Table 1. .
The Type I error and power for testing the 1,000 random off-diagonal entries in edge correlation at the 0.05 significance level are averaged over 5,000 iterations. The power study is separated into 1,000 random weak signals ∈ (0, 0.2] and 1,000 random moderate signals ∈ (0.2, 0.5], respectively. Simulation results for N = 50 and N = 200 variables over a range of sample size T are reported.
| N = 50 | N = 200 | |||||
|---|---|---|---|---|---|---|
| Type I error | Weak signal | Moderate signal | Type I error | Weak signal | Moderate signal | |
| T = 300 | 0.048 | 0.237 | 0.858 | 0.048 | 0.163 | 0.755 |
| T = 500 | 0.049 | 0.377 | 0.971 | 0.049 | 0.250 | 0.922 |
| T = 800 | 0.049 | 0.554 | 0.998 | 0.049 | 0.377 | 0.988 |
| T = 1,000 | 0.049 | 0.650 | 0.999 | 0.049 | 0.455 | 0.997 |
| T = 1,500 | 0.050 | 0.813 | 1 | 0.049 | 0.621 | 1 |
| T = 2,000 | 0.050 | 0.904 | 1 | 0.050 | 0.746 | 1 |
| T = 3,000 | 0.050 | 0.972 | 1 | 0.050 | 0.894 | 1 |
| T = 4,000 | 0.050 | 0.989 | 1 | 0.050 | 0.958 | 1 |
| T = 5,000 | 0.050 | 0.994 | 1 | 0.050 | 0.983 | 1 |
| T = 6,000 | 0.050 | 0.997 | 1 | 0.050 | 0.993 | 1 |
| T = 7,000 | 0.050 | 0.998 | 1 | 0.050 | 0.997 | 1 |
| T = 8,000 | 0.050 | 0.999 | 1 | 0.050 | 0.998 | 1 |
| T = 10,000 | 0.050 | 1 | 1 | 0.050 | 0.999 | 1 |
| T = 15,000 | 0.050 | 1 | 1 | 0.050 | 1 | 1 |