DAG Learning on Synthetic (test)
16SIDLiNGAM
Evaluation Results
| Method | Links | |
|---|---|---|
| LiNGAMLarger weights in A=(0.5, 2)2023.05 | 16 | |
| DirectLiNGAMLarger weights in A=(0.5, 2)2023.05 | 17 | |
| SparseRCsetting=Default2023.05 | 51 | |
| SparseRCGraph type=Scale-free2023.05 | 72 | |
| DirectLiNGAMGraph type=Scale-free2023.05 | 98 | |
| LiNGAMGraph type=Scale-free2023.05 | 99 | |
| SparseRCNc, Nx distribution=Gumbel2023.05 | 125 | |
| DirectLiNGAMNc, Nx distribution=Gumbel2023.05 | 214 | |
| DirectLiNGAMsetting=Default2023.05 | 257 | |
| DirectLiNGAMDense root causes C=p=0.52023.05 | 275 | |
| DirectLiNGAMStandardization=Yes2023.05 | 293 | |
| NOTEARSGraph type=Scale-free2023.05 | 425 | |
| sortnregressGraph type=Scale-free2023.05 | 427 | |
| GOLEMGraph type=Scale-free2023.05 | 442 | |
| LiNGAMsetting=Default2023.05 | 595 | |
| DAG-NoCurlGraph type=Scale-free2023.05 | 807 | |
| DirectLiNGAMEdges / Vertices=102023.05 | 808 | |
| DirectLiNGAMNc, Nx deviation=0.12023.05 | 882 | |
| sortnregressLarger weights in A=(0.5, 2)2023.05 | 958 | |
| GESGraph type=Scale-free2023.05 | 1,032 | |
| SparseRCEdges / Vertices=102023.05 | 1,190 | |
| LiNGAMEdges / Vertices=102023.05 | 1,516 | |
| DAGMAGraph type=Scale-free2023.05 | 1,581 | |
| DAG-NoCurlLarger weights in A=(0.5, 2)2023.05 | 1,660 | |
| LiNGAMNc, Nx distribution=Gumbel2023.05 | 1,796 | |
| GOLEMDense root causes C=p=0.52023.05 | 1,871 | |
| NOTEARSLarger weights in A=(0.5, 2)2023.05 | 2,379 | |
| PCGraph type=Scale-free2023.05 | 2,570 | |
| NOTEARSsetting=Default2023.05 | 2,720 | |
| LiNGAMStandardization=Yes2023.05 | 2,847 | |
| NOTEARSNc, Nx distribution=Gumbel2023.05 | 2,945 | |
| NOTEARSDense root causes C=p=0.52023.05 | 3,040 | |
| GOLEMLarger weights in A=(0.5, 2)2023.05 | 3,165 | |
| GOLEMNc, Nx deviation=0.12023.05 | 3,898 | |
| GOLEMsetting=Default2023.05 | 4,005 | |
| sortnregressDense root causes C=p=0.52023.05 | 4,072 | |
| GOLEMNc, Nx distribution=Gumbel2023.05 | 4,208 | |
| NOTEARSNc, Nx deviation=0.12023.05 | 4,398 | |
| sortnregresssetting=Default2023.05 | 4,418 | |
| DAG-NoCurlSamples=n=1002023.05 | 4,496 | |
| sortnregressNc, Nx distribution=Gumbel2023.05 | 4,522 | |
| DAGMADense root causes C=p=0.52023.05 | 4,539 | |
| sortnregressNc, Nx deviation=0.12023.05 | 4,715 | |
| GESNc, Nx distribution=Gumbel2023.05 | 4,957 | |
| sortnregressEdges / Vertices=102023.05 | 4,967 | |
| DAG-NoCurlDense root causes C=p=0.52023.05 | 5,008 | |
| GESStandardization=Yes2023.05 | 5,268 | |
