Synthetic Time Series Generation on ETT (ELBO)
1.6Average ELBOAEQ-RVAE-ST
Evaluation Results
| Method | Links | |
|---|---|---|
| AEQ-RVAE-STSequence length=10002025.05 | 1.6 | |
| AEQ-RVAE-STSequence length=5002025.05 | 1.59 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.57 | |
| Time-TransformerSequence length=3002025.05 | 1.57 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.56 | |
| TimeVAESequence length=1002025.05 | 1.56 | |
| Diffusion-TSSequence length=1002025.05 | 1.53 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.53 | |
| Diffusion-TSSequence length=3002025.05 | 1.52 | |
| Diffusion-TSSequence length=5002025.05 | 1.52 | |
| Diffusion-TSSequence length=10002025.05 | 1.52 | |
| AEQ-RVAE-STSequence length=5002025.05 | 1.52 | |
| WaveGANSequence length=1002025.05 | 1.5 | |
| WaveGANSequence length=3002025.05 | 1.5 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.5 | |
| Diffusion-TSSequence length=1002025.05 | 1.5 | |
| Diffusion-TSSequence length=5002025.05 | 1.5 | |
| Diffusion-TSSequence length=10002025.05 | 1.5 | |
| TimeGANSequence length=1002025.05 | 1.49 | |
| WaveGANSequence length=10002025.05 | 1.49 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.49 | |
| Diffusion-TSSequence length=3002025.05 | 1.49 | |
| Time-TransformerSequence length=5002025.05 | 1.49 | |
| Time-TransformerSequence length=5002025.05 | 1.48 | |
| WaveGANSequence length=5002025.05 | 1.47 | |
| TimeVAESequence length=1002025.05 | 1.47 | |
| Time-TransformerSequence length=1002025.05 | 1.43 | |
| WaveGANSequence length=5002025.05 | 1.42 | |
| WaveGANSequence length=10002025.05 | 1.42 | |
| TimeVAESequence length=3002025.05 | 1.41 | |
| WaveGANSequence length=1002025.05 | 1.4 | |
| TimeGANSequence length=1002025.05 | 1.39 | |
| WaveGANSequence length=3002025.05 | 1.39 | |
| Time-TransformerSequence length=3002025.05 | 1.38 | |
| TimeGANSequence length=3002025.05 | 1.2 | |
| TimeVAESequence length=3002025.05 | 1.2 | |
| TimeVAESequence length=5002025.05 | 1.15 | |
| Time-TransformerSequence length=1002025.05 | 1.07 | |
| TimeVAESequence length=5002025.05 | 0.89 | |
| TimeGANSequence length=3002025.05 | 0.85 | |
| TimeGANSequence length=5002025.05 | 0.83 | |
| TimeVAESequence length=10002025.05 | 0.42 | |
| TimeVAESequence length=10002025.05 | 0.4 | |
| TimeGANSequence length=10002025.05 | 0 | |
| TimeGANSequence length=10002025.05 | -0.38 | |
| TimeGANSequence length=5002025.05 | -4.29 | |
| Time-TransformerSequence length=10002025.05 | -39.6 | |
| Time-TransformerSequence length=10002025.05 | -39.9 |