Downstream performance prediction on GE German corrupted with Laplace noise
0.6Downstream PerformanceXGBoost + MLP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| XGBoost + MLPCorruption percentage (%)=502023.11 | 0.6 | 2.64 | |
| RF + MLPCorruption percentage (%)=502023.11 | 0.558 | 5 | |
| XGBoost + MLPCorruption percentage (%)=752023.11 | 0.558 | 2 | |
| LassoNet + MLPCorruption percentage (%)=502023.11 | 0.551 | 4.45 | |
| LassoNet + MLPCorruption percentage (%)=752023.11 | 0.543 | 5.09 | |
| Deep Lasso + MLPCorruption percentage (%)=502023.11 | 0.539 | 1.91 | |
| Univariate + MLPCorruption percentage (%)=502023.11 | 0.531 | 7 | |
| Deep Lasso + MLPCorruption percentage (%)=752023.11 | 0.527 | 2 | |
| AM + MLPCorruption percentage (%)=502023.11 | 0.526 | 3.91 | |
| No FS + MLPCorruption percentage (%)=502023.11 | 0.525 | 8.27 | |
| RF + MLPCorruption percentage (%)=752023.11 | 0.524 | 4.45 | |
| 1L Lasso + MLPCorruption percentage (%)=502023.11 | 0.521 | 3.09 | |
| 1L Lasso + MLPCorruption percentage (%)=752023.11 | 0.519 | 3.73 | |
| AGL + MLPCorruption percentage (%)=752023.11 | 0.519 | 3.09 | |
| AGL + MLPCorruption percentage (%)=502023.11 | 0.518 | 3.36 | |
| No FS + MLPCorruption percentage (%)=752023.11 | 0.514 | 7.73 | |
| Lasso + MLPCorruption percentage (%)=502023.11 | 0.507 | 6.55 | |
| Univariate + MLPCorruption percentage (%)=752023.11 | 0.493 | 7.64 | |
| Lasso + MLPCorruption percentage (%)=752023.11 | 0.482 | 4.36 |