Synthetic Time Series Generation on MetroPT3 (Average ELBO score)
1.63Average ELBODiffusion-TS
Evaluation results
| Method | Links | |
|---|---|---|
| Diffusion-TSSequence length=1002025.05 | 1.63 | |
| Diffusion-TSSequence length=1002025.05 | 1.63 | |
| Diffusion-TSSequence length=5002025.05 | 1.59 | |
| Diffusion-TSSequence length=3002025.05 | 1.58 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.49 | |
| TimeGANSequence length=5002025.05 | 1.46 | |
| Diffusion-TSSequence length=3002025.05 | 1.43 | |
| TimeGANSequence length=5002025.05 | 1.42 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.41 | |
| AEQ-RVAE-STSequence length=5002025.05 | 1.39 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.38 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.36 | |
| Diffusion-TSSequence length=5002025.05 | 1.36 | |
| TimeGANSequence length=1002025.05 | 1.33 | |
| TimeGANSequence length=1002025.05 | 1.25 | |
| TimeVAESequence length=1002025.05 | 1.06 | |
| Diffusion-TSSequence length=10002025.05 | 1.04 | |
| TimeGANSequence length=3002025.05 | 0.95 | |
| Diffusion-TSSequence length=10002025.05 | 0.77 | |
| AEQ-RVAE-STSequence length=3002025.05 | 0.76 | |
| TimeGANSequence length=3002025.05 | 0.61 | |
| AEQ-RVAE-STSequence length=10002025.05 | 0.6 | |
| AEQ-RVAE-STSequence length=5002025.05 | 0.57 | |
| WaveGANSequence length=1002025.05 | 0.35 | |
| WaveGANSequence length=5002025.05 | 0.23 | |
| WaveGANSequence length=10002025.05 | 0.22 | |
| WaveGANSequence length=3002025.05 | 0.18 | |
| Time-TransformerSequence length=1002025.05 | 0.06 | |
| TimeGANSequence length=10002025.05 | -0.07 | |
| TimeVAESequence length=3002025.05 | -0.07 | |
| TimeVAESequence length=1002025.05 | -0.07 | |
| Time-TransformerSequence length=3002025.05 | -0.97 | |
| Time-TransformerSequence length=5002025.05 | -1.29 | |
| WaveGANSequence length=3002025.05 | -1.62 | |
| WaveGANSequence length=5002025.05 | -1.64 | |
| WaveGANSequence length=10002025.05 | -1.68 | |
| WaveGANSequence length=1002025.05 | -1.71 | |
| TimeVAESequence length=3002025.05 | -2.06 | |
| Time-TransformerSequence length=1002025.05 | -2.3 | |
| TimeVAESequence length=5002025.05 | -2.81 | |
| Time-TransformerSequence length=5002025.05 | -2.97 | |
| Time-TransformerSequence length=3002025.05 | -3.05 | |
| TimeVAESequence length=10002025.05 | -5.61 | |
| TimeVAESequence length=5002025.05 | -5.64 | |
| TimeVAESequence length=10002025.05 | -9.03 | |
| TimeGANSequence length=10002025.05 | -11.1 | |
| Time-TransformerSequence length=10002025.05 | -302 | |
| Time-TransformerSequence length=10002025.05 | -331 |