Causal Structural Learning on Erdős-Rényi (ER) Model n=1000 S4 (large)
0FDRNSCSL-TE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NSCSL-TEp=20, n=10002023.01 | 0 | 1 | 0.04 | 56.2 | |
| NSCSL-DEp=20, n=10002023.01 | 0 | 0.67 | 1 | 54.5 | |
| NOTEARSp=20, n=10002023.01 | 0.92 | 1 | 36.4 | 69.8 | |
| LINGAMp=20, n=10002023.01 | 0.93 | 1 | 37.1 | 24.6 | |
| DAGGNNp=20, n=10002023.01 | 0.93 | 0.97 | 40.1 | 39.1 | |
| CAMp=20, n=10002023.01 | 0.94 | 1 | 40.3 | 25.6 | |
| PCp=20, n=10002023.01 | 0.95 | 0.67 | 33.34 | 16.3 | |
| GSGESp=20, n=10002023.01 | 0.98 | 0.2 | 45.7 | 26.3 | |
| FCIp=20, n=10002023.01 | 0.99 | 0.06 | 32.9 | 12.7 |