Local Causal Discovery on Linear Gaussian 200 nodes
1.37CI Test Count (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 | 1.37 | 0.26 | 0 | 0.067 | |
| 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 | 1.75 | 0.68 | 0 | 0.023 | |
| 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 | 1.79 | 0.35 | 99 | 0.003 | |
| 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 | 16.29 | 4.76 | 0 | 0.08 | |
| 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 | 19.93 | 4.26 | 31 | 0.145 | |
| 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 | 21.99 | 7.97 | 92 | 0.014 | |
| 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 | 27.16 | 5.08 | 80 | 0.038 |