026.06 | 0.422 | |
| ARFRegressorStrategy=S32026.06 | 0.462 | |
| ARFRegressorStrategy=S52026.06 | 0.462 | |
| ARFRegressorStrategy=S62026.06 | 0.462 | |
| kNNRegressorStrategy=S32026.06 | 0.475 | |
| kNNRegressorStrategy=S52026.06 | 0.475 | |
| kNNRegressorStrategy=S62026.06 | 0.475 | |
| ARFRegressorStrategy=S42026.06 | 0.476 | |
| kNNRegressorStrategy=S42026.06 | 0.488 | |
| kNNRegressorStrategy=S12026.06 | 0.515 | |
| ARFRegressorStrategy=S12026.06 | 0.516 | |
| HoeffdingTreeRegressorStrategy=S12026.06 | 0.59 | |
| RandomForestRegressorStrategy=S42026.06 | 0.599 | |
| HoeffdingTreeRegressorStrategy=S32026.06 | 0.644 | |
| HoeffdingTreeRegressorStrategy=S52026.06 | 0.644 | |
| HoeffdingTreeRegressorStrategy=S62026.06 | 0.644 | |
| RandomForestRegressorStrategy=S32026.06 | 0.653 | |
| RandomForestRegressorStrategy=S52026.06 | 0.653 | |
| RandomForestRegressorStrategy=S62026.06 | 0.653 | |
| HoeffdingTreeRegressorStrategy=S42026.06 | 0.664 | |
| HoeffdingTreeRegressorStrategy=S22026.06 | 0.673 | |
| XGBRegressorStrategy=S42026.06 | 0.698 | |
| XGBRegressorStrategy=S32026.06 | 0.711 | |
| XGBRegressorStrategy=S52026.06 | 0.711 | |
| XGBRegressorStrategy=S62026.06 | 0.711 | |
| LinearRegressionStrategy=S42026.06 | 0.981 | |
| LinearRegressionStrategy=S32026.06 | 1 | |
| LinearRegressionStrategy=S52026.06 | 1 | |
| LinearRegressionStrategy=S62026.06 | 1 | |
| RandomForestRegressorStrategy=S12026.06 | 1.005 | |
| XGBRegressorStrategy=S12026.06 | 1.207 | |
| LinearRegressionStrategy=S22026.06 | 1.22 | |
| LinearRegressionStrategy=S12026.06 | 1.599 |