Table 3.
Five-fold cross validation classification performances (%) using canonical variables Xu and Yv. HC vs MCI, MCI vs AD, and HC vs AD are performed as three tasks separately.
Train | Test | ||||||
---|---|---|---|---|---|---|---|
HC vs MCI | HC vs AD | MCI vs AD | HC vs MCI | HC vs AD | MCI vs AD | ||
DSCC | f1 | 97.17 | 100.00 | 94.19 | 75.00 | 91.30 | 60.87 |
f2 | 86.79 | 96.51 | 84.88 | 85.71 | 95.65 | 60.87 | |
f3 | 96.23 | 100.00 | 94.19 | 85.71 | 91.30 | 86.96 | |
f4 | 93.40 | 95.35 | 75.58 | 57.14 | 100.00 | 78.26 | |
f5 | 72.32 | 82.61 | 69.57 | 72.73 | 82.35 | 64.71 | |
mean | 89.18 | 94.89 | 83.68 | 75.26 | 92.12 | 70.33 | |
PMA | f1 | 60.38 | 77.91 | 65.12 | 71.43 | 86.96 | 73.91 |
f2 | 66.98 | 84.88 | 74.42 | 71.43 | 95.65 | 60.87 | |
f3 | 66.04 | 80.23 | 63.95 | 50.00 | 86.96 | 60.87 | |
f4 | 68.87 | 80.23 | 59.30 | 42.86 | 82.61 | 78.26 | |
f5 | 65.18 | 77.17 | 60.87 | 31.82 | 64.71 | 64.71 | |
mean | 65.49 | 80.09 | 64.73 | 53.51 | 83.38 | 67.72 |