Local Causal Discovery on Linear Gaussian 800 nodes
6.53CI 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 | 6.53 | 1.46 | 0 | 0.086 | |
| 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 | 8.11 | 22.78 | 0 | 0.029 | |
| 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 | 8.77 | 1.9 | 95 | 0.005 | |
| 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 | 233.69 | 134.3 | 0 | 0.132 | |
| 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 | 319.6 | 82.6 | 0 | 0.594 | |
| 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 | 359.64 | 72.8 | 60 | 0.099 |