From: Stability SCAD: a powerful approach to detect interactions in large-scale genomic study
 | Method | Scenario | ||
---|---|---|---|---|
 | A1 | B1 | C1 | |
TPR | LASSO | 0.768(0.027) | 0.775(0.020) | 0.857(0.018) |
SCAD | 0.801(0.025) | 0.775(0.021) | 0.603(0.016) | |
SLASSO | 0.750(0.018) | 0.780(0.009) | 0.990(0.005) | |
SSCAD | 0.933(0.013) | 0.897(0.002) | 0.968(0.003) | |
MCC | LASSO | 0.292(0.014) | 0.384(0.012) | 0.356(0.021) |
SCAD | 0.350(0.013) | 0.435(0.013) | 0.373(0.016) | |
SLASSO | 0.776(0.011) | 0.706(0.012) | 0.875(0.011) | |
SSCAD | 0.826(0.008) | 0.843(0.016) | 0.837(0.015) | |
AUC | LASSO | 0.593(0.018) | 0.601(0.002) | 0.632(0.002) |
SCAD | 0.596(0.018) | 0.606(0.002) | 0.632(0.002) | |
SLASSO | 0.612(0.001) | 0.616(0.002) | 0.638(0.005) | |
SSCAD | 0.631(0.001) | 0.615(0.001) | 0.630(0.002) | |
FDR | LASSO | 0.859(0.013) | 0.827(0.007) | 0.789(0.026) |
SCAD | 0.837(0.009) | 0.813(0.008) | 0.742(0.018) | |
SLASSO | 0.186(0.006) | 0.160(0.009) | 0.107(0.017) | |
SSCAD | 0.167(0.003) | 0.147(0.007) | 0.166(0.014) |