Table 3.
Five-fold cross validation canonical correlation results on real data: the CCA models learned from the training data were used to estimate the correlation coefficients between canonical components for both training and testing sets. P-values of paired t-tests were obtained for comparing S2CCA and PMD results.
Correlation coefficients | S2CCA | PMD | p-value | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
F1 | F2 | F3 | F4 | F5 | F1 | F2 | F3 | F4 | F5 | ||
Training | 0.28 | 0.27 | 0.27 | 0.27 | 0.27 | 0.26 | 0.26 | 0.26 | 0.26 | 0.24 | 0.016 |
Testing | 0.21 | 0.24 | 0.28 | 0.23 | 0.26 | 0.20 | 0.21 | 0.21 | 0.20 | 0.24 | 0.017 |