MCI vs. AD Classification on ADNI (five-fold cross-validation)
0.5873AUCSDE-HGNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SDE-HGNNK-neighbors=102026.03 | 0.5873 | 64.95 | 24.55 | 82 | |
| HyperGALEbaseline_type=cross-sectional2026.03 | 0.5682 | 61.74 | 35.87 | 73.42 | |
| WHGCNbaseline_type=longitudinal2026.03 | 0.5595 | 57.46 | 37.14 | 62.31 | |
| BrainTokenGTbaseline_type=longitudinal2026.03 | 0.5372 | 51.16 | 49.64 | 51.93 | |
| HGSTbaseline_type=cross-sectional2026.03 | 0.5349 | 62.33 | 37.66 | 70.19 | |
| DwHGCNbaseline_type=cross-sectional2026.03 | 0.5325 | 61 | 41.42 | 67.67 | |
| DGCNNbaseline_type=cross-sectional2026.03 | 0.5295 | 64.14 | 37.86 | 71.17 | |
| SDEGCNbaseline_type=longitudinal2026.03 | 0.5274 | 54.6 | 40.18 | 62 |