Causal Discovery on Synthetic graphs N=50, E=50
42.4F1SCONE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SCONEN=50, E=502026.03 | 42.4 | 53.85 | 45.5 | 39.8 | |
| AVICIN=50, E=502026.03 | 18.8 | 62.3 | 29.9 | 14.2 | |
| DCD-FGN=50, E=502026.03 | 8.2 | 373.95 | 4.9 | 29.4 | |
| SEA (FCI)N=50, E=502026.03 | 3.9 | 439.25 | 2.3 | 18.4 | |
| SEA (GIES)N=50, E=502026.03 | 3.3 | 242.1 | 2.2 | 8.4 | |
| GAS+Expected Neighborhood Size=452026.03 | 0.83 | — | 0.93 | 0.75 | |
| GAS+Expected Neighborhood Size=352026.03 | 0.75 | — | 0.73 | 0.77 | |
| GAS+Expected Neighborhood Size=252026.03 | 0.67 | — | 0.57 | 0.81 | |
| GAS+Expected Neighborhood Size=152026.03 | 0.58 | — | 0.42 | 0.92 | |
| PCExpected Neighborhood Size=152026.03 | 0.43 | — | 0.83 | 0.29 | |
| PCExpected Neighborhood Size=252026.03 | 0.27 | — | 0.81 | 0.16 | |
| PCExpected Neighborhood Size=352026.03 | 0.21 | — | 0.87 | 0.12 | |
| PCExpected Neighborhood Size=452026.03 | 0.17 | — | 0.96 | 0.09 |