Table 4. Measures of optimal sslasso and lasso models for Dutch breast cancer dataset and TCGA ovarian cancer dataset by 10× 10-fold cross validation.
Deviance | MSE | AUC | Misclassification | ||
---|---|---|---|---|---|
Dutch breast cancer | sslasso | 336.880(4.668) | 0.192(0.003) | 0.684(0.011) | 0.284(0.014) |
lasso | 342.134(3.383) | 0.197(0.003) | 0.656(0.018) | 0.297(0.007) | |
TCGA ovarian cancer | sslasso | 394.796(7.684) | 0.179(0.004) | 0.647(0.017) | 0.258(0.010) |
lasso | 393.152(5.392) | 0.179(0.003) | 0.636(0.017) | 0.254(0.005) |
Values in parentheses are SE.