DAG Learning on Synthetic DAG Data
101.8Runtime (s)SparseRC
Evaluation Results
| Method | Links | |
|---|---|---|
| SparseRCHyperparameter=Default settings2023.05 | 101.8 | |
| SparseRCHyperparameter=Graph type, Change=Scale-free2023.05 | 111.1 | |
| SparseRCHyperparameter=Standardization, Change=Yes2023.05 | 111.9 | |
| SparseRCHyperparameter=Samples, Change=n = 1002023.05 | 130.7 | |
| SparseRCHyperparameter=Edges / Vertices, Change=102023.05 | 141 | |
| SparseRCHyperparameter=Fixed support, Change=Yes2023.05 | 152 | |
| NOTEARSHyperparameter=Graph type, Change=Scale-free2023.05 | 1,807.2 | |
| GOLEMHyperparameter=Samples, Change=n = 1002023.05 | 1,949.6 | |
| NOTEARSHyperparameter=Nc, Nx distribution, Change=Gumbel2023.05 | 25,148 | |
| GOLEMHyperparameter=Nc, Nx deviation, Change=σ = 0.12023.05 | 30,963 | |
| NOTEARSHyperparameter=Dense root causes C, Change=p = 0.52023.05 | 42,735 | |
| NOTEARSHyperparameter=Nc, Nx deviation, Change=σ = 0.12023.05 | 43,353 | |
| NOTEARSHyperparameter=Edges / Vertices, Change=102023.05 | 47,182 | |
| NOTEARSHyperparameter=Samples, Change=n = 1002023.05 | 67,972 | |
| NOTEARSHyperparameter=Standardization, Change=Yes2023.05 | 78,176 | |
| GOLEMHyperparameter=Standardization, Change=Yes2023.05 | 326,145 | |
| GOLEMHyperparameter=Dense root causes C, Change=p = 0.52023.05 | 334,121 | |
| GOLEMHyperparameter=Edges / Vertices, Change=102023.05 | 347,121 | |
| GOLEMHyperparameter=Nc, Nx distribution, Change=Gumbel2023.05 | 349,125 | |
| GOLEMHyperparameter=Fixed support, Change=Yes2023.05 | 360,142 | |
| GOLEMHyperparameter=Larger weights in A, Change=(0.5, 2)2023.05 | 431,177 | |
| GOLEMHyperparameter=Graph type, Change=Scale-free2023.05 | 460,184 | |
| GOLEMHyperparameter=Default settings2023.05 | 529,210 | |
| NOTEARSHyperparameter=Fixed support, Change=Yes2023.05 | 669,386 | |
| NOTEARSHyperparameter=Default settings2023.05 | 796,185 | |
| NOTEARSHyperparameter=Larger weights in A, Change=(0.5, 2)2023.05 | 2,834,228 |