Graph Recovery on MIMIC
4.7FPR (α=0.05)CausalSynth
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CausalSynthSetting=Oracle, Discovery Algo=Ground Truth, Samples (N)=10,000, Time (s)=402026.05 | 4.7 | 0 | 0.85 | |
| CausalSynthSetting=Learned, Discovery Algo=NOTEARS (Score), Samples (N)=50,000, Time (s)=21092026.05 | 6.5 | 3 | 0.68 | |
| CausalSynthSetting=Learned, Discovery Algo=GES (Score), Samples (N)=50,000, Time (s)=6252026.05 | 8.5 | 5 | 0.55 | |
| CausalSynthSetting=Learned, Discovery Algo=PC (Constraint), Samples (N)=50,000, Time (s)=4572026.05 | 11 | 7 | 0.32 | |
| GReaTSetting=Baselines, Discovery Algo=GReaT [4], Samples (N)=50,000, Time (s)=6,3412026.05 | 19.6 | — | 0.24 | |
| TabDDPMSetting=Baselines, Discovery Algo=TabDDPM [24], Samples (N)=50,000, Time (s)=1,9852026.05 | 24.7 | — | 0.19 |