TABLE 1.
Performance comparison on synthetic data. Training and testing canonical correlation coefficients (mean±std) of 5-fold cross-validation are shown for SCCA, mSCCA and MTSCCA. The best values are shown in boldface.
Training Results | Testing Results | |||||
---|---|---|---|---|---|---|
SCCA | mSCCA | MTSCCA | SCCA | mSCCA | MTSCCA | |
Data 1 | 0.28±0.06 | 0.40±0.10 | 0.99±0.00 | 0.25±0.14 | 0.16±0.10 | 0.23±0.16 |
Data 2 | 0.59±0.06 | 0.49±0.06 | 0.63±0.06 | 0.31±0.15 | 0.25±0.19 | 0.41±0.18 |
Data 3 | 0.95±0.01 | 0.95±0.01 | 0.96±0.01 | 0.91±0.04 | 0.91±0.05 | 0.95±0.03 |
Data 4 | 0.89±0.02 | 0.89±0.02 | 0.99±0.00 | 0.85±0.05 | 0.85±0.06 | 0.97±0.01 |