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ResearchFormerly WizWand

DAG Learning on Synthetic (test)

16SIDLiNGAM
-358.62,169.954,698.57,227.05May 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LiNGAMLarger weights in A=(0.5, 2)2023.0516
DirectLiNGAMLarger weights in A=(0.5, 2)2023.0517
SparseRCsetting=Default2023.0551
SparseRCGraph type=Scale-free2023.0572
DirectLiNGAMGraph type=Scale-free2023.0598
LiNGAMGraph type=Scale-free2023.0599
SparseRCNc, Nx distribution=Gumbel2023.05125
DirectLiNGAMNc, Nx distribution=Gumbel2023.05214
DirectLiNGAMsetting=Default2023.05257
DirectLiNGAMDense root causes C=p=0.52023.05275
DirectLiNGAMStandardization=Yes2023.05293
NOTEARSGraph type=Scale-free2023.05425
sortnregressGraph type=Scale-free2023.05427
GOLEMGraph type=Scale-free2023.05442
LiNGAMsetting=Default2023.05595
DAG-NoCurlGraph type=Scale-free2023.05807
DirectLiNGAMEdges / Vertices=102023.05808
DirectLiNGAMNc, Nx deviation=0.12023.05882
sortnregressLarger weights in A=(0.5, 2)2023.05958
GESGraph type=Scale-free2023.051,032
SparseRCEdges / Vertices=102023.051,190
LiNGAMEdges / Vertices=102023.051,516
DAGMAGraph type=Scale-free2023.051,581
DAG-NoCurlLarger weights in A=(0.5, 2)2023.051,660
LiNGAMNc, Nx distribution=Gumbel2023.051,796
GOLEMDense root causes C=p=0.52023.051,871
NOTEARSLarger weights in A=(0.5, 2)2023.052,379
PCGraph type=Scale-free2023.052,570
NOTEARSsetting=Default2023.052,720
LiNGAMStandardization=Yes2023.052,847
NOTEARSNc, Nx distribution=Gumbel2023.052,945
NOTEARSDense root causes C=p=0.52023.053,040
GOLEMLarger weights in A=(0.5, 2)2023.053,165
GOLEMNc, Nx deviation=0.12023.053,898
GOLEMsetting=Default2023.054,005
sortnregressDense root causes C=p=0.52023.054,072
GOLEMNc, Nx distribution=Gumbel2023.054,208
NOTEARSNc, Nx deviation=0.12023.054,398
sortnregresssetting=Default2023.054,418
DAG-NoCurlSamples=n=1002023.054,496
sortnregressNc, Nx distribution=Gumbel2023.054,522
DAGMADense root causes C=p=0.52023.054,539
sortnregressNc, Nx deviation=0.12023.054,715
GESNc, Nx distribution=Gumbel2023.054,957
sortnregressEdges / Vertices=102023.054,967
DAG-NoCurlDense root causes C=p=0.52023.055,008
GESStandardization=Yes2023.055,268
DAG-NoCurlsetting=Default2023.055,320
sortnregressFixed support=Yes2023.055,477
DAG-NoCurlNc, Nx distribution=Gumbel2023.055,723
GESFixed support=Yes2023.055,817
NOTEARSEdges / Vertices=102023.055,914
GESsetting=Default2023.056,006
DAG-NoCurlNc, Nx deviation=0.12023.056,006
DAG-NoCurlEdges / Vertices=102023.056,200
DAGMALarger weights in A=(0.5, 2)2023.056,624
DirectLiNGAMFixed support=Yes2023.056,800
GESNc, Nx deviation=0.12023.056,810
LiNGAMDense root causes C=p=0.52023.056,944
LiNGAMFixed support=Yes2023.056,952
SparseRCLarger weights in A=(0.5, 2)2023.056,988
DAGMAsetting=Default2023.056,989
fGESLarger weights in A=(0.5, 2)2023.057,137
SparseRCNc, Nx deviation=0.12023.057,140
GOLEMEdges / Vertices=102023.057,174
CAMFixed support=Yes2023.057,175
DAGMANc, Nx deviation=0.12023.057,227
DAG-NoCurlFixed support=Yes2023.057,350
LiNGAMNc, Nx deviation=0.12023.057,403
GOLEMSamples=n=1002023.057,410
fGESGraph type=Scale-free2023.057,412
fGESDense root causes C=p=0.52023.057,510
SparseRCFixed support=Yes2023.057,605
DAGMANc, Nx distribution=Gumbel2023.057,697
fGESsetting=Default2023.057,706
NOTEARSFixed support=Yes2023.057,707
DAGMAFixed support=Yes2023.057,749
PCStandardization=Yes2023.057,801
PCNc, Nx deviation=0.12023.057,841
fGESNc, Nx deviation=0.12023.057,842
fGESStandardization=Yes2023.057,872
PCsetting=Default2023.057,944
sortnregressStandardization=Yes2023.057,945
PCNc, Nx distribution=Gumbel2023.057,986
GOLEMFixed support=Yes2023.058,110
PCFixed support=Yes2023.058,119
CAMLarger weights in A=(0.5, 2)2023.058,147
CAMDense root causes C=p=0.52023.058,334
CAMsetting=Default2023.058,494
fGESFixed support=Yes2023.058,632
CAMStandardization=Yes2023.058,707
DAGMAEdges / Vertices=102023.058,833
DAGMAStandardization=Yes2023.058,851
CAMNc, Nx deviation=0.12023.058,854
CAMNc, Nx distribution=Gumbel2023.058,916
NOTEARSStandardization=Yes2023.058,937
DAG-NoCurlStandardization=Yes2023.058,955
fGESNc, Nx distribution=Gumbel2023.059,040
fGESEdges / Vertices=102023.059,057
GOLEMStandardization=Yes2023.059,381