Hypergraph Generation on Synthetic Hypergraph N=800, M=400
0.0268RMSE (Means)DDE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DDEN=800, M=400, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0268 | 0.0126 | |
| HYGENEN=800, M=400, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0323 | 0.0115 | |
| HYVINTLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0337 | 0.0098 | |
| HYVINTN=800, M=400, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.035 | 0.0102 | |
| HYGENELatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0363 | 0.0131 | |
| DDELatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.039 | 0.0145 | |
| Ber-DiffN=800, M=400, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0486 | 0.0052 | |
| Gau-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0698 | 0.0117 | |
| Gau-DiffN=800, M=400, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0984 | 0.005 | |
| Ber-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.1073 | 0.0102 | |
| NMF-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.351 | 0.0152 | |
| NMF-DiffN=800, M=400, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.4355 | 0.0144 |