Hypergraph Generation on Synthetic Hypergraph N=400, M=800
0.0185RMSE (Means)HYVINT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HYVINTLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0185 | 0.0091 | |
| HYGENELatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0206 | 0.0101 | |
| DDELatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.022 | 0.0106 | |
| DDEN=400, M=800, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0222 | 0.0093 | |
| HYGENEN=400, M=800, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0252 | 0.0092 | |
| HYVINTN=400, M=800, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0288 | 0.009 | |
| Gau-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0621 | 0.0102 | |
| Gau-DiffN=400, M=800, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.093 | 0.005 | |
| Ber-DiffN=400, M=800, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.122 | 0.018 | |
| NMF-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.3505 | 0.0116 | |
| Ber-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.3618 | 0.0283 | |
| NMF-DiffN=400, M=800, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.4355 | 0.0126 |