Hypergraph Generation on Synthetic Hypergraph N=400, M=200
0.0348RMSE MeanHYVINT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HYVINTN=400, M=200, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0348 | 0.0082 | |
| HYGENEN=400, M=200, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.04 | 0.0124 | |
| DDEN=400, M=200, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0427 | 0.0172 | |
| DDELatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0445 | 0.0158 | |
| HYGENELatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0448 | 0.016 | |
| Ber-DiffN=400, M=200, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0451 | 0.0083 | |
| HYVINTLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0451 | 0.0161 | |
| Ber-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0773 | 0.0205 | |
| Gau-DiffN=400, M=200, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.0789 | 0.0221 | |
| Gau-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.0827 | 0.0164 | |
| NMF-DiffLatent dimension K=4, Hyperedge heterogeneity parameters=ρi ∈ [0, 1]2026.05 | 0.355 | 0.0214 | |
| NMF-DiffN=400, M=200, Latent dimension K=4, Hyperedge heterogeneity parameters=[1, 2], Independent runs=202026.05 | 0.438 | 0.0204 |