Social Network Classification on BlogCatalog
0.627JINMM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NMMEmbedding Dimension=64, Mode=Personalized mixture2024.11 | 0.627 | 0.19 | 0.709 | |
| NMM-GNNEmbedding Dimension=642024.11 | 0.626 | 0.173 | 0.788 | |
| NRPEmbedding Dimension=642024.11 | 0.616 | 0.204 | 0.652 | |
| K-GCNEmbedding Dimension=642024.11 | 0.616 | 0.207 | 0.654 | |
| RaREEmbedding Dimension=642024.11 | 0.614 | 0.206 | 0.656 | |
| NMMEmbedding Dimension=64, Homophily Space=Euclidean, Social Influence Space=Hyperbolic2024.11 | 0.603 | 0.191 | 0.678 | |
| NMMEmbedding Dimension=64, Homophily Space=Spherical, Social Influence Space=Euclidean2024.11 | 0.592 | 0.192 | 0.671 | |
| NMMEmbedding Dimension=64, Homophily Space=Hyperbolic, Social Influence Space=Hyperbolic2024.11 | 0.584 | 0.19 | 0.667 | |
| NMMEmbedding Dimension=64, Homophily Space=Euclidean, Social Influence Space=Euclidean2024.11 | 0.579 | 0.195 | 0.663 | |
| NMMEmbedding Dimension=64, Homophily Space=Spherical, Social Influence Space=Spherical2024.11 | 0.571 | 0.196 | 0.659 | |
| HGCNEmbedding Dimension=642024.11 | 0.567 | 0.192 | 0.609 | |
| NMMEmbedding Dimension=64, Homophily Space=Hyperbolic, Social Influence Space=Spherical2024.11 | 0.566 | 0.198 | 0.623 | |
| GATEmbedding Dimension=642024.11 | 0.479 | 0.193 | 0.545 | |
| GRAPHCLEmbedding Dimension=642024.11 | 0.475 | 0.194 | 0.558 | |
| GELTOREmbedding Dimension=642024.11 | 0.474 | 0.193 | 0.549 | |
| GCNEmbedding Dimension=642024.11 | 0.473 | 0.195 | 0.551 | |
| GINEmbedding Dimension=642024.11 | 0.471 | 0.197 | 0.562 | |
| GraphSAGEEmbedding Dimension=642024.11 | 0.454 | 0.201 | 0.493 | |
| GraphWaveEmbedding Dimension=642024.11 | 0.395 | 0.228 | 0.489 | |
| RolxEmbedding Dimension=642024.11 | 0.372 | 0.254 | 0.487 | |
| GraRepEmbedding Dimension=642024.11 | 0.36 | 0.282 | 0.456 |