Runtime Evaluation on Synthetic Data for Causal Discovery
0RuntimeIGSP
Evaluation Results
| Method | Links | |
|---|---|---|
| IGSPnumber of variables (d)=102026.05 | 0 | |
| GIESnumber of variables (d)=102026.05 | 0.2 | |
| IGSPnumber of variables (d)=202026.05 | 1.8 | |
| GIESnumber of variables (d)=202026.05 | 12.1 | |
| GIESnumber of variables (d)=302026.05 | 96.1 | |
| IGSPnumber of variables (d)=302026.05 | 96.9 | |
| DAG-NoCurlNc, Nx distribution=Gumbel2023.05 | 111 | |
| DAG-NoCurlDense root causes C=p = 0.52023.05 | 113.1 | |
| DAG-NoCurlGraph type=Scale-free2023.05 | 131.1 | |
| DAG-NoCurlStandardization=Yes2023.05 | 131.5 | |
| DAG-NoCurlSetting=Default2023.05 | 152.8 | |
| DAG-NoCurlEdges / Vertices=102023.05 | 243.8 | |
| CAMnumber of variables (d)=102026.05 | 270.2 | |
| DAG-NoCurlSamples=n = 1002023.05 | 334.9 | |
| PACERnumber of variables (d)=102026.05 | 507.5 | |
| DCDFGnumber of variables (d)=102026.05 | 521.5 | |
| PACERnumber of variables (d)=402026.05 | 610.5 | |
| PACERnumber of variables (d)=302026.05 | 654.6 | |
| DCDFGnumber of variables (d)=202026.05 | 702.3 | |
| PACERnumber of variables (d)=202026.05 | 705.1 | |
| CAMnumber of variables (d)=202026.05 | 831.6 | |
| DCDInumber of variables (d)=102026.05 | 837.8 | |
| PACERnumber of variables (d)=502026.05 | 862.9 | |
| CAMnumber of variables (d)=302026.05 | 954.5 | |
| PACERnumber of variables (d)=2002026.05 | 1,018.5 | |
| DCDFGnumber of variables (d)=302026.05 | 1,476.6 | |
| SDCDnumber of variables (d)=102026.05 | 1,645.6 | |
| PACERnumber of variables (d)=3002026.05 | 1,877.4 | |
| CAMnumber of variables (d)=402026.05 | 1,959.6 | |
| DCDFGnumber of variables (d)=502026.05 | 2,077.7 | |
| DCDFGnumber of variables (d)=402026.05 | 2,080 | |
| SDCDnumber of variables (d)=202026.05 | 2,530.8 | |
| DCDFGnumber of variables (d)=1002026.05 | 2,556.6 | |
| CAMnumber of variables (d)=502026.05 | 2,750.5 | |
| CAMGraph type=Scale-free2023.05 | 2,829.3 | |
| SDCDnumber of variables (d)=302026.05 | 2,949.3 | |
| CAMDense root causes C=p = 0.52023.05 | 3,067.4 | |
| PACERnumber of variables (d)=1002026.05 | 3,230.2 | |
| CAMNc, Nx deviation=σ = 0.12023.05 | 3,232.8 | |
| CAMEdges / Vertices=102023.05 | 3,419.7 | |
| SDCDnumber of variables (d)=402026.05 | 3,594.7 | |
| CAMSetting=Default2023.05 | 3,727.4 | |
| DCDInumber of variables (d)=202026.05 | 4,271.9 | |
| SDCDnumber of variables (d)=502026.05 | 4,440.1 | |
| DAG-NoCurlFixed support=Yes2023.05 | 5,215 | |
| SDCDnumber of variables (d)=1002026.05 | 6,188.6 | |
| DCDInumber of variables (d)=302026.05 | 6,654.6 | |
| CAMnumber of variables (d)=1002026.05 | 8,415.7 | |
| SDCDnumber of variables (d)=2002026.05 | 9,999.1 | |
| DAG-NoCurlLarger weights in A=(0.5, 2)2023.05 | 10,611 | |
| fGESLarger weights in A=(0.5, 2)2023.05 | 11,846 | |
| CAMStandardization=Yes2023.05 | 30,413 | |
| CAMNc, Nx distribution=Gumbel2023.05 | 31,238 | |
| CAMLarger weights in A=(0.5, 2)2023.05 | 33,910 | |
| CAMFixed support=Yes2023.05 | 34,211 | |
| MMHCGraph type=Scale-free2023.05 | 210,160 | |
| fGESEdges / Vertices=102023.05 | 573,167 |