Time Series Forecasting on ETTm1 100% (test)
0.018MSED³VAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| D³VAEInput/Output Length=162023.01 | 0.018 | 0.102 | |
| D³VAEInput/Output Length=322023.01 | 0.034 | 0.144 | |
| β-TCVAEInput/Output Length=162023.01 | 0.918 | 0.766 | |
| β-TCVAEInput/Output Length=322023.01 | 0.929 | 0.77 | |
| VAEInput/Output Length=322023.01 | 1.223 | 0.888 | |
| f-VAEInput/Output Length=162023.01 | 1.285 | 0.911 | |
| VAEInput/Output Length=162023.01 | 1.335 | 0.923 | |
| f-VAEInput/Output Length=322023.01 | 1.42 | 0.96 | |
| NVAEInput/Output Length=162023.01 | 2.577 | 1.509 | |
| NVAEInput/Output Length=322023.01 | 2.622 | 1.524 | |
| TimeGradInput/Output Length=322023.01 | 53.47 | 1.083 | |
| GP-copulaInput/Output Length=322023.01 | 63.67 | 1.097 | |
| GP-copulaInput/Output Length=162023.01 | 66.97 | 1.111 | |
| DeepARInput/Output Length=322023.01 | 68.11 | 1.121 | |
| TimeGradInput/Output Length=162023.01 | 68.26 | 1.153 | |
| DeepARInput/Output Length=162023.01 | 73.82 | 1.136 |