Causal Discovery on Nonlinear structural equation model S4
0.03FDRNSCSL-TE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NSCSL-TEp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.03 | 0.83 | 0.6 | 55.8 | |
| NSCSL-DEp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.03 | 0.5 | 1.6 | 56.8 | |
| NOTEARSp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.91 | 0.83 | 35.9 | 56.5 | |
| LINGAMp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.93 | 0.7 | 37.3 | 11.6 | |
| DAGGNNp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.94 | 0.86 | 34.8 | 41.32 | |
| CAMp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.95 | 1 | 31.6 | 27.92 | |
| FCIp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.97 | 0.13 | 33.8 | 12.6 | |
| GSGESp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.98 | 0.23 | 52.4 | 22.12 | |
| PCp (number of nodes)=20, n (number of samples)=1000, Graph Model=ER Model, Degree=52023.01 | 0.99 | 0.12 | 44.12 | 15.7 |