Causal Discovery on Synthetic DAG Datasets
101.8Runtime (s)SparseRC
Evaluation results
| Method | Links | |
|---|---|---|
| SparseRCSettings=Default2023.05 | 101.8 | |
| SparseRCGraph type=Scale-free2023.05 | 111.1 | |
| SparseRCSamples=n = 1002023.05 | 130.7 | |
| SparseRCEdges / Vertices=102023.05 | 141 | |
| DAG-NoCurlSettings=Default2023.05 | 152.8 | |
| DAG-NoCurlSamples=n = 1002023.05 | 334.9 | |
| DirectLiNGAMSettings=Default2023.05 | 1,061.5 | |
| NOTEARSGraph type=Scale-free2023.05 | 1,807.2 | |
| GOLEMSamples=n = 1002023.05 | 1,949.6 | |
| CAMSettings=Default2023.05 | 3,727.4 | |
| DAGMASettings=Default2023.05 | 32,094 | |
| GOLEMSettings=Default2023.05 | 529,210 | |
| fGESEdges / Vertices=102023.05 | 573,167 | |
| NOTEARSSettings=Default2023.05 | 796,185 |