Table 3.
Comparison of performances of five different methods on Experiment 2. The reported values are the correlation coefficient (for regressions of MMSE and ADAS-Cog change) and accuracy, sensitivity and specificity (for MCI-C vs. MCI-NC classification), averaged on 10-fold tests (with standard deviation also reported).
| Methods | Correlation coefficient | MCI-C vs. MCI-NC | |||
|---|---|---|---|---|---|
| MMSE change | ADAS-Cog change | Accuracy | Sensitivity | Specificity | |
| MRI-based | 0.419 ± 0.019 | 0.455 ± 0.037 | 0.620 ± 0.058 | 0.566 ± 0.069 | 0.602 ± 0.056 |
| PET-based | 0.434 ± 0.027 | 0.401 ± 0.046 | 0.639 ± 0.046 | 0.570 ± 0.067 | 0.623 ± 0.069 |
| CSF-based | 0.327 ± 0.018 | 0.425 ± 0.028 | 0.518 ± 0.086 | 0.454 ± 0.094 | 0.493 ± 0.089 |
| CONCAT | 0.484 ± 0.009 | 0.475 ± 0.045 | 0.654 ± 0.050 | 0.573 ± 0.062 | 0.651 ± 0.064 |
| Proposed M3T | 0.511 ± 0.021 | 0.531 ± 0.032 | 0.739 ± 0.038 | 0.686 ± 0.051 | 0.736 ± 0.045 |
MCI-C = MCI converter, MCI-NC = MCI non-converter, MMSE = Mini-Mental State Examination, ADAS-Cog = Alzheimer’s Disease Assessment Scale - Cognitive Subscale