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ResearchFormerly WizWand

Causal Discovery on Synthetic DAG data (test)

100TPRLINGAM
49.0462.2775.588.73May 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LINGAMHyperparameter=Larger weights in A, Setting=(0.5, 2)2023.05100
LINGAMHyperparameter=Default settings2023.0599
LINGAMHyperparameter=Graph type, Setting=Scale-free2023.0599
LINGAMHyperparameter=Edges / Vertices, Setting=102023.0598
sortnregressHyperparameter=Graph type, Setting=Scale-free2023.0596
LINGAMHyperparameter=Nc, N distribution, Setting=Gumbel2023.0594
LINGAMHyperparameter=Standardization, Setting=Yes2023.0594
sortnregressHyperparameter=Larger weights in A, Setting=(0.5, 2)2023.0594
DAG-NoCurlHyperparameter=Larger weights in A, Setting=(0.5, 2)2023.0592
sortnregressHyperparameter=Edges / Vertices, Setting=102023.0590
fGESHyperparameter=Default settings2023.0589
sortnregressHyperparameter=Nc, N distribution, Setting=Gumbel2023.0588
sortnregressHyperparameter=Dense root causes C, Setting=p = 0.52023.0588
sortnregressHyperparameter=Default settings2023.0587
sortnregressHyperparameter=Nc, N deviation, Setting=σ = 0.12023.0585
DAG-NoCurlHyperparameter=Default settings2023.0584
DAG-NoCurlHyperparameter=Edges / Vertices, Setting=102023.0584
DAG-NoCurlHyperparameter=Dense root causes C, Setting=p = 0.52023.0584
fGESHyperparameter=Dense root causes C, Setting=p = 0.52023.0583
DAG-NoCurlHyperparameter=Nc, N distribution, Setting=Gumbel2023.0582
fGESHyperparameter=Nc, N distribution, Setting=Gumbel2023.0582
DAG-NoCurlHyperparameter=Graph type, Setting=Scale-free2023.0580
fGESHyperparameter=Standardization, Setting=Yes2023.0580
DAG-NoCurlHyperparameter=Nc, N deviation, Setting=σ = 0.12023.0578
fGESHyperparameter=Graph type, Setting=Scale-free2023.0576
DAG-NoCurlHyperparameter=Samples, Setting=n = 1002023.0576
fGESHyperparameter=Nc, N deviation, Setting=σ = 0.12023.0576
fGESHyperparameter=Larger weights in A, Setting=(0.5, 2)2023.0574
LINGAMHyperparameter=Dense root causes C, Setting=p = 0.52023.0570
LINGAMHyperparameter=Nc, N deviation, Setting=σ = 0.12023.0564
MMHCHyperparameter=Default settings2023.0558
MMHCHyperparameter=Nc, N deviation, Setting=σ = 0.12023.0558
sortnregressHyperparameter=Fixed support, Setting=Yes2023.0558
MMHCHyperparameter=Standardization, Setting=Yes2023.0557
MMHCHyperparameter=Dense root causes C, Setting=p = 0.52023.0557
MMHCHyperparameter=Nc, N distribution, Setting=Gumbel2023.0556
fGESHyperparameter=Edges / Vertices, Setting=102023.0554
fGESHyperparameter=Fixed support, Setting=Yes2023.0554
LINGAMHyperparameter=Fixed support, Setting=Yes2023.0552
CAMHyperparameter=Dense root causes C, Setting=p = 0.52023.0551