Table 1 Simulation power in nine sample functions.
N = 50, X ~U(−1,1) | BNNPT | Pearson | Spearman | Kendall | Hoeffding | Distance | CANOVA | MIC |
|---|---|---|---|---|---|---|---|---|
y = 0 + N(0,1) | 0.050 | 0.058 | 0.053 | 0.055 | 0.068 | 0.059 | 0.053 | 0.046 |
y = x + N(0,1) | 0.839 | 0.958 | 0.951 | 0.950 | 0.940 | 0.946 | 0.544 | 0.593 |
y = \(0.5({{\rm{x}}+1)}^{2}\) + N(0,1) | 0.861 | 0.961 | 0.949 | 0.946 | 0.935 | 0.946 | 0.580 | 0.608 |
y = sin(\(\pi \) x) + N(0,1) | 0.957 | 0.937 | 0.912 | 0.904 | 0.963 | 0.962 | 0.742 | 0.805 |
y = sin(3 \(\pi \) x) + N(0,1) | 0.795 | 0.180 | 0.182 | 0.190 | 0.201 | 0.174 | 0.694 | 0.423 |
y = cos(\(\pi \) x) + N(0,1) | 0.947 | 0.066 | 0.079 | 0.073 | 0.690 | 0.653 | 0.726 | 0.649 |
y = cos(2 \(\pi \) x) + N(0,1) | 0.888 | 0.060 | 0.065 | 0.066 | 0.151 | 0.109 | 0.720 | 0.570 |
y = cos(3 \(\pi \) x) + N(0,1) | 0.707 | 0.064 | 0.072 | 0.070 | 0.109 | 0.093 | 0.688 | 0.394 |