Local Causal Discovery on Linear Gaussian 100 nodes
750CI 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 | 750 | 0.14 | 0 | 0.092 | |
| 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 | 950 | 0.18 | 97 | 0.01 | |
| 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 | 960 | 0.24 | 0 | 0.037 | |
| 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 | 4,930 | 1.21 | 0 | 0.181 | |
| 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 | 5,010 | 1.02 | 56 | 0.111 | |
| 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 | 5,650 | 1.25 | 91 | 0.032 | |
| 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 | 8,280 | 1.54 | 74 | 0.152 |