Brain network classification on PPMI (CN vs Prodromal vs PD, 5-fold CV)
76.8AccuracyMuHL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MuHLCategory=Hypergraph based method2026.06 | 76.8 | 66.6 | 60.7 | 62.4 | |
| GATCategory=Graph based method2026.06 | 72.9 | 55.1 | 52 | 52.3 | |
| BQNCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 71.9 | 63.2 | 51 | 56.4 | |
| UniGCNIICategory=Hypergraph based method2026.06 | 70.8 | 59.6 | 54.3 | 55.2 | |
| ALTERCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 69.6 | 55.2 | 55.8 | 54.5 | |
| HNHNCategory=Hypergraph based method2026.06 | 69.1 | 52.6 | 48.5 | 48 | |
| dwHGCNCategory=Hypergraph based method, Note=Methods for brain network analysis2026.06 | 69 | 51.5 | 44.2 | 43.3 | |
| BrainGBCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 68.8 | 48.8 | 42.8 | 41.6 | |
| GCNIICategory=Graph based method2026.06 | 68.5 | 52.5 | 42.8 | 41.4 | |
| HyperGTCategory=Hypergraph based method2026.06 | 68.5 | 51.7 | 42 | 39.6 | |
| BrainGNNCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 68.1 | 48.8 | 40.8 | 38.2 | |
| IBGNNCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 68.1 | 51.1 | 42.1 | 38.7 | |
| BioBGTCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 68 | 54.3 | 48.7 | 45.7 | |
| BrainNetTFCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 67.9 | 55.6 | 45.7 | 45 | |
| SGCNCategory=Graph based method, Note=Methods for brain network analysis2026.06 | 67.6 | 39 | 40.6 | 37.6 | |
| HyperDropCategory=Hypergraph based method2026.06 | 67.5 | 41.5 | 39.2 | 36 | |
| HyBRiDCategory=Hypergraph based method, Note=Methods for brain network analysis2026.06 | 67.2 | 54.8 | 52 | 52.8 | |
| GCNCategory=Graph based method2026.06 | 66.3 | 46.2 | 41.5 | 38.9 | |
| HGNNCategory=Hypergraph based method2026.06 | 65.2 | 43.3 | 41.9 | 40.3 | |
| DHHNNCategory=Hypergraph based method2026.06 | 60.6 | 62.3 | 52.7 | 54 |