TABLE 2.
Coverage proportions (Cov) and average lengths (Len) of 95% naïve confidence intervals with tuning parameters and , and 95% exact post-selection confidence intervals under the stochastic block model setting with partial correlation , sample size , dimension and signal-to-noise ratio . The error variance is estimated either through the scaled lasso (Sun and Zhang, 2012) (SL) or Theorem 2.2 (NL).
SNR |
0.1 | 100 0.3 |
0.5 | 0.1 | 0.2 300 0.3 |
0.5 | 0.1 | 500 0.3 |
0.5 | |
| ||||||||||
exact SL | 0.921 | 0.934 | 0.948 | 0.951 | 0.934 | 0.933 | 0.953 | 0.958 | 0.958 | |
Cov | naïve SL | 0.540 | 0.955 | 0.960 | 0.953 | 0.931 | 0.930 | 0.966 | 0.957 | 0.957 |
naïve SL | 0.585 | 0.850 | 0.858 | 0.911 | 0.922 | 0.917 | 0.961 | 0.944 | 0.940 | |
naïve NL | 0.586 | 0.854 | 0.865 | 0.913 | 0.924 | 0.918 | 0.961 | 0.945 | 0.942 | |
| ||||||||||
exact SL | 4.721 | 1.692 | 0.857 | 1.873 | 0.425 | 0.325 | 0.758 | 0.325 | 0.252 | |
Len | naïve SL | 1.111 | 0.682 | 0.545 | 0.709 | 0.416 | 0.323 | 0.559 | 0.323 | 0.251 |
naïve SL | 1.188 | 0.703 | 0.552 | 0.715 | 0.416 | 0.323 | 0.557 | 0.323 | 0.251 | |
naïve NL | 1.195 | 0.710 | 0.558 | 0.721 | 0.420 | 0.326 | 0.560 | 0.325 | 0.253 | |
| ||||||||||
SNR |
0.1 | 100 0.3 |
0.5 | 0.1 | 0.6 300 0.3 |
0.5 | 0.1 | 500 0.3 |
0.5 | |
| ||||||||||
exact SL | 0.923 | 0.945 | 0.949 | 0.959 | 0.956 | 0.958 | 0.943 | 0.948 | 0.948 | |
Cov | naïve SL | 0.569 | 0.959 | 0.964 | 0.964 | 0.955 | 0.956 | 0.963 | 0.946 | 0.946 |
naïve SL | 0.568 | 0.841 | 0.852 | 0.922 | 0.933 | 0.927 | 0.947 | 0.946 | 0.941 | |
naïve NL | 0.561 | 0.841 | 0.850 | 0.922 | 0.935 | 0.929 | 0.950 | 0.947 | 0.943 | |
| ||||||||||
exact SL | 4.744 | 1.662 | 0.832 | 1.987 | 0.424 | 0.325 | 0.807 | 0.324 | 0.251 | |
Len | naïve SL | 1.119 | 0.690 | 0.545 | 0.712 | 0.416 | 0.323 | 0.557 | 0.322 | 0.250 |
naïve SL | 1.194 | 0.704 | 0.554 | 0.713 | 0.416 | 0.323 | 0.555 | 0.322 | 0.250 | |
naïve NL | 1.194 | 0.707 | 0.557 | 0.718 | 0.420 | 0.326 | 0.558 | 0.324 | 0.252 |