Table 1:
Summary of parameter settings used in the simulation study
| Parameter | Values |
|---|---|
| n : p : k0 | 500 : 100,1000 : 10 |
| α, AUTOREG | *0.8, 0.9 |
| (ρ,ω), BLOCK | *(0.5,0.1), *(0.5,0.3), *(0.5,0.4) |
| β | (1,1,1,1,1,1,1,1,1,1, 0,…, 0)T, **(10,10,10,10,10,10,10, 5, 5, 5,0,…, 0)T |
| SNR (R2) | 0.1 (0.09), *0.25 (0.20), *0.50 (0.33), 0.75 (0.43), 1 (0.50), *2 (0.67), *3 (0.75), 10 (0.91) |
results in Supplement, Section 4.
7 stronger and 3 weaker active signals (βj = 10 and 5).
Scenarios are replicated 5 or 10 times depending on the SNR. R2 based on the SNR using the formulation in Hastie et al. (2017).