Table 3.
Classification results (%) of all methods on ADNI.
| Methods | Accuracy | Sensitivity | Specificity | AUC |
|---|---|---|---|---|
| L1SVM | 76.88 ± 4.25* | 77.83 ± 3.58* | 76.10 ± 2.85* | 74.95 ± 2.36* |
| HOFC | 80.25 ± 1.72* | 78.89 ± 2.09* | 81.35 ± 2.12** | 81.26 ± 3.78** |
| SCP | 84.89 ± 3.98** | 85.14 ± 3.21* | 84.80 ± 2.83* | 84.89 ± 3.25** |
| CNHD | 85.97 ± 4.36** | 87.21 ± 5.21 | 84.70 ± 3.95** | 84.65 ± 4.47* |
| DIAL-GNN | 86.97 ± 1.76** | 86.88 ± 2.77** | 87.02 ± 1.33 | 87.68 ± 2.73* |
| SGC | 86.96 ± 2.81** | 88.24 ± 2.85 | 86.15 ± 3.66** | 88.78 ± 4.69** |
| Proposed | 88.84 ± 3.22 | 89.55 ± 1.85 | 88.25 ± 2.49 | 90.22 ± 3.4 |