Local Causal Discovery on Linear Gaussian 1000 nodes
8.2CI 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 | 8.2 | 1.91 | 0 | 0.113 | |
| 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 | 10.23 | 43.69 | 0 | 0.041 | |
| 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 | 11.15 | 2.52 | 96 | 0.005 | |
| 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 | 499.5 | 137.85 | 0 | 0.586 | |
| 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 | 555.47 | 117.75 | 66 | 0.131 |