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. Author manuscript; available in PMC: 2023 Oct 19.
Published in final edited form as: Stat Sci. 2021 Oct 11;36(4):562–577. doi: 10.1214/20-sts815

TABLE 2.

Coverage proportions (Cov) and average lengths (Len) of 95% naïve confidence intervals with tuning parameters λsup and λ1SE, and 95% exact post-selection confidence intervals under the stochastic block model setting with partial correlation ρ{0.2,0.6}, sample size n{100,300,500}, dimension p=100 and signal-to-noise ratio SNR{0.1,0.3,0.5}. The error variance is estimated either through the scaled lasso (Sun and Zhang, 2012) (SL) or Theorem 2.2 (NL).

ρ
n
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 λsup SL 0.921 0.934 0.948 0.951 0.934 0.933 0.953 0.958 0.958
Cov naïve λsup SL 0.540 0.955 0.960 0.953 0.931 0.930 0.966 0.957 0.957
naïve λ1SE SL 0.585 0.850 0.858 0.911 0.922 0.917 0.961 0.944 0.940
naïve λ1SE NL 0.586 0.854 0.865 0.913 0.924 0.918 0.961 0.945 0.942

exact λsup SL 4.721 1.692 0.857 1.873 0.425 0.325 0.758 0.325 0.252
Len naïve λsup SL 1.111 0.682 0.545 0.709 0.416 0.323 0.559 0.323 0.251
naïve λ1SE SL 1.188 0.703 0.552 0.715 0.416 0.323 0.557 0.323 0.251
naïve λ1SE NL 1.195 0.710 0.558 0.721 0.420 0.326 0.560 0.325 0.253

ρ
n
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 λsup SL 0.923 0.945 0.949 0.959 0.956 0.958 0.943 0.948 0.948
Cov naïve λsup SL 0.569 0.959 0.964 0.964 0.955 0.956 0.963 0.946 0.946
naïve λ1SE SL 0.568 0.841 0.852 0.922 0.933 0.927 0.947 0.946 0.941
naïve λ1SE NL 0.561 0.841 0.850 0.922 0.935 0.929 0.950 0.947 0.943

exact λsup SL 4.744 1.662 0.832 1.987 0.424 0.325 0.807 0.324 0.251
Len naïve λsup SL 1.119 0.690 0.545 0.712 0.416 0.323 0.557 0.322 0.250
naïve λ1SE SL 1.194 0.704 0.554 0.713 0.416 0.323 0.555 0.322 0.250
naïve λ1SE NL 1.194 0.707 0.557 0.718 0.420 0.326 0.558 0.324 0.252