Table 9. The bootstrap means and standard deviations of the estimate of the prostate data.
Selected | MLOG | ENET | LASSO | Selected | MLOG | ENET | LASSO |
---|---|---|---|---|---|---|---|
Covariates | (3) | (12) | (4) | Covariates | (3) | (9) | (4) |
age | 0.0177(0.119) | age*gleason | 0.0005(0.021) | 0.0008(0.014) | |||
lcp | 0.0051(0.017) | 0.3059(0.536) | 0.0849(0.630) | age*pgg45 | −0.0001(0.001) | −0.0001(0.001) | |
gleason | 0.0816(1.148) | age*lpsa | 0.0002(0.009) | ||||
lpsa | 0.0079(0.018) | 0.1967(0.773) | 0.4809(0.773) | lbph*svi | 0.0931(0.222) | ||
lweight2 | −0.0187(0.321) | lbph*lcp | −0.0051(0.069) | ||||
lbph2 | 0.0515(0.090) | lbph*pgg45 | −0.0014(0.003) | ||||
lcp2 | 0.0526(0.074) | 0.0019(0.056) | lbph*lpsa | −0.0189(0.086) | −0.0043(0.061) | ||
pgg452 | −0.0001(0.010) | svi*pgg45 | −0.0038(0.016) | ||||
lpsa2 | 0.0311(0.108) | lcp*pgg45 | 0.0032(0.005) | 0.0001(0.004) | |||
lweight*lcp | 0.0886(0.140) | 0.0494(0.147) | lcp*lpsa | −0.1362(0.233) | |||
lweight*lpsa | 0.0184(0.155) | gleason*pgg45 | 0.0001(0.021) | ||||
age*lbph | −0.0009(0.010) | −0.0007(0.007) | gleason*lpsa | 0.0204(0.087) |