Table 5. Result summary of three different methods on TUM dataset.
Accuracy % | AUC | Sensitivity | Specificity | |||
---|---|---|---|---|---|---|
MCI vs. AD | P | GMM+MS | 72.7 (74.0) | 0.81 (0.80) | 0.77 (0.78) | 0.68 (0.69) |
AAL | 74.8 | 0.80 | 0.77 | 0.72 | ||
t-test | 72.6 | 0.79 | 0.77 | 0.68 | ||
G | GMM+MS | 73.8 (74.8) | 0.82 (0.82) | 0.77 (0.78) | 0.71 (0.71) | |
AAL | 70.5 | 0.78 | 0.72 | 0.69 | ||
t-test | 65.5 | 0.71 | 0.68 | 0.63 | ||
NC vs. AD | P | GMM+MS | 90.5 (89.5) | 0.93 (0.96) | 0.94 (0.88) | 0.89 (0.89) |
AAL | 89.0 | 0.95 | 0.94 | 0.85 | ||
t-test | 89.4 | 0.97 | 0.86 | 0.90 | ||
G | GMM+MS | 91.6 (88.1) | 0.97 (0.96) | 0.94 (0.84) | 0.90 (0.89) | |
AAL | 89.0 | 0.95 | 0.91 | 0.88 | ||
t-test | 92.0 | 0.98 | 0.93 | 0.91 | ||
NC vs. MCI | P | GMM+MS | 88.0 (87.2) | 0.95 (0.93) | 0.87 (0.85) | 0.89 (0.89) |
AAL | 81.5 | 0.88 | 0.82 | 0.79 | ||
t-test | 81.1 | 0.90 | 0.64 | 0.89 | ||
G | GMM+MS | 87.7 (85.3) | 0.95 (0.92) | 0.87 (0.82) | 0.88 (0.87) | |
AAL | 78.0 | 0.90 | 0.74 | 0.80 | ||
t-test | 89.5 | 0.94 | 0.89 | 0.90 |
Results from AIC are noted in brackets, following the BIC results.