Local Causal Discovery on Linear Gaussian 400 nodes
2.75Number of CI tests (x10^3)MB-by-MB+
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MB-by-MB+Sample size (nD)=10000, Average degree (d-bar)=2, Maximum degree (dmax)=10, CI test type=Fisher-Z, Target pair selection criteria=explicit ancestor2025.10 | 2.75 | 0.65 | 0 | 0.12 | |
| LDP+Sample size (nD)=10000, Average degree (d-bar)=2, Maximum degree (dmax)=10, CI test type=Fisher-Z, Target pair selection criteria=explicit ancestor2025.10 | 3.56 | 3.22 | 0 | 0.037 | |
| LOADSample size (nD)=10000, Average degree (d-bar)=2, Maximum degree (dmax)=10, CI test type=Fisher-Z, Target pair selection criteria=explicit ancestor2025.10 | 3.77 | 0.76 | 98 | 0.004 | |
| LDECC+Sample size (nD)=10000, Average degree (d-bar)=2, Maximum degree (dmax)=10, CI test type=Fisher-Z, Target pair selection criteria=explicit ancestor2025.10 | 61.89 | 24.23 | 0 | 0.202 | |
| SNAP(∞)Sample size (nD)=10000, Average degree (d-bar)=2, Maximum degree (dmax)=10, CI test type=Fisher-Z, Target pair selection criteria=explicit ancestor2025.10 | 79.81 | 18.16 | 16 | 0.365 | |
| MARVELSample size (nD)=10000, Average degree (d-bar)=2, Maximum degree (dmax)=10, CI test type=Fisher-Z, Target pair selection criteria=explicit ancestor2025.10 | 87.64 | 77.41 | 81 | 0.036 | |
| PCSample size (nD)=10000, Average degree (d-bar)=2, Maximum degree (dmax)=10, CI test type=Fisher-Z, Target pair selection criteria=explicit ancestor2025.10 | 96.02 | 18.66 | 85 | 0.053 |