HC vs. AD Classification on ADNI (five-fold cross-validation)
0.6989AUCSDE-HGNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SDE-HGNNK-neighbors=102026.03 | 0.6989 | 67.7 | 53.82 | 73.33 | |
| SDEGCNbaseline_type=longitudinal2026.03 | 0.6504 | 71.41 | 42.91 | 82.96 | |
| DwHGCNbaseline_type=cross-sectional2026.03 | 0.6312 | 61.95 | 46.53 | 76.58 | |
| HyperGALEbaseline_type=cross-sectional2026.03 | 0.6102 | 67.69 | 47.79 | 78.72 | |
| WHGCNbaseline_type=longitudinal2026.03 | 0.6039 | 54.53 | 53.33 | 55.51 | |
| HGSTbaseline_type=cross-sectional2026.03 | 0.6036 | 63.17 | 38.82 | 75.76 | |
| DGCNNbaseline_type=cross-sectional2026.03 | 0.5817 | 67.97 | 33.21 | 77.33 | |
| BrainTokenGTbaseline_type=longitudinal2026.03 | 0.577 | 59.32 | 52.22 | 61.38 |