Unsupervised Clustering on ADNI CN vs AD
78.5AccuracyGAT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GATLoss Function=Mod, lambda_con=N/A2026.05 | 78.5 | 72.2 | 76.2 | 74.1 | |
| ARMALoss Function=Mod + DGI, lambda_con=0.092026.05 | 77.9 | 69.5 | 80.3 | 74.5 | |
| GATLoss Function=Cut + MERIT, lambda_con=12026.05 | 77.6 | 71.8 | 73.7 | 72.5 | |
| GATLoss Function=Mod + MERIT, lambda_con=0.52026.05 | 77.5 | 71.2 | 75.1 | 72.9 | |
| GATLoss Function=Mod + DGI, lambda_con=12026.05 | 77.4 | 72.6 | 70.6 | 71.5 | |
| GATLoss Function=Cut + DGI, lambda_con=12026.05 | 77.4 | 72.8 | 70.4 | 71.6 | |
| GCNLoss Function=Mod + DGI[27], lambda_con=0.012026.05 | 77.3 | 71.1 | 73.7 | 72.4 | |
| K-MeansLoss Function=None, lambda_con=None2026.05 | 77.1 | 75.3 | 64.4 | 69.5 | |
| GATLoss Function=Cut, lambda_con=N/A2026.05 | 77 | 69.5 | 76.6 | 72.9 | |
| SpectralNetLoss Function=None, lambda_con=None2026.05 | 76.9 | 48.3 | 48.3 | 47.5 | |
| GCNLoss Function=Cut[48], lambda_con=N/A2026.05 | 76.9 | 67.7 | 81.7 | 74 | |
| PCA + K-MeansLoss Function=None, lambda_con=None2026.05 | 76.7 | 75 | 63.3 | 68.7 | |
| GCNLoss Function=Mod [29], lambda_con=N/A2026.05 | 76.5 | 68.4 | 77.7 | 72.7 | |
| GCNLoss Function=Cut + DGI, lambda_con=0.012026.05 | 76.5 | 68.7 | 76.4 | 72.4 | |
| ARMALoss Function=Mod, lambda_con=N/A2026.05 | 75.6 | 66.9 | 78.3 | 72.2 | |
| ARMALoss Function=Cut + DGI, lambda_con=0.092026.05 | 75.4 | 66.1 | 80.1 | 72.4 | |
| Token-CutLoss Function=None, lambda_con=None2026.05 | 75.3 | 67.7 | 74.4 | 70.9 | |
| EmbeddingLoss Function=None, lambda_con=None2026.05 | 75.3 | 65.8 | 81.1 | 72.6 | |
| ARMALoss Function=Cut, lambda_con=N/A2026.05 | 75.1 | 65.5 | 80.8 | 72.3 | |
| ARMA-C3Loss Function=None, lambda_con=0.52026.05 | 74.8 | 64.2 | 80.5 | 71.2 | |
| ARMALoss Function=Cut + MERIT, lambda_con=0.12026.05 | 74.6 | 64.5 | 79.9 | 71.1 | |
| GCNLoss Function=Cut + MERIT, lambda_con=82026.05 | 74.4 | 64.9 | 79.3 | 71.4 | |
| GCNLoss Function=Mod + MERIT[11], lambda_con=82026.05 | 73.6 | 63.2 | 83 | 71.7 | |
| MAGILoss Function=None, lambda_con=None2026.05 | 66.5 | 86.2 | 20.3 | 34 | |
| TANGOLoss Function=None, lambda_con=None2026.05 | 51.6 | 29.6 | 14.4 | 19.4 |