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ResearchFormerly WizWand

Causal Discovery on Synthetic DAG data

100TPRLiNGAM
49.0462.2775.588.73May 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LiNGAMLarger weights in A=(0.5, 2)2023.05100
LiNGAMSetting=Default2023.0599
LiNGAMGraph type=Scale-free2023.0599
LiNGAMEdges/Vertices=102023.0598
sortnregressGraph type=Scale-free2023.0596
LiNGAMNc, Nx distribution=Gumbel2023.0594
LiNGAMStandardization=Yes2023.0594
sortnregressLarger weights in A=(0.5, 2)2023.0594
DAG-NoCurlGraph type=Scale-free2023.0592
DAG-NoCurlLarger weights in A=(0.5, 2)2023.0592
sortnregressEdges/Vertices=102023.0590
sortnregressNc, Nx distribution=Gumbel2023.0588
sortnregressDense root causes C=p = 0.52023.0588
sortnregressSetting=Default2023.0587
sortnregressNc, Nx deviation=sigma = 0.12023.0585
DAG-NoCurlSetting=Default2023.0584
DAG-NoCurlEdges/Vertices=102023.0584
DAG-NoCurlDense root causes C=p = 0.52023.0584
fGESDense root causes C=p = 0.52023.0583
DAG-NoCurlNc, Nx distribution=Gumbel2023.0582
fGESNc, Nx distribution=Gumbel2023.0582
fGESSetting=Default2023.0580
fGESStandardization=Yes2023.0580
DAG-NoCurlNc, Nx deviation=sigma = 0.12023.0578
fGESGraph type=Scale-free2023.0576
DAG-NoCurlSamples=n = 1002023.0576
fGESNc, Nx deviation=sigma = 0.12023.0576
fGESLarger weights in A=(0.5, 2)2023.0574
LiNGAMDense root causes C=p = 0.52023.0570
LiNGAMNc, Nx deviation=sigma = 0.12023.0564
MMHCSetting=Default2023.0558
MMHCNc, Nx deviation=sigma = 0.12023.0558
sortnregressFixed support=Yes2023.0558
MMHCStandardization=Yes2023.0557
MMHCDense root causes C=p = 0.52023.0557
MMHCNc, Nx distribution=Gumbel2023.0556
fGESEdges/Vertices=102023.0554
fGESFixed support=Yes2023.0554
LiNGAMFixed support=Yes2023.0552
CAMDense root causes C=p = 0.52023.0551