From: Efficient and adaptive rank-based fits for linear models with skew-normal errors
 | Skew normal errors | Contaminated errors | ||||||
---|---|---|---|---|---|---|---|---|
 | β | θ | β | θ | ||||
Proced. | ARE | Conf. | ARE | Conf. | ARE | Conf. | ARE | Conf. |
rb α=2 | 1.02 | 0.96 | 1.04 | 0.96 | 6.61 | 0.98 | 10.84 | 0.98 |
rb α=3 | 1.09 | 0.96 | 1.11 | 0.96 | 7.43 | 0.97 | 12.24 | 0.98 |
rb α=4 | 1.13 | 0.96 | 1.15 | 0.96 | 7.79 | 0.97 | 12.91 | 0.98 |
rb α=5 | 1.14 | 0.96 | 1.16 | 0.96 | 7.85 | 0.96 | 13.10 | 0.97 |
rb α=6 | 1.13 | 0.95 | 1.16 | 0.96 | 7.73 | 0.96 | 13.02 | 0.97 |
rb α=7 | 1.11 | 0.95 | 1.14 | 0.95 | 7.49 | 0.95 | 12.72 | 0.97 |
rb α=8 | 1.09 | 0.95 | 1.12 | 0.95 | 7.17 | 0.95 | 12.30 | 0.96 |
rb α=10 | 1.04 | 0.94 | 1.07 | 0.94 | 6.46 | 0.94 | 11.22 | 0.95 |
rb Wil. | 0.78 | 0.95 | 0.79 | 0.95 | 4.70 | 0.96 | 7.56 | 0.97 |
LS | 0.70 | 0.95 | 0.71 | 0.95 | 0.20 | 0.95 | 0.31 | 0.95 |
mle | 1.00 | 0.93 | 1.00 | 0.93 | 1.00 | 0.96 | 1.00 | 0.99 |