Table 1.
N = 50, x ~ U(−1,1) | CANOVA2 | CANOVA4 | CANOVA8 | CANOVA12 | Pearson | Kendall | Spearman | Distance | Hoeffding | MIC |
---|---|---|---|---|---|---|---|---|---|---|
y = 0 + N(0,1) | 0.051 | 0.048 | 0.048 | 0.050 | 0.047 | 0.048 | 0.049 | 0.039 | 0.059 | 0.051 |
y = x + N(0,1) | 0.564 | 0.798 | 0.889 | 0.902 | 0.972 | 0.962 | 0.961 | 0.950 | 0.953 | 0.591 |
y = 0.5;*(x + 1)2 + N(0,1) | 0.606 | 0.836 | 0.904 | 0.918 | 0.968 | 0.953 | 0.962 | 0.964 | 0.953 | 0.633 |
y = sin(Pi*x) + N(0,1) | 0.758 | 0.941 | 0.966 | 0.962 | 0.936 | 0.918 | 0.930 | 0.969 | 0.969 | 0.829 |
y = sin(2*Pi*x) + N(0,1) | 0.713 | 0.886 | 0.812 | 0.294 | 0.318 | 0.328 | 0.320 | 0.341 | 0.405 | 0.579 |
y = sin(3*Pi*x) + N(0,1) | 0.677 | 0.796 | 0.254 | 0.076 | 0.178 | 0.192 | 0.199 | 0.186 | 0.219 | 0.423 |
y = cos(Pi*x) + N(0,1) | 0.784 | 0.940 | 0.973 | 0.942 | 0.067 | 0.076 | 0.083 | 0.660 | 0.710 | 0.660 |
y = cos(2*Pi*x) + N(0,1) | 0.738 | 0.891 | 0.754 | 0.142 | 0.045 | 0.054 | 0.053 | 0.100 | 0.129 | 0.548 |
y = cos(3*Pi*x) + N(0,1) | 0.673 | 0.751 | 0.160 | 0.031 | 0.053 | 0.054 | 0.057 | 0.074 | 0.090 | 0.371 |
The bold means the first place result of all methods compared