PCA compared to ... | Accuracies(dim 2) | DB-Index(dim 2) |
---|
KPCA | 0.1562 | 0.3223 |
LLE | 0.0195 |
0.0273
|
IM |
0.0078
| 0.1055 |
IM(mod) | 0.0547 | 0.2324 |
LEM | 0.1953 | 0.3750 |
DM | 0.5000 | 0.8457 |
MVU | 0.1953 | 0.7695 |
- The p-values of the Wilcoxon signed-rank test based on the null hypothesis, that PCA yields results similar to each other nonlinear method. The median randomization accuracies and cluster scores (both for two target space dimensions) of all ten datasets served as input to the tests.