Table 3.
Comparison of different existing methods on ADNI.
| Method | Accuracy | Sensitivity | Specificity | AUC |
|---|---|---|---|---|
| Baseline | 0.5858 | 0.5747 | 0.5976 | 0.5612 |
| FON | 0.8580 | 0.8161 | 0.9024 | 0.8195 |
| Shortest-path | 0.7396 | 0.8161 | 0.6585 | 0.6938 |
| WL-edge | 0.6272 | 0.6437 | 0.6098 | 0.6084 |
| WL-subtree | 0.7811 | 0.7816 | 0.7805 | 0.7645 |
| WL-Shortestpath | 0.6095 | 0.5977 | 0.6220 | 0.5735 |
| SKL | 0.8462 | 0.8046 | 0.8902 | 0.8166 |
| Our method | 0.8876 | 0.8506 | 0.9268 | 0.8562 |