Table 5.
Result of four datasets for the subcortical and cortical parts for AD versus HC and EMCI versus LMCI.
| AD vs. HC | Classifier | AUC | ACC | SEN | SPEC | PRE | F1 | Kappa | Jaccard |
|---|---|---|---|---|---|---|---|---|---|
| ADNI cortical | SVM-RBF | 91.67 | 91.57 | 81.82 | 100 | 100 | 90 | 0.8108 | 0.8333 |
| ADNI subcortical | 90.45 | 90.48 | 90.91 | 90 | 90.91 | 90.91 | 0.8091 | 0.8182 | |
| ARWIBO cortical | 89.44 | 89.47 | 90 | 88.89 | 90 | 90 | 0.7889 | 0.8 | |
| ARWIBO subcortical | 95.45 | 94.74 | 100 | 88.89 | 90.91 | 95.24 | 0.8939 | 0.8889 | |
| NRCD cortical | 97.5 | 97.37 | 98.18 | 95.24 | 96.87 | 98.18 | 0.9342 | 0.9091 | |
| NRCD subcortical | 95.71 | 93.42 | 96.3 | 86.36 | 94.55 | 95.41 | 0.8379 | 0.7917 | |
| NACC cortical | 96.88 | 95.24 | 100 | 83.33 | 93.75 | 96.77 | 0.8772 | 0.8333 | |
| NACC subcortical | 92.86 | 94.56 | 93.33 | 100 | 100 | 96.55 | 0.8889 | 0.8571 | |
| EMCI vs. LMCI | Classifier | AUC | ACC | SEN | SPEC | PRE | F1 | Kappa | Jaccard |
| ADNI cortical | SVM-RBF | 81.75 | 81.25 | 75 | 87.5 | 85.71 | 80 | 0.725 | 0.7158 |
| ADNI subcortical | 88.89 | 87.5 | 77.78 | 100 | 100 | 87.5 | 0.7538 | 0.7778 | |
| ARWIBO cortical | 94.44 | 93.24 | 90 | 100 | 95.66 | 94.74 | 0.8979 | 0.8889 | |
| ARWIBO subcortical | 95 | 94.87 | 88.89 | 92.75 | 100 | 94.12 | 0.8889 | 0.9012 | |
| NRCD cortical | 92.86 | 90.91 | 91.45 | 100 | 100 | 88.89 | 0.8136 | 0.8271 | |
| NRCD subcortical | 96.43 | 95.45 | 92.75 | 100 | 100 | 96.45 | 0.9043 | 0.9186 | |
| NACC cortical | 91.67 | 89.47 | 87.78 | 89.57 | 90.24 | 87.5 | 0.7989 | 0.8133 | |
| NACC subcortical | 95.83 | 94.74 | 92.56 | 100 | 100 | 93.33 | 0.8902 | 0.9167 |