Graph Recovery on ASIA
0SHDCausalSynth
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CausalSynthSetting=Oracle, Discovery Algo=Ground Truth, Samples (N)=1,000, Time (s)=122026.05 | 0 | 4.8 | 0.92 | |
| CausalSynthSetting=Oracle, Discovery Algo=Ground Truth, Samples (N)=10,000, Time (s)=152026.05 | 0 | 5.1 | 0.94 | |
| CausalSynthSetting=Oracle, Discovery Algo=Ground Truth, Samples (N)=50,000, Time (s)=422026.05 | 0 | 4.9 | 0.95 | |
| CausalSynthSetting=Learned, Discovery Algo=NOTEARS (Score), Samples (N)=10,000, Time (s)=3122026.05 | 0 | 5.2 | 0.9 | |
| CausalSynthSetting=Learned, Discovery Algo=PC (Constraint), Samples (N)=1,000, Time (s)=452026.05 | 1 | 5.5 | 0.81 | |
| CausalSynthSetting=Learned, Discovery Algo=PC (Constraint), Samples (N)=10,000, Time (s)=1242026.05 | 2 | 6.2 | 0.76 | |
| IndependentSetting=Baselines, Discovery Algo=Independent, Samples (N)=10,000, Time (s)=52026.05 | 8 | 0 | 0 | |
| Fully ConnectedSetting=Baselines, Discovery Algo=Fully Connected, Samples (N)=10,000, Time (s)=52026.05 | 20 | 100 | 0 |