Amyloid Positive vs. Negative classification on OASIS 3 (five-fold cross-validation)
94.6AUCBrain TokenGT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Brain TokenGTcomponents=GIVE + BIGTR2023.07 | 94.6 | 87.11 | |
| Brain TokenGT w/o NInode identifiers=false2023.07 | 88.7 | 84.36 | |
| Brain TokenGT w/o TItype identifiers=false2023.07 | 88.4 | 84.67 | |
| Brain TokenGT w/o Iidentifiers=false2023.07 | 84.24 | 83.2 | |
| GIVE + GPglobal pooling=true2023.07 | 83.57 | 80.85 | |
| GIVE w/o et + GPglobal pooling=true2023.07 | 80.35 | 75.34 | |
| EvolveGCN2023.07 | 79.33 | 75.14 | |
| STGCN2023.07 | 78.69 | 75.03 | |
| BIGTR itself2023.07 | 77.61 | 74 | |
| BrainNet TF2023.07 | 74.32 | 76.84 | |
| IBGNN+2023.07 | 73.45 | 65.28 | |
| PNA2023.07 | 70.08 | 62.63 | |
| GAT2023.07 | 68 | 64.44 | |
| GCN2023.07 | 66.67 | 66.67 | |
| BrainNetCNN2023.07 | 65.8 | 67.84 | |
| RF2023.07 | 65.25 | 60.35 | |
| BrainGNN2023.07 | 62.4 | 63.9 | |
| MK-SVM2023.07 | 61.31 | 56.02 | |
| OnionNet2023.07 | 60.74 | 64.38 | |
| MLP2023.07 | 60.33 | 59.3 |