Table 1:
True and Empirical Estimates of Kernel Distance Under Various Settings.
| Setting |
d = 1 |
d = 5 |
d = 10 |
d = 50 |
||||
|---|---|---|---|---|---|---|---|---|
| True | Empirical | True | Empirical | True | Empirical | True | Empirical | |
| μ = 0, λ = 1, σ = θ = 1 | 0.421 | 0.420 | 0.509 | 0.485 | 0.523 | 0.490 | 0.535 | 0.495 |
| μ = 0, λ = 2, σ = θ = 1 | 0.748 | 0.750 | 0.810 | 0.798 | 0.807 | 0.652 | 0.800 | 0.806 |
| μ = 0, λ = 3, σ = θ = 1 | 0.947 | 0.950 | 0.910 | 0.976 | 0.886 | 0.978 | 0.860 | 0.974 |
| μ = 0, λ = 1, σ = 1, | 0.377 | 0.376 | 0.458 | 0.427 | 0.470 | 0.433 | 0.480 | 0.427 |
| μ = 0, λ = 2, σ = 1, | 0.647 | 0.658 | 0.696 | 0.709 | 0.687 | 0.708 | 0.671 | 0.698 |
| μ = 0, λ = 3, σ = 1, | 0.837 | 0.862 | 0.790 | 0.886 | 0.756 | 0.881 | 0.717 | 0.870 |
| μ = 0, λ = 1, σ = 1, | 0.382 | 0.378 | 0.471 | 0.418 | 0.487 | 0.414 | 0.500 | 0.400 |
| μ = 0, λ = 2, σ = 1, | 0.596 | 0.612 | 0.647 | 0.419 | 0.639 | 0.650 | 0.623 | 0.634 |
| μ = 0, λ = 3, σ = 1, | 0.769 | 0.809 | 0.730 | 0.827 | 0.694 | 0.815 | 0.655 | 0.802 |