Causal Discovery on Synthetic DAG data (test)
100TPRLINGAM
Evaluation Results
| Method | Links | |
|---|---|---|
| LINGAMHyperparameter=Larger weights in A, Setting=(0.5, 2)2023.05 | 100 | |
| LINGAMHyperparameter=Default settings2023.05 | 99 | |
| LINGAMHyperparameter=Graph type, Setting=Scale-free2023.05 | 99 | |
| LINGAMHyperparameter=Edges / Vertices, Setting=102023.05 | 98 | |
| sortnregressHyperparameter=Graph type, Setting=Scale-free2023.05 | 96 | |
| LINGAMHyperparameter=Nc, N distribution, Setting=Gumbel2023.05 | 94 | |
| LINGAMHyperparameter=Standardization, Setting=Yes2023.05 | 94 | |
| sortnregressHyperparameter=Larger weights in A, Setting=(0.5, 2)2023.05 | 94 | |
| DAG-NoCurlHyperparameter=Larger weights in A, Setting=(0.5, 2)2023.05 | 92 | |
| sortnregressHyperparameter=Edges / Vertices, Setting=102023.05 | 90 | |
| fGESHyperparameter=Default settings2023.05 | 89 | |
| sortnregressHyperparameter=Nc, N distribution, Setting=Gumbel2023.05 | 88 | |
| sortnregressHyperparameter=Dense root causes C, Setting=p = 0.52023.05 | 88 | |
| sortnregressHyperparameter=Default settings2023.05 | 87 | |
| sortnregressHyperparameter=Nc, N deviation, Setting=σ = 0.12023.05 | 85 | |
| DAG-NoCurlHyperparameter=Default settings2023.05 | 84 | |
| DAG-NoCurlHyperparameter=Edges / Vertices, Setting=102023.05 | 84 | |
| DAG-NoCurlHyperparameter=Dense root causes C, Setting=p = 0.52023.05 | 84 | |
| fGESHyperparameter=Dense root causes C, Setting=p = 0.52023.05 | 83 | |
| DAG-NoCurlHyperparameter=Nc, N distribution, Setting=Gumbel2023.05 | 82 | |
| fGESHyperparameter=Nc, N distribution, Setting=Gumbel2023.05 | 82 | |
| DAG-NoCurlHyperparameter=Graph type, Setting=Scale-free2023.05 | 80 | |
| fGESHyperparameter=Standardization, Setting=Yes2023.05 | 80 | |
| DAG-NoCurlHyperparameter=Nc, N deviation, Setting=σ = 0.12023.05 | 78 | |
| fGESHyperparameter=Graph type, Setting=Scale-free2023.05 | 76 | |
| DAG-NoCurlHyperparameter=Samples, Setting=n = 1002023.05 | 76 | |
| fGESHyperparameter=Nc, N deviation, Setting=σ = 0.12023.05 | 76 | |
| fGESHyperparameter=Larger weights in A, Setting=(0.5, 2)2023.05 | 74 | |
| LINGAMHyperparameter=Dense root causes C, Setting=p = 0.52023.05 | 70 | |
| LINGAMHyperparameter=Nc, N deviation, Setting=σ = 0.12023.05 | 64 | |
| MMHCHyperparameter=Default settings2023.05 | 58 | |
| MMHCHyperparameter=Nc, N deviation, Setting=σ = 0.12023.05 | 58 | |
| sortnregressHyperparameter=Fixed support, Setting=Yes2023.05 | 58 | |
| MMHCHyperparameter=Standardization, Setting=Yes2023.05 | 57 | |
| MMHCHyperparameter=Dense root causes C, Setting=p = 0.52023.05 | 57 | |
| MMHCHyperparameter=Nc, N distribution, Setting=Gumbel2023.05 | 56 | |
| fGESHyperparameter=Edges / Vertices, Setting=102023.05 | 54 | |
| fGESHyperparameter=Fixed support, Setting=Yes2023.05 | 54 | |
| LINGAMHyperparameter=Fixed support, Setting=Yes2023.05 | 52 | |
| CAMHyperparameter=Dense root causes C, Setting=p = 0.52023.05 | 51 |