| DAG-NoCurlsetting=Default2023.05 | 5,320 | |
| sortnregressFixed support=Yes2023.05 | 5,477 | |
| DAG-NoCurlNc, Nx distribution=Gumbel2023.05 | 5,723 | |
| GESFixed support=Yes2023.05 | 5,817 | |
| NOTEARSEdges / Vertices=102023.05 | 5,914 | |
| GESsetting=Default2023.05 | 6,006 | |
| DAG-NoCurlNc, Nx deviation=0.12023.05 | 6,006 | |
| DAG-NoCurlEdges / Vertices=102023.05 | 6,200 | |
| DAGMALarger weights in A=(0.5, 2)2023.05 | 6,624 | |
| DirectLiNGAMFixed support=Yes2023.05 | 6,800 | |
| GESNc, Nx deviation=0.12023.05 | 6,810 | |
| LiNGAMDense root causes C=p=0.52023.05 | 6,944 | |
| LiNGAMFixed support=Yes2023.05 | 6,952 | |
| SparseRCLarger weights in A=(0.5, 2)2023.05 | 6,988 | |
| DAGMAsetting=Default2023.05 | 6,989 | |
| fGESLarger weights in A=(0.5, 2)2023.05 | 7,137 | |
| SparseRCNc, Nx deviation=0.12023.05 | 7,140 | |
| GOLEMEdges / Vertices=102023.05 | 7,174 | |
| CAMFixed support=Yes2023.05 | 7,175 | |
| DAGMANc, Nx deviation=0.12023.05 | 7,227 | |
| DAG-NoCurlFixed support=Yes2023.05 | 7,350 | |
| LiNGAMNc, Nx deviation=0.12023.05 | 7,403 | |
| GOLEMSamples=n=1002023.05 | 7,410 | |
| fGESGraph type=Scale-free2023.05 | 7,412 | |
| fGESDense root causes C=p=0.52023.05 | 7,510 | |
| SparseRCFixed support=Yes2023.05 | 7,605 | |
| DAGMANc, Nx distribution=Gumbel2023.05 | 7,697 | |
| fGESsetting=Default2023.05 | 7,706 | |
| NOTEARSFixed support=Yes2023.05 | 7,707 | |
| DAGMAFixed support=Yes2023.05 | 7,749 | |
| PCStandardization=Yes2023.05 | 7,801 | |
| PCNc, Nx deviation=0.12023.05 | 7,841 | |
| fGESNc, Nx deviation=0.12023.05 | 7,842 | |
| fGESStandardization=Yes2023.05 | 7,872 | |
| PCsetting=Default2023.05 | 7,944 | |
| sortnregressStandardization=Yes2023.05 | 7,945 | |
| PCNc, Nx distribution=Gumbel2023.05 | 7,986 | |
| GOLEMFixed support=Yes2023.05 | 8,110 | |
| PCFixed support=Yes2023.05 | 8,119 | |
| CAMLarger weights in A=(0.5, 2)2023.05 | 8,147 | |
| CAMDense root causes C=p=0.52023.05 | 8,334 | |
| CAMsetting=Default2023.05 | 8,494 | |
| fGESFixed support=Yes2023.05 | 8,632 | |
| CAMStandardization=Yes2023.05 | 8,707 | |
| DAGMAEdges / Vertices=102023.05 | 8,833 | |
| DAGMAStandardization=Yes2023.05 | 8,851 | |
| CAMNc, Nx deviation=0.12023.05 | 8,854 | |
| CAMNc, Nx distribution=Gumbel2023.05 | 8,916 | |
| NOTEARSStandardization=Yes2023.05 | 8,937 | |
| DAG-NoCurlStandardization=Yes2023.05 | 8,955 | |
| fGESNc, Nx distribution=Gumbel2023.05 | 9,040 | |
| fGESEdges / Vertices=102023.05 | 9,057 | |
| GOLEMStandardization=Yes2023.05 | 9,381 |