Social Network Classification on LiveJournal
78.6JINMM-GNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NMM-GNNEmbedding Dimension=642024.11 | 78.6 | 20.4 | 67.3 | |
| NMMEmbedding Dimension=642024.11 | 76.5 | 22.7 | 67.3 | |
| NMM (Ed/Hd)Embedding Dimension=642024.11 | 76.2 | 23.2 | 64.4 | |
| NMM (Hd/Hd)Embedding Dimension=642024.11 | 75.6 | 24.6 | 61.9 | |
| NMM (Sd/Ed)Embedding Dimension=642024.11 | 75.3 | 24.4 | 59.3 | |
| NMM (Ed/Ed)Embedding Dimension=642024.11 | 75.1 | 25 | 58.4 | |
| NMM (Sd/Sd)Embedding Dimension=642024.11 | 74.7 | 27.6 | 57.1 | |
| RaREEmbedding Dimension=642024.11 | 74.2 | 23.8 | 65.1 | |
| NMM (Hd/Sd)Embedding Dimension=642024.11 | 74 | 28.4 | 55.5 | |
| NRPEmbedding Dimension=642024.11 | 69.7 | 24.5 | 64 | |
| K-GCNEmbedding Dimension=642024.11 | 63.6 | 27.3 | 57.2 | |
| HGCNEmbedding Dimension=642024.11 | 58.8 | 27.1 | 57.7 | |
| GELTOREmbedding Dimension=642024.11 | 51 | 28.9 | 48.6 | |
| GRAPHCLEmbedding Dimension=642024.11 | 49.7 | 27.9 | 49 | |
| GINEmbedding Dimension=642024.11 | 48.6 | 28.3 | 48.1 | |
| GATEmbedding Dimension=642024.11 | 47.4 | 28.5 | 49 | |
| GCNEmbedding Dimension=642024.11 | 46.7 | 31.2 | 47.8 | |
| GraphSAGEEmbedding Dimension=642024.11 | 45.5 | 34.7 | 34.1 | |
| GraphWaveEmbedding Dimension=642024.11 | 42.2 | 37.6 | 35.9 | |
| RolxEmbedding Dimension=642024.11 | 40.9 | 35.6 | 35.6 | |
| GraRepEmbedding Dimension=642024.11 | 40.1 | 41.1 | 35.2 |