Causal Discovery on NetSim Sim3 10 nodes 15 edges
74.2F1 ScoreReTimeCausal
Evaluation Results
| Method | Links | |
|---|---|---|
| ReTimeCausalMissing Rate (MR)=0.22025.07 | 74.2 | |
| ReTimeCausalMissing Rate (MR)=0.62025.07 | 68.9 | |
| CUTS+Missing Rate (MR)=0.22025.07 | 66.7 | |
| PCMCI+TimeMixerMissing Rate (MR)=0.22025.07 | 65.5 | |
| PCMCI+TimeMixerMissing Rate (MR)=0.62025.07 | 60 | |
| CUTS+Missing Rate (MR)=0.62025.07 | 57.1 | |
| DYNOTEARS*+TimeMixerMissing Rate (MR)=0.22025.07 | 56.5 | |
| DYNOTEARS*+TimeMixerMissing Rate (MR)=0.62025.07 | 53.1 | |
| AERCA+TimeMixerMissing Rate (MR)=0.22025.07 | 51.3 | |
| AERCA+TimeMixerMissing Rate (MR)=0.62025.07 | 43.6 | |
| PCMCI+EMMissing Rate (MR)=0.62025.07 | 40.8 | |
| PCMCI+EMMissing Rate (MR)=0.22025.07 | 40.5 | |
| Rhino+TimeMixerMissing Rate (MR)=0.22025.07 | 25.8 | |
| Rhino+TimeMixerMissing Rate (MR)=0.62025.07 | 24.6 |