Causal Discovery on Double Pendulum Simulated (5 folds)
0.915Correlation CoefficientTSCI
Evaluation Results
| Method | Links | |
|---|---|---|
| TSCIDirection=Z -> X, MLP Reconstruction=true2024.10 | 0.915 | |
| Latent CCMDirection=Z -> X, MLP Reconstruction=true2024.10 | 0.747 | |
| Latent CCMDirection=Z -> X, MLP Reconstruction=false2024.10 | 0.737 | |
| TSCIDirection=Z -> Y, MLP Reconstruction=true2024.10 | 0.612 | |
| Latent CCMDirection=Z -> Y, MLP Reconstruction=true2024.10 | 0.578 | |
| Latent CCMDirection=Z -> Y, MLP Reconstruction=false2024.10 | 0.475 | |
| TSCIDirection=X -> Z, MLP Reconstruction=true2024.10 | 0.077 | |
| Latent CCMDirection=X -> Z, MLP Reconstruction=true2024.10 | 0.055 | |
| Latent CCMDirection=X -> Z, MLP Reconstruction=false2024.10 | 0.044 | |
| TSCIDirection=X -> Y, MLP Reconstruction=true2024.10 | 0.021 | |
| Latent CCMDirection=X -> Y, MLP Reconstruction=true2024.10 | 0.015 | |
| Latent CCMDirection=X -> Y, MLP Reconstruction=false2024.10 | 0.011 | |
| Latent CCMDirection=Y -> Z, MLP Reconstruction=false2024.10 | 0.003 | |
| Latent CCMDirection=Y -> Z, MLP Reconstruction=true2024.10 | -0.002 | |
| Latent CCMDirection=Y -> X, MLP Reconstruction=false2024.10 | -0.003 | |
| Latent CCMDirection=Y -> X, MLP Reconstruction=true2024.10 | -0.005 | |
| TSCIDirection=Y -> Z, MLP Reconstruction=true2024.10 | -0.008 | |
| TSCIDirection=Y -> X, MLP Reconstruction=true2024.10 | -0.01 |