AD Conversion Prediction on OASIS-3 (five-fold cross-validation)
87.14AUCBrain TokenGT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Brain TokenGTcomponents=GIVE + BIGTR2023.07 | 87.14 | 89.23 | |
| Brain TokenGT w/o TItype identifiers=false2023.07 | 85.17 | 84.11 | |
| Brain TokenGT w/o NInode identifiers=false2023.07 | 84.17 | 85.8 | |
| Brain TokenGT w/o Iidentifiers=false2023.07 | 83.8 | 83.2 | |
| GIVE + GPglobal pooling=true2023.07 | 79.21 | 81.45 | |
| GIVE w/o et + GPglobal pooling=true2023.07 | 78.14 | 80.02 | |
| EvolveGCN2023.07 | 77.63 | 76.99 | |
| STGCN2023.07 | 76.92 | 75 | |
| IBGNN+2023.07 | 75.98 | 70 | |
| BrainNet TF2023.07 | 73.33 | 73.33 | |
| BIGTR itself2023.07 | 71.17 | 63.33 | |
| BrainGNN2023.07 | 69.38 | 59.93 | |
| PNA2023.07 | 67.11 | 62.57 | |
| OnionNet2023.07 | 65.08 | 63.89 | |
| GAT2023.07 | 63.83 | 46.67 | |
| GCN2023.07 | 62.22 | 63.33 | |
| RF2023.07 | 62 | 56.44 | |
| BrainNetCNN2023.07 | 60.79 | 58.33 | |
| MLP2023.07 | 59.19 | 58.13 | |
| MK-SVM2023.07 | 56.69 | 58.19 |