Table 6:
The canonical correlation coefficients between fMRI and SNP. The training and testing canonical correlation coefficients (mean ± std) of five-fold cross-validation were reported. The best values are shown in bold text.
| Methods | Training canonical correlation coefficients | Testing canonical correlation coefficients | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| fold 1 | fold 2 | fold 3 | fold 4 | fold 5 | mean±std | fold 1 | fold 2 | fold 3 | fold 4 | fold 5 | mean±std | |
|
| ||||||||||||
| MTS2CCA | 0.718 | 0.745 | 0.762 | 0.735 | 0.729 | 0.738±0.017 | 0.327 | 0.110 | 0.367 | 0.354 | 0.320 | 0.295±0.105 |
| MTGSCCA | 0.907 | 0.821 | 0.842 | 0.960 | 0.895 | 0.874±0.054 | 0.315 | 0.022 | 0.319 | 0.317 | 0.240 | 0.243±0.128 |
| MTSCCA | 0.884 | 0.895 | 0.959 | 0.949 | 0.901 | 0.901±0.034 | 0.256 | 0.014 | 0.323 | 0.294 | 0.238 | 0.225±0.122 |
| JCBSCCA | 0.662 | 0.587 | 0.674 | 0.631 | 0.658 | 0.658±0.035 | 0.270 | −0.121 | 0.356 | 0.253 | 0.267 | 0.205±0.187 |
| TCCA | 0.381 | 0.572 | 0.584 | 0.171 | 0.431 | 0.428±0.168 | 0.155 | −0.159 | −0.049 | −0.187 | −0.085 | −0.065±0.135 |
| SCCA | 0.362 | 0.445 | 0.503 | 0.430 | 0.439 | 0.436±0.050 | −0.051 | 0.019 | 0.025 | 0.130 | 0.050 | 0.034±0.065 |