CPDAG Recovery on High-dimensional synthetic SEMs (Uniform noise, d=1, p=10^4)
94.8F1 ScoreSCOPE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCOPEn (sample size)=0.5p, p (number of nodes/variables)=10^4, d (average degree)=12026.05 | 94.8 | 0.268 | |
| SCOPEn (sample size)=p, p (number of nodes/variables)=10^4, d (average degree)=12026.05 | 90.3 | 0.4 | |
| FROSTYn (sample size)=p, p (number of nodes/variables)=10^4, d (average degree)=12026.05 | 62.4 | 1.207 | |
| FROSTYn (sample size)=0.5p, p (number of nodes/variables)=10^4, d (average degree)=12026.05 | 62.2 | 1.218 |