Causal Discovery on LR-gaussian-10-10-2
100F1 ScoreDYNOTEARS+TimeMixer
Evaluation Results
| Method | Links | |
|---|---|---|
| DYNOTEARS+TimeMixerMissing Rate (MR)=0.02025.07 | 100 | |
| ReTimeCausalMissing Rate (MR)=0.02025.07 | 100 | |
| ReTimeCausalMissing Rate (MR)=0.62025.07 | 100 | |
| ReTimeCausalMissing Rate (MR)=0.82025.07 | 100 | |
| PCMCI+TimeMixerMissing Rate (MR)=0.02025.07 | 88.9 | |
| PCMCI+EMMissing Rate (MR)=0.02025.07 | 88.9 | |
| PCMCI+EMMissing Rate (MR)=0.62025.07 | 43.9 | |
| PCMCI+TimeMixerMissing Rate (MR)=0.62025.07 | 40 | |
| PCMCI+EMMissing Rate (MR)=0.82025.07 | 37.5 | |
| AERCA+TimeMixerMissing Rate (MR)=0.02025.07 | 31.2 | |
| PCMCI+TimeMixerMissing Rate (MR)=0.82025.07 | 29.4 | |
| Rhino+TimeMixerMissing Rate (MR)=0.02025.07 | 28.6 | |
| DYNOTEARS+TimeMixerMissing Rate (MR)=0.82025.07 | 27.7 | |
| DYNOTEARS+TimeMixerMissing Rate (MR)=0.62025.07 | 26.3 | |
| Rhino+TimeMixerMissing Rate (MR)=0.62025.07 | 23.5 | |
| AERCA+TimeMixerMissing Rate (MR)=0.82025.07 | 23.4 | |
| AERCA+TimeMixerMissing Rate (MR)=0.62025.07 | 22.5 | |
| CUTS+Missing Rate (MR)=0.62025.07 | 21.7 | |
| CUTS+Missing Rate (MR)=0.82025.07 | 21.2 | |
| CUTS+Missing Rate (MR)=0.02025.07 | 21.1 | |
| Rhino+TimeMixerMissing Rate (MR)=0.82025.07 | 16.2 |