Time-series Forecasting on Italian EMF dataset
0.0071CRPSEMFusion-MV(WorkingHour)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EMFusion-MV(WorkingHour)Type=Multivariate, Conditioning=WorkingHour2025.12 | 0.0071 | 0.1049 | 0.1858 | 0.0195 | 10.7561 | 56.4799 | 0.0118 | |
| NF2025.12 | 0.011 | 0.1739 | 0.2447 | 0.0337 | 18.1875 | 69.1871 | 0.0163 | |
| IQLSTM2025.12 | 0.012 | 0.1829 | 0.2575 | 0.0351 | 19.2144 | 61.8676 | 0.0192 | |
| WGAN2025.12 | 0.0123 | 0.1959 | 0.2588 | 0.0356 | 21.3099 | 50.093 | 0.0202 | |
| VAE2025.12 | 0.0128 | 0.1908 | 0.2597 | 0.0367 | 20.6526 | 52.2893 | 0.0213 | |
| DDPM2025.12 | 0.0132 | 0.1989 | 0.2647 | 0.0385 | 22.5219 | 85.9521 | 0.0156 | |
| EMFusion-MV(Multi)Type=Multivariate, Conditioning=Multi2025.12 | 0.0154 | 0.2083 | 0.2808 | 0.0411 | 22.8826 | 41.6521 | 0.0275 | |
| Dropout2025.12 | 0.0179 | 0.2418 | 0.2937 | 0.047 | 30.2881 | 27.931 | 0.0328 | |
| EMFusion-Uncond.Conditioning=Unconditioned2025.12 | 0.0212 | 0.2486 | 0.3257 | 0.0523 | 23.6121 | 33.0397 | 0.0389 | |
| EMFusion-MV(Working Day)Type=Multivariate, Conditioning=Working Day2025.12 | 0.0696 | 0.6345 | 0.6705 | 0.1433 | 62.0675 | 4.8629 | 0.1381 | |
| EMFusion-MV(Season)Type=Multivariate, Conditioning=Season2025.12 | 0.07 | 0.6355 | 0.6735 | 0.1445 | 61.9106 | 5.785 | 0.1388 |