Causal Discovery on Synthetic DAGs
1TPRSparseRC
Evaluation Results
| Method | Links | |
|---|---|---|
| SparseRCHyperparameter variation=Default settings2023.05 | 1 | |
| SparseRCNc, N distribution=Gumbel2023.05 | 1 | |
| DirectLiNGAMLarger weights in A=(0.5, 2)2023.05 | 1 | |
| LINGAMLarger weights in A=(0.5, 2)2023.05 | 1 | |
| SparseRCHyperparameter=Default settings2023.05 | 1 | |
| SparseRCHyperparameter=Nc, N distribution, Change=Gumbel2023.05 | 1 | |
| DirectLiNGAMHyperparameter=Larger weights in A, Change=(0.5, 2)2023.05 | 1 | |
| DirectLiNGAMHyperparameter variation=Default settings2023.05 | 0.99 | |
| LINGAMHyperparameter variation=Default settings2023.05 | 0.99 | |
| SparseRCGraph type=Scale-free2023.05 | 0.99 | |
| DirectLiNGAMGraph type=Scale-free2023.05 | 0.99 | |
| LINGAMGraph type=Scale-free2023.05 | 0.99 | |
| DirectLiNGAMNc, N distribution=Gumbel2023.05 | 0.99 | |
| DirectLiNGAMEdges / Vertices=102023.05 | 0.99 | |
| DirectLiNGAMStandardization=Yes2023.05 | 0.99 | |
| DirectLiNGAMDense root causes C=p = 0.52023.05 | 0.99 | |
| DirectLiNGAMHyperparameter=Default settings2023.05 | 0.99 | |
| SparseRCHyperparameter=Graph type, Change=Scale-free2023.05 | 0.99 | |
| DirectLiNGAMHyperparameter=Graph type, Change=Scale-free2023.05 | 0.99 | |
| DirectLiNGAMHyperparameter=Nc, N distribution, Change=Gumbel2023.05 | 0.99 | |
| DirectLiNGAMHyperparameter=Edges / Vertices, Change=102023.05 | 0.99 | |
| DirectLiNGAMHyperparameter=Standardization, Change=Yes2023.05 | 0.99 | |
| DirectLiNGAMHyperparameter=Dense root causes C, Change=p = 0.52023.05 | 0.99 | |
| SparseRCEdges / Vertices=102023.05 | 0.98 | |
| LINGAMEdges / Vertices=102023.05 | 0.98 | |
| SparseRCHyperparameter=Edges / Vertices, Change=102023.05 | 0.98 | |
| DirectLiNGAMNc, N deviation=sigma = 0.12023.05 | 0.97 | |
| DirectLiNGAMHyperparameter=Nc, N deviation, Change=σ = 0.12023.05 | 0.97 | |
| sortnregressGraph type=Scale-free2023.05 | 0.96 | |
| GOLEMGraph type=Scale-free2023.05 | 0.95 | |
| NOTEARSGraph type=Scale-free2023.05 | 0.95 | |
| GOLEMHyperparameter=Graph type, Change=Scale-free2023.05 | 0.95 | |
| NOTEARSHyperparameter=Graph type, Change=Scale-free2023.05 | 0.95 | |
| LINGAMNc, N distribution=Gumbel2023.05 | 0.94 | |
| LINGAMStandardization=Yes2023.05 | 0.94 | |
| sortnregressLarger weights in A=(0.5, 2)2023.05 | 0.94 | |
| GOLEMDense root causes C=p = 0.52023.05 | 0.94 | |
| GOLEMHyperparameter=Dense root causes C, Change=p = 0.52023.05 | 0.94 | |
| NOTEARSDense root causes C=p = 0.52023.05 | 0.93 | |
| NOTEARSHyperparameter=Dense root causes C, Change=p = 0.52023.05 | 0.93 | |
| NOTEARSHyperparameter variation=Default settings2023.05 | 0.92 | |
| NOTEARSNc, N distribution=Gumbel2023.05 | 0.92 | |
| DAG-NoCurlLarger weights in A=(0.5, 2)2023.05 | 0.92 | |
| NOTEARSHyperparameter=Default settings2023.05 | 0.92 | |
| NOTEARSHyperparameter=Nc, N distribution, Change=Gumbel2023.05 | 0.92 | |
| NOTEARSEdges / Vertices=102023.05 | 0.9 | |
| sortnregressEdges / Vertices=102023.05 | 0.9 | |
| SparseRCSamples=n = 1002023.05 | 0.9 | |
