Probabilistic Time Series Forecasting on Weather (MSE, CRPS)
0.169MSED³VAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D³VAEHorizon=82023.01 | 0.169 | 0.357 | |
| D³VAEHorizon=162023.01 | 0.187 | 0.361 | |
| D³VAEHorizon=642023.01 | 0.191 | 0.358 | |
| D³VAEHorizon=322023.01 | 0.203 | 0.383 | |
| B-TCVAEHorizon=162023.01 | 0.212 | 0.388 | |
| B-TCVAEHorizon=82023.01 | 0.234 | 0.404 | |
| B-TCVAEHorizon=642023.01 | 0.276 | 0.463 | |
| VAEHorizon=322023.01 | 0.329 | 0.459 | |
| f-VAEHorizon=322023.01 | 0.337 | 0.461 | |
| VAEHorizon=162023.01 | 0.424 | 0.503 | |
| B-TCVAEHorizon=322023.01 | 0.439 | 0.508 | |
| f-VAEHorizon=162023.01 | 0.53 | 0.547 | |
| VAEHorizon=82023.01 | 0.56 | 0.572 | |
| f-VAEHorizon=82023.01 | 0.591 | 0.565 | |
| f-VAEHorizon=642023.01 | 0.676 | 0.612 | |
| VAEHorizon=642023.01 | 0.721 | 0.635 | |
| NVAEHorizon=82023.01 | 0.801 | 0.757 | |
| NVAEHorizon=162023.01 | 0.811 | 0.759 | |
| NVAEHorizon=322023.01 | 0.836 | 0.777 | |
| NVAEHorizon=642023.01 | 0.932 | 0.836 | |
| GP-copulaHorizon=642023.01 | 0.992 | 0.699 | |
| TimeGradHorizon=642023.01 | 1.063 | 0.696 | |
| GP-copulaHorizon=322023.01 | 1.065 | 0.747 | |
| TimeGradHorizon=162023.01 | 1.11 | 0.733 | |
| TimeGradHorizon=322023.01 | 1.178 | 0.724 | |
| DeepARHorizon=162023.01 | 1.269 | 0.783 | |
| GP-copulaHorizon=162023.01 | 1.357 | 0.811 | |
| DeepARHorizon=82023.01 | 2.317 | 0.858 | |
| GP-copulaHorizon=82023.01 | 2.412 | 0.897 | |
| DeepARHorizon=322023.01 | 2.518 | 0.847 | |
| TimeGradHorizon=82023.01 | 2.715 | 0.92 | |
| DeepARHorizon=642023.01 | 3.595 | 0.994 |