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Downstream performance prediction on EY Energy corrupted with Laplace noise

0.594Downstream Performance Score1L Lasso + MLP
0.501440.525470.54950.57353Nov 10, 2023

Evaluation results

MethodLinks
1L Lasso + MLPCorruption percentage (%)=502023.110.5943.09
AM + MLPCorruption percentage (%)=502023.110.5933.91
Deep Lasso + MLPCorruption percentage (%)=502023.110.5891.91
XGBoost + MLPCorruption percentage (%)=752023.110.5712
AGL + MLPCorruption percentage (%)=502023.110.573.36
XGBoost + MLPCorruption percentage (%)=502023.110.572.64
RF + MLPCorruption percentage (%)=752023.110.5644.45
RF + MLPCorruption percentage (%)=502023.110.5635
Lasso + MLPCorruption percentage (%)=502023.110.566.55
LassoNet + MLPCorruption percentage (%)=502023.110.5544.45
Deep Lasso + MLPCorruption percentage (%)=752023.110.5522
AGL + MLPCorruption percentage (%)=752023.110.553.09
LassoNet + MLPCorruption percentage (%)=752023.110.5485.09
No FS + MLPCorruption percentage (%)=502023.110.5468.27
Lasso + MLPCorruption percentage (%)=752023.110.5454.36
1L Lasso + MLPCorruption percentage (%)=752023.110.5433.73
Univariate + MLPCorruption percentage (%)=502023.110.5327
Univariate + MLPCorruption percentage (%)=752023.110.5157.64
No FS + MLPCorruption percentage (%)=752023.110.5057.73