Table 3.
Finite-sample performance of estimating β, α(·), and σ2(·)
| Noise | (γ, ρ) | β̂1 | β̂2 | RASE(α̂1) | RASE(α̂2) | RASE(σ̂2) |
|---|---|---|---|---|---|---|
| N | (0.85, 0.30) | 1.0003 (0.0322) | 1.9993 (0.0582) | 0.0695 (0.0186) | 0.0814 (0.0157) | 0.0618 (0.0227) |
| (0.85, 0.60) | 1.0006 (0.0334) | 2.0030 (0.0565) | 0.0712 (0.0218) | 0.0817 (0.0155) | 0.0673 (0.0245) | |
| (0.85, 0.90) | 1.0003 (0.0347) | 1.9985 (0.0571) | 0.0718 (0.0280) | 0.0827 (0.0157) | 0.0786 (0.0335) | |
|
| ||||||
| DE | (0.85, 0.30) | 0.9994 (0.0339) | 1.9993 (0.0584) | 0.0667 (0.0179) | 0.0821 (0.0152) | 0.0884 (0.0330) |
| (0.85, 0.60) | 0.9995 (0.0337) | 1.9987 (0.0576) | 0.0694 (0.0205) | 0.0822 (0.0153) | 0.0919 (0.0356) | |
| (0.85, 0.90) | 0.9998 (0.0331) | 2.0001 (0.0581) | 0.0718 (0.0289) | 0.0826 (0.0155) | 0.0950 (0.0393) | |