Causal structure learning on Synthetic nD=10000, d=2, dmax=10, 800 nodes
345,680Number of CI testsPC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PCCI Test Type=G22025.10 | 345,680 | 229.5 | 0.26 | 0.016 | |
| SNAP(∞)CI Test Type=G22025.10 | 319,600 | 249.79 | 0 | 0.058 | |
| LOADCI Test Type=G22025.10 | 5,190 | 19.83 | 0.14 | 0.039 | |
| LDP+CI Test Type=G22025.10 | 5,110 | 64.22 | 0 | 0.038 | |
| MB-by-MB+CI Test Type=G22025.10 | 3,950 | 16.29 | 0 | 0.038 | |
| LDECC+CI Test Type=d-separation2025.10 | 400.75 | 725.48 | 0 | 0.03 | |
| PCCI Test Type=d-separation2025.10 | 353.48 | 771.44 | 100 | 0.003 | |
| SNAP(∞)CI Test Type=d-separation2025.10 | 319.74 | 786.31 | 100 | 0.003 | |
| LOADCI Test Type=d-separation2025.10 | 6.41 | 7.48 | 100 | 0.003 | |
| LDP+CI Test Type=d-separation2025.10 | 6.29 | 50.77 | 0 | 0.009 | |
| MB-by-MB+CI Test Type=d-separation2025.10 | 4.84 | 5.53 | 0 | 0.03 |