Alzheimer's disease classification on TADPOLE
100AUCSpectral-GCN
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Spectral-GCNFPR=[0.67, 1], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| Inception-GCNFPR=[0.33, 0.67], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| Inception-GCNFPR=[0.67, 1], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| MMAFFPR=[0.33, 0.67], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| MMAFFPR=[0.67, 1], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| MGCS-GCNFPR=[0.33, 0.67], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| MGCS-GCNFPR=[0.67, 1], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| MRC-GATFPR=[0.33, 0.67], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| MRC-GATFPR=[0.67, 1], Pres. Risk=Group22026.02 | 100 | — | — | — | 100 | 0 | |
| MRC-GATFPR=[0, 1], Pres. Risk=All2026.02 | 99.8 | — | — | 99.8 | 99.8 | 99.8 | |
| MRC-GATFPR=[0, 0.33], Pres. Risk=Group12026.02 | 99.7 | — | — | — | 99.5 | 99.7 | |
| MGCS-GCNFPR=[0, 1], Pres. Risk=All2026.02 | 99.6 | — | — | 99.6 | 99.6 | 99.6 | |
| MGCS-GCNFPR=[0, 0.33], Pres. Risk=Group12026.02 | 99.6 | — | — | — | 99.1 | 99.7 | |
| MMAFFPR=[0, 1], Pres. Risk=All2026.02 | 99.2 | — | — | 99.2 | 99.2 | 99.2 | |
| MMAFFPR=[0, 0.33], Pres. Risk=Group12026.02 | 98.8 | — | — | — | 97.5 | 99.2 | |
| Inception-GCNFPR=[0, 1], Pres. Risk=All2026.02 | 98.4 | — | — | 98.4 | 98.4 | 98.4 | |
| Spectral-GCNFPR=[0, 0.33], Pres. Risk=Group12026.02 | 98.2 | — | — | — | 93.3 | 100 | |
| Inception-GCNFPR=[0, 0.33], Pres. Risk=Group12026.02 | 97.5 | — | — | — | 95.1 | 98.4 | |
| Spectral-GCNFPR=[0, 1], Pres. Risk=All2026.02 | 97.1 | — | — | 97.1 | 97.1 | 97.1 | |
| Proposed (Graph Transformer)2022.03 | 96.96 | 92.59 | — | — | — | — | |
| Cosmo2022.03 | 94.49 | 92.91 | — | — | — | — | |
| Spectral-GCNFPR=[0.33, 0.67], Pres. Risk=Group22026.02 | 91 | — | — | — | 97.9 | 56.2 | |
| GKDgraph_available_at_test=true, test_samples_during_training=true2021.04 | 76.9 | 71.4 | 70.7 | — | — | — | |
| EV-GCNgraph_available_at_test=true, test_samples_during_training=true2021.04 | 76.7 | 70.1 | 69 | — | — | — | |
| Parisot et. algraph_available_at_test=true, test_samples_during_training=true2021.04 | 74.8 | 70.4 | 68.5 | — | — | — | |
| DNN-JFCgraph_available_at_test=true, test_samples_during_training=true2021.04 | 68.8 | 65 | 64.1 | — | — | — | |
| Abraham et. algraph_available_at_test=true, test_samples_during_training=true2021.04 | 65.6 | 60.7 | 59.3 | — | — | — | |
| DNNgraph_available_at_test=true, test_samples_during_training=true2021.04 | 65.1 | 62.9 | 61.6 | — | — | — |