Multi-label classification on Wikipedia Clickstream
49.7Jaccard Index (JI)NMM-GNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NMM-GNNEmbedding dimension=642024.11 | 49.7 | 16.5 | 60.8 | |
| NMMEmbedding dimension=642024.11 | 49.2 | 18.5 | 59 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=E^d/H^d2024.11 | 48.1 | 20.7 | 57.9 | |
| RaREEmbedding dimension=642024.11 | 47.8 | 20.7 | 58 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=S^d/E^d2024.11 | 47.7 | 20.9 | 56.2 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=H^d/H^d2024.11 | 47.4 | 20.9 | 56.8 | |
| NRPEmbedding dimension=642024.11 | 46.5 | 20.9 | 57.1 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=E^d/E^d2024.11 | 46.2 | 21.7 | 56 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=S^d/S^d2024.11 | 45.1 | 22.9 | 55.7 | |
| NMMEmbedding dimension=64, Geometric space (homophily/social influence)=H^d/S^d2024.11 | 44.8 | 27.8 | 44.2 | |
| HGCNEmbedding dimension=642024.11 | 38.1 | 20.6 | 54.3 | |
| kappa-GCNEmbedding dimension=642024.11 | 37.6 | 20.9 | 55 | |
| GINEmbedding dimension=642024.11 | 33.7 | 24.4 | 50.6 | |
| GATEmbedding dimension=642024.11 | 33.4 | 24.2 | 51.2 | |
| GRAPHCLEmbedding dimension=642024.11 | 33.3 | 24.1 | 51 | |
| GELTOREmbedding dimension=642024.11 | 33.2 | 24.1 | 50.9 | |
| GraphSAGEEmbedding dimension=642024.11 | 33.1 | 26.6 | 45.1 | |
| GCNEmbedding dimension=642024.11 | 33.1 | 24.1 | 50.7 | |
| GraphWaveEmbedding dimension=642024.11 | 32.8 | 27 | 44.6 | |
| RolxEmbedding dimension=642024.11 | 32.2 | 28.1 | 44.9 | |
| GraRepEmbedding dimension=642024.11 | 31.9 | 28.3 | 44.4 |