Downstream performance prediction on HO (Housing) corrupted with Laplace noise
-0.645Downstream PerformanceNo FS + MLP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| No FS + MLPCorruption percentage (%)=752023.11 | -0.645 | 7.73 | |
| Univariate + MLPCorruption percentage (%)=502023.11 | -0.627 | 7 | |
| Univariate + MLPCorruption percentage (%)=752023.11 | -0.621 | 7.64 | |
| No FS + MLPCorruption percentage (%)=502023.11 | -0.616 | 8.27 | |
| 1L Lasso + MLPCorruption percentage (%)=752023.11 | -0.596 | 3.73 | |
| Lasso + MLPCorruption percentage (%)=502023.11 | -0.594 | 6.55 | |
| RF + MLPCorruption percentage (%)=502023.11 | -0.583 | 5 | |
| AGL + MLPCorruption percentage (%)=502023.11 | -0.577 | 3.36 | |
| LassoNet + MLPCorruption percentage (%)=752023.11 | -0.575 | 5.09 | |
| 1L Lasso + MLPCorruption percentage (%)=502023.11 | -0.572 | 3.09 | |
| Lasso + MLPCorruption percentage (%)=752023.11 | -0.568 | 4.36 | |
| AGL + MLPCorruption percentage (%)=752023.11 | -0.566 | 3.09 | |
| RF + MLPCorruption percentage (%)=752023.11 | -0.561 | 4.45 | |
| AM + MLPCorruption percentage (%)=502023.11 | -0.56 | 3.91 | |
| XGBoost + MLPCorruption percentage (%)=502023.11 | -0.56 | 2.64 | |
| Deep Lasso + MLPCorruption percentage (%)=752023.11 | -0.557 | 2 | |
| Deep Lasso + MLPCorruption percentage (%)=502023.11 | -0.556 | 1.91 | |
| XGBoost + MLPCorruption percentage (%)=752023.11 | -0.555 | 2 | |
| LassoNet + MLPCorruption percentage (%)=502023.11 | -0.55 | 4.45 |