Disease Progression Classification on OASIS-3 (longitudinal cohort)
78.08AUCSDE-HGNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SDE-HGNNNum. of Timepoints=52026.03 | 78.08 | 71.35 | 68.33 | 72.38 | |
| SDE-HGNNNum. of Timepoints=62026.03 | 77.72 | 72.55 | 67.85 | 74.17 | |
| SDE-HGNNNum. of Timepoints=42026.03 | 77.69 | 74.96 | 66.29 | 77.95 | |
| SDE-HGNNNum. of Timepoints=32026.03 | 77.26 | 70.81 | 69.87 | 71.08 | |
| SDEGCNNum. of Timepoints=62026.03 | 73.35 | 71.48 | 53.45 | 77.8 | |
| SDEGCNNum. of Timepoints=42026.03 | 73.05 | 70.95 | 58.11 | 75.45 | |
| SDE-HGNNNum. of Timepoints=22026.03 | 72.93 | 73.22 | 56.48 | 79.06 | |
| SDEGCNNum. of Timepoints=52026.03 | 71.53 | 71.35 | 52.87 | 77.8 | |
| SDEGCNNum. of Timepoints=32026.03 | 71.03 | 69.6 | 54.48 | 74.93 | |
| DGCNNNum. of Timepoints=Cross-sectional2026.03 | 68.12 | 65 | 62.46 | 65.87 | |
| SDEGCNNum. of Timepoints=22026.03 | 67.38 | 62.36 | 58.65 | 63.74 | |
| HyperGALENum. of Timepoints=Cross-sectional2026.03 | 64.08 | 66.14 | 43.65 | 72.5 | |
| HGSTNum. of Timepoints=Cross-sectional2026.03 | 63.48 | 71.62 | 57.07 | 87.18 | |
| WHGCNNum. of Timepoints=62026.03 | 63.12 | 65.06 | 51.82 | 69.65 | |
| DwHGCNNum. of Timepoints=Cross-sectional2026.03 | 61.68 | 69.88 | 32.75 | 82.86 | |
| WHGCNNum. of Timepoints=52026.03 | 61.53 | 61.98 | 57.53 | 63.55 | |
| WHGCNNum. of Timepoints=42026.03 | 61.48 | 60.79 | 58.03 | 61.75 | |
| SDE-HGNNNum. of Timepoints=12026.03 | 60.67 | 71.48 | 23.24 | 88.25 | |
| WHGCNNum. of Timepoints=32026.03 | 59.54 | 59.97 | 59.58 | 60.1 | |
| WHGCNNum. of Timepoints=22026.03 | 58.48 | 59.67 | 54.57 | 61.55 | |
| BrainTokenGTNum. of Timepoints=52026.03 | 57.58 | 58.66 | 47.09 | 62.68 | |
| SDEGCNNum. of Timepoints=12026.03 | 57.02 | 67.06 | 23.85 | 82.13 | |
| WHGCNNum. of Timepoints=12026.03 | 55.39 | 52.92 | 52.78 | 52.92 | |
| BrainTokenGTNum. of Timepoints=62026.03 | 54.89 | 56.49 | 49.73 | 58.85 | |
| BrainTokenGTNum. of Timepoints=42026.03 | 54.1 | 57.41 | 48.61 | 60.45 | |
| BrainTokenGTNum. of Timepoints=32026.03 | 53.3 | 53.14 | 46.63 | 55.4 | |
| BrainTokenGTNum. of Timepoints=22026.03 | 52.3 | 50.61 | 54.8 | 49.12 | |
| BrainTokenGTNum. of Timepoints=12026.03 | 48.4 | 53.69 | 38.53 | 58.74 |