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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 1.

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 scale-free graph 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 0.905 0.942 0.936 0.949 0.953 0.953 0.946 0.949 0.949
Cov naïve λsup SL 0.683 0.961 0.944 0.951 0.952 0.951 0.971 0.948 0.947
naïve λ1SE SL 0.596 0.876 0.887 0.905 0.917 0.910 0.944 0.935 0.932
naïve λ1SE NL 0.587 0.870 0.883 0.905 0.919 0.911 0.945 0.939 0.933

exact λsup SL 4.260 1.634 0.823 1.907 0.437 0.330 0.814 0.327 0.255
Len naïve λsup SL 1.122 0.693 0.552 0.717 0.421 0.326 0.562 0.325 0.253
naïve λ1SE SL 1.199 0.705 0.555 0.718 0.420 0.326 0.560 0.326 0.253
naïve λ1SE NL 1.201 0.711 0.559 0.723 0.424 0.329 0.563 0.328 0.255

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 0.956 0.938 0.945 0.922 0.944 0.945 0.948 0.945 0.947
Cov naïve λsup SL 0.625 0.943 0.953 0.942 0.942 0.942 0.964 0.944 0.944
naïve λ1SE SL 0.643 0.873 0.876 0.918 0.934 0.929 0.954 0.941 0.935
naïve λ1SE NL 0.639 0.870 0.873 0.919 0.934 0.929 0.957 0.944 0.938

exact λsup SL 6.433 1.616 0.770 1.892 0.429 0.328 0.787 0.326 0.253
Len naïve λsup SL 1.108 0.692 0.553 0.713 0.420 0.326 0.560 0.325 0.252
naïve λ1SE SL 1.200 0.705 0.554 0.720 0.420 0.326 0.561 0.326 0.253
naïve λ1SE NL 1.203 0.709 0.557 0.725 0.423 0.329 0.564 0.327 0.254