Variate | Full variables | Forward | Backwards | Lasso-logistic | Lasso-SVM | Group-lasso |
X1_1 | 1.715 | 0 | 1.721 | 0 | −0.555 | 0.025 |
X1_2 | 1.674 | 0 | 1.695 | 0.010 | −0.567 | 0.001 |
X1_3 | −4.562 | −4.247 | −4.561 | −4.354 | 0.667 | −6.520 |
X1_4 | −1.534 | −1.681 | 0 | −1.440 | 0.016 | −1.637 |
X2 | −0.868 | −0.854 | −0.858 | −0.630 | 0.209 | −0.824 |
X3 | −0.497 | −0.504 | −0.502 | −0.352 | 0.122 | −0.471 |
X4_1 | 1.408 | 0.341 | 0.501 | 0.105 | −0.003 | 0.207 |
X4_2 | 0.780 | 0.301 | 0.218 | 0 | 0 | −0.007 |
X4_3 | 0.575 | 0 | 0 | −0.111 | 0.015 | −0.195 |
X4_4 | 0.761 | 0 | 0 | 0 | 0 | −0.682 |
X5_1 | −0.025 | −0.002 | 0 | 0 | 0 | 0.062 |
X5_2 | −0.179 | 0 | −0.201 | −0.037 | 0 | −0.072 |
X5_3 | −0.034 | 0 | 0 | 0 | 0 | 0.073 |
X6 | 0.072 | 0 | 0 | 0 | 0 | 0.065 |
X7_1 | 0.306 | 0.393 | 0.311 | 0.355 | −0.085 | 0.570 |
X7_2 | −0.893 | 0.205 | −1.111 | −0.582 | 0.226 | −0.554 |
X7_3 | 0.934 | 0 | 0 | 0 | 0 | 0.251 |
X8 | 0.123 | 0.101 | 0.098 | 0 | 0 | 0 |
X9 | 0.058 | 0 | 0 | 0 | 0 | 0.039 |
X10 | −0.265 | −0.213 | −0.212 | −0.104 | 0.053 | −0.194 |
X11 | −0.078 | 0 | 0 | −0.003 | 0.013 | −0.016 |
X12 | −0.100 | −0.111 | −0.109 | −0.084 | 0.033 | −0.108 |
X13 | −0.190 | −0.206 | −0.197 | −0.064 | 0.050 | −0.170 |
X14 | −0.033 | 0 | 0 | 0 | 0 | −0.021 |
X15 | 0.130 | 0.121 | 0.119 | 0 | −0.016 | 0.101 |
X16 | 0.455 | 0.459 | 0.457 | 0.306 | −0.142 | 0.431 |
X17 | 0.222 | −0.218 | −0.209 | −0.173 | 0.084 | −0.179 |
X18 | 0.164 | 0 | 0 | 0 | 0 | 0 |
X19 | −0.405 | 0 | 0 | −0.021 | 0 | −0.062 |
X20 | 0.276 | 0 | 0 | 0 | 0 | 0 |
X21 | 0.136 | 0 | 0 | 0 | 0 | 0 |
X22 | 0.065 | 0 | 0 | 0 | 0 | 0 |
X23 | 0.041 | 0 | 0 | 0 | 0 | 0.035 |
X24 | −0.325 | −0.249 | −0.263 | −0.178 | 0.067 | −0.212 |
Intercept term | 1.026 | 1.275 | 1.836 | 2.575 | −0.382 | 2.980 |