Table 2.
Comparison of regression performances of the competing methods.
Modality | Method | AD vs. NC | MCI vs. NC | ||||||
---|---|---|---|---|---|---|---|---|---|
ADAS-Cog | MMSE | ADAS-Cog | MMSE | ||||||
CC | RMSE | CC | RMSE | CC | RMSE | CC | RMSE | ||
MRI | MRI-N | 0.587 | 4.96 | 0.520 | 2.02 | 0.329 | 4.48 | 0.309 | 1.90 |
MRI-S | 0.591 | 4.85 | 0.566 | 1.95 | 0.347 | 4.27 | 0.367 | 1.64 | |
HOGM | 0.625 | 4.53 | 0.598 | 1.91 | 0.352 | 4.26 | 0.371 | 1.63 | |
M3T | 0.649 | 4.60 | 0.638 | 1.91 | 0.445 | 4.27 | 0.420 | 1.66 | |
SJCR | 0.652 | 4.69 | 0.636 | 1.90 | 0.448 | 4.27 | 0.425 | 1.67 | |
Proposed | 0.661 | 4.58 | 0.650 | 1.89 | 0.461 | 4.21 | 0.441 | 1.62 | |
PET | PET-N | 0.597 | 4.86 | 0.514 | 2.04 | 0.333 | 4.34 | 0.331 | 1.70 |
PET-S | 0.620 | 4.83 | 0.593 | 2.00 | 0.356 | 4.26 | 0.359 | 1.69 | |
HOGM | 0.600 | 4.69 | 0.515 | 1.99 | 0.360 | 4.21 | 0.368 | 1.67 | |
M3T | 0.647 | 4.67 | 0.593 | 1.92 | 0.447 | 4.24 | 0.432 | 1.68 | |
SJCR | 0.644 | 4.65 | 0.595 | 1.97 | 0.446 | 4.23 | 0.426 | 1.68 | |
Proposed | 0.663 | 4.64 | 0.610 | 1.89 | 0.452 | 4.21 | 0.444 | 1.66 | |
MP | MP-N | 0.626 | 4.80 | 0.587 | 1.99 | 0.365 | 4.29 | 0.335 | 1.69 |
MP-S | 0.634 | 4.83 | 0.585 | 1.92 | 0.359 | 4.25 | 0.371 | 1.67 | |
M2TFS-C | 0.641 | 4.89 | 0.636 | 1.87 | 0.446 | 4.25 | 0.408 | 1.64 | |
M2TFS-K | 0.645 | 4.59 | 0.648 | 1.82 | 0.458 | 4.21 | 0.415 | 1.63 | |
HOGM | 0.633 | 4.64 | 0.602 | 1.83 | 0.364 | 4.20 | 0.365 | 1.65 | |
M3T | 0.653 | 4.61 | 0.639 | 1.91 | 0.450 | 4.23 | 0.433 | 1.64 | |
SJCR | 0.656 | 4.64 | 0.643 | 1.81 | 0.451 | 4.19 | 0.431 | 1.64 | |
Proposed | 0.666 | 4.53 | 0.651 | 1.80 | 0.463 | 4.20 | 0.448 | 1.62 | |
MPC | MPC-N | 0.629 | 4.79 | 0.588 | 1.97 | 0.368 | 4.29 | 0.337 | 1.70 |
MPC-S | 0.638 | 4.81 | 0.599 | 1.92 | 0.366 | 4.25 | 0.394 | 1.66 | |
HOGM | 0.639 | 4.63 | 0.611 | 1.81 | 0.365 | 4.20 | 0.368 | 1.65 | |
M3T | 0.665 | 4.59 | 0.663 | 1.81 | 0.451 | 4.22 | 0.441 | 1.62 | |
SJCR | 0.658 | 4.64 | 0.645 | 1.81 | 0.451 | 4.19 | 0.433 | 1.63 | |
Proposed | 0.668 | 4.47 | 0.685 | 1.78 | 0.470 | 4.16 | 0.456 | 1.59 |
(CC: Correlation Coefficient, RMSE: Root Mean Square Error)