| NOTEARSHyperparameter=Edges / Vertices, Change=102023.05 | 0.9 | |
| SparseRCHyperparameter=Samples, Change=n = 1002023.05 | 0.9 | |
| NOTEARSLarger weights in A=(0.5, 2)2023.05 | 0.89 | |
| NOTEARSHyperparameter=Larger weights in A, Change=(0.5, 2)2023.05 | 0.89 | |
| sortnregressNc, N distribution=Gumbel2023.05 | 0.88 | |
| SparseRCNc, N deviation=sigma = 0.12023.05 | 0.88 | |
| SparseRCDense root causes C=p = 0.52023.05 | 0.88 | |
| sortnregressDense root causes C=p = 0.52023.05 | 0.88 | |
| SparseRCHyperparameter=Nc, N deviation, Change=σ = 0.12023.05 | 0.88 | |
| SparseRCHyperparameter=Dense root causes C, Change=p = 0.52023.05 | 0.88 | |
| sortnregressHyperparameter variation=Default settings2023.05 | 0.87 | |
| NOTEARSNc, N deviation=sigma = 0.12023.05 | 0.86 | |
| NOTEARSHyperparameter=Nc, N deviation, Change=σ = 0.12023.05 | 0.86 | |
| GOLEMLarger weights in A=(0.5, 2)2023.05 | 0.85 | |
| GOLEMNc, N deviation=sigma = 0.12023.05 | 0.85 | |
| sortnregressNc, N deviation=sigma = 0.12023.05 | 0.85 | |
| GOLEMHyperparameter=Larger weights in A, Change=(0.5, 2)2023.05 | 0.85 | |
| GOLEMHyperparameter=Nc, N deviation, Change=σ = 0.12023.05 | 0.85 | |
| DAG-NoCurlHyperparameter variation=Default settings2023.05 | 0.84 | |
| GESGraph type=Scale-free2023.05 | 0.84 | |
| DAG-NoCurlEdges / Vertices=102023.05 | 0.84 | |
| SparseRCStandardization=Yes2023.05 | 0.84 | |
| DAG-NoCurlDense root causes C=p = 0.52023.05 | 0.84 | |
| GESHyperparameter=Graph type, Change=Scale-free2023.05 | 0.84 | |
| SparseRCHyperparameter=Standardization, Change=Yes2023.05 | 0.84 | |
| fGESDense root causes C=p = 0.52023.05 | 0.83 | |
| GOLEMHyperparameter variation=Default settings2023.05 | 0.82 | |
| GOLEMNc, N distribution=Gumbel2023.05 | 0.82 | |
| DAG-NoCurlNc, N distribution=Gumbel2023.05 | 0.82 | |
| fGESNc, N distribution=Gumbel2023.05 | 0.82 | |
| GOLEMHyperparameter=Default settings2023.05 | 0.82 | |
| GOLEMHyperparameter=Nc, N distribution, Change=Gumbel2023.05 | 0.82 | |
| GESNc, N distribution=Gumbel2023.05 | 0.81 | |
| SparseRCFixed support=Yes2023.05 | 0.81 | |
| GESHyperparameter=Nc, N distribution, Change=Gumbel2023.05 | 0.81 | |
| SparseRCHyperparameter=Fixed support, Change=Yes2023.05 | 0.81 | |
| fGESHyperparameter variation=Default settings2023.05 | 0.8 | |
| DAG-NoCurlGraph type=Scale-free2023.05 | 0.8 | |
| GOLEMEdges / Vertices=102023.05 | 0.8 | |
| fGESStandardization=Yes2023.05 | 0.8 | |
| GESDense root causes C=p = 0.52023.05 | 0.8 | |
| GOLEMHyperparameter=Edges / Vertices, Change=102023.05 | 0.8 | |
| GESHyperparameter=Dense root causes C, Change=p = 0.52023.05 | 0.8 | |
| GESStandardization=Yes2023.05 | 0.78 | |
| DAG-NoCurlNc, N deviation=sigma = 0.12023.05 | 0.78 | |
| GESHyperparameter=Standardization, Change=Yes2023.05 | 0.78 | |
| fGESGraph type=Scale-free2023.05 | 0.76 | |
| DAG-NoCurlSamples=n = 1002023.05 | 0.76 | |
| fGESNc, N deviation=sigma = 0.12023.05 | 0.76 | |
| NOTEARSSamples=n = 1002023.05 | 0.75 | |
| NOTEARSHyperparameter=Samples, Change=n = 1002023.05 | 0.75 | |
| fGESLarger weights in A=(0.5, 2)2023.05 | 0.74 |