Synthetic Time Series Generation on Electric Motor (ELBO)
1.66Average ELBOAEQ-RVAE-ST
Evaluation Results
| Method | Links | |
|---|---|---|
| AEQ-RVAE-STSequence length=5002025.05 | 1.66 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.65 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.65 | |
| AEQ-RVAE-STSequence length=3002025.05 | 1.64 | |
| AEQ-RVAE-STSequence length=5002025.05 | 1.64 | |
| AEQ-RVAE-STSequence length=10002025.05 | 1.64 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.62 | |
| AEQ-RVAE-STSequence length=1002025.05 | 1.61 | |
| Diffusion-TSSequence length=1002025.05 | 1.58 | |
| Diffusion-TSSequence length=1002025.05 | 1.56 | |
| WaveGANSequence length=1002025.05 | 1.54 | |
| WaveGANSequence length=3002025.05 | 1.54 | |
| WaveGANSequence length=5002025.05 | 1.54 | |
| WaveGANSequence length=10002025.05 | 1.53 | |
| WaveGANSequence length=1002025.05 | 1.52 | |
| WaveGANSequence length=5002025.05 | 1.52 | |
| WaveGANSequence length=10002025.05 | 1.52 | |
| TimeVAESequence length=1002025.05 | 1.52 | |
| TimeVAESequence length=1002025.05 | 1.49 | |
| WaveGANSequence length=3002025.05 | 1.47 | |
| TimeVAESequence length=3002025.05 | 1.44 | |
| Diffusion-TSSequence length=5002025.05 | 1.39 | |
| TimeVAESequence length=3002025.05 | 1.38 | |
| Diffusion-TSSequence length=5002025.05 | 1.38 | |
| Diffusion-TSSequence length=3002025.05 | 1.36 | |
| Diffusion-TSSequence length=3002025.05 | 1.35 | |
| TimeGANSequence length=3002025.05 | 1.33 | |
| TimeGANSequence length=3002025.05 | 1.33 | |
| Diffusion-TSSequence length=10002025.05 | 1.3 | |
| Diffusion-TSSequence length=10002025.05 | 1.3 | |
| TimeGANSequence length=1002025.05 | 1.29 | |
| Time-TransformerSequence length=1002025.05 | 1.25 | |
| TimeGANSequence length=5002025.05 | 1.21 | |
| TimeGANSequence length=1002025.05 | 1.2 | |
| TimeGANSequence length=5002025.05 | 1.13 | |
| TimeVAESequence length=5002025.05 | 1.09 | |
| TimeVAESequence length=5002025.05 | 1.01 | |
| Time-TransformerSequence length=1002025.05 | 0.98 | |
| TimeVAESequence length=10002025.05 | 0.31 | |
| TimeVAESequence length=10002025.05 | 0.1 | |
| TimeGANSequence length=10002025.05 | -2.14 | |
| TimeGANSequence length=10002025.05 | -4.05 | |
| Time-TransformerSequence length=5002025.05 | -21.7 | |
| Time-TransformerSequence length=10002025.05 | -22.7 | |
| Time-TransformerSequence length=3002025.05 | -22.9 | |
| Time-TransformerSequence length=10002025.05 | -28.4 | |
| Time-TransformerSequence length=3002025.05 | -28.9 | |
| Time-TransformerSequence length=5002025.05 | -85.4 |