Causal Discovery on SCP sparse
92.9F1 ScoreCDNOTS-Gated
Evaluation Results
| Method | Links | |
|---|---|---|
| CDNOTS-Gateddimensionality (d)=70, sample size (T)=20002026.06 | 92.9 | |
| CDNOTS-Gateddimensionality (d)=70, sample size (T)=10002026.06 | 92.7 | |
| CDNOTS-Gateddimensionality (d)=100, sample size (T)=20002026.06 | 92.2 | |
| CDNOTS-Gateddimensionality (d)=100, sample size (T)=10002026.06 | 92 | |
| CDNOTS-Gateddimensionality (d)=50, sample size (T)=10002026.06 | 91.5 | |
| CDNOTS-Gateddimensionality (d)=50, sample size (T)=20002026.06 | 91.1 | |
| CDNOTS-Gateddimensionality (d)=30, sample size (T)=20002026.06 | 90.8 | |
| CDNOTS-Gateddimensionality (d)=70, sample size (T)=5002026.06 | 89.6 | |
| CDNOTS-Gateddimensionality (d)=20, sample size (T)=20002026.06 | 89.3 | |
| CDNOTS-Gateddimensionality (d)=30, sample size (T)=10002026.06 | 89.3 | |
| CDNOTS-Gateddimensionality (d)=50, sample size (T)=5002026.06 | 88.6 | |
| CDNOTS-Gateddimensionality (d)=100, sample size (T)=5002026.06 | 87.8 | |
| CDNOTS-Gateddimensionality (d)=20, sample size (T)=10002026.06 | 86.8 | |
| CDNOTSdimensionality (d)=20, sample size (T)=20002026.06 | 85.6 | |
| CDNOTS-Gateddimensionality (d)=30, sample size (T)=5002026.06 | 85.1 | |
| CDNOTS-Gateddimensionality (d)=70, sample size (T)=3002026.06 | 84.9 | |
| CDNOTS-Gateddimensionality (d)=20, sample size (T)=5002026.06 | 84.5 | |
| CDNOTSdimensionality (d)=20, sample size (T)=10002026.06 | 84.4 | |
| CDNOTS-Gateddimensionality (d)=50, sample size (T)=3002026.06 | 84.1 | |
| CDNOTSdimensionality (d)=30, sample size (T)=20002026.06 | 83 | |
| CDNOTS-Gateddimensionality (d)=100, sample size (T)=3002026.06 | 83 | |
| CDNOTSdimensionality (d)=30, sample size (T)=10002026.06 | 81.6 | |
| CDNOTSdimensionality (d)=20, sample size (T)=5002026.06 | 81 | |
| CDNOTS-Gateddimensionality (d)=30, sample size (T)=3002026.06 | 80.4 | |
| CDNOTS-Gateddimensionality (d)=20, sample size (T)=3002026.06 | 79.4 | |
| CDNOTSdimensionality (d)=20, sample size (T)=3002026.06 | 78.5 | |
| TCDFdimensionality (d)=100, sample size (T)=20002026.06 | 78.5 | |
| CDNOTSdimensionality (d)=30, sample size (T)=5002026.06 | 78.4 | |
| CDNOTSdimensionality (d)=30, sample size (T)=3002026.06 | 76.8 | |
| TCDFdimensionality (d)=70, sample size (T)=20002026.06 | 76.8 | |
| CDNOTSdimensionality (d)=50, sample size (T)=10002026.06 | 74.2 | |
| TCDFdimensionality (d)=50, sample size (T)=20002026.06 | 72.4 | |
| TCDFdimensionality (d)=70, sample size (T)=10002026.06 | 72.4 | |
| CDNOTSdimensionality (d)=50, sample size (T)=20002026.06 | 72.2 | |
| CDNOTSdimensionality (d)=50, sample size (T)=5002026.06 | 72 | |
| TCDFdimensionality (d)=100, sample size (T)=10002026.06 | 71.8 | |
| CDNOTSdimensionality (d)=50, sample size (T)=3002026.06 | 71.7 | |
| TCDFdimensionality (d)=50, sample size (T)=10002026.06 | 69.1 | |
| TCDFdimensionality (d)=30, sample size (T)=20002026.06 | 68.8 | |
| TCDFdimensionality (d)=30, sample size (T)=10002026.06 | 68.3 | |
| TCDFdimensionality (d)=20, sample size (T)=20002026.06 | 67 | |
| CDNOTSdimensionality (d)=70, sample size (T)=10002026.06 | 66.6 | |
| CDNOTSdimensionality (d)=70, sample size (T)=5002026.06 | 66.5 | |
| TCDFdimensionality (d)=20, sample size (T)=10002026.06 | 66 | |
| CDNOTSdimensionality (d)=70, sample size (T)=3002026.06 | 65.1 | |
| CDNOTSdimensionality (d)=70, sample size (T)=20002026.06 | 64.8 | |
| TCDFdimensionality (d)=20, sample size (T)=5002026.06 | 62.3 | |
| TCDFdimensionality (d)=30, sample size (T)=5002026.06 | 60.8 | |
| TCDFdimensionality (d)=50, sample size (T)=5002026.06 | 60 | |
| CDNOTSdimensionality (d)=100, sample size (T)=3002026.06 | 57.1 | |
| CDