From: Stability SCAD: a powerful approach to detect interactions in large-scale genomic study
 | Method | Scenario | ||
---|---|---|---|---|
A2 | B2 | C2 | ||
TPR | LASSO | 0.726(0.028) | 0.726(0.021) | 0.797(0.020) |
SCAD | 0.750(0.026) | 0.740(0.021) | 0.734(0.022) | |
SLASSO | 0.706(0.019) | 0.720(0.012) | 0.942(0.010) | |
SSCAD | 0.861(0.016) | 0.890(0.004) | 0.953(0.002) | |
MCC | LASSO | 0.240(0.015) | 0.334(0.013) | 0.309(0.013) |
SCAD | 0.295(0.014) | 0.380(0.015) | 0.333(0.014) | |
SLASSO | 0.716(0.012) | 0.636(0.015) | 0.826(0.013) | |
SSCAD | 0.787(0.009) | 0.800(0.018) | 0.817(0.018) | |
AUC | LASSO | 0.537(0.018) | 0.542(0.002) | 0.577(0.003) |
SCAD | 0.538(0.019) | 0.529(0.003) | 0.570(0.004) | |
SLASSO | 0.557(0.002) | 0.569(0.003) | 0.590(0.003) | |
SSCAD | 0.557(0.003) | 0.561(0.003) | 0.560(0.001) | |
FDR | LASSO | 0.868(0.014) | 0.829(0.010) | 0.797(0.008) |
SCAD | 0.838(0.009) | 0.817(0.010) | 0.754(0.009) | |
SLASSO | 0.198(0.007) | 0.146(0.009) | 0.122(0.010) | |
SSCAD | 0.166(0.004) | 0.149(0.007) | 0.180(0.007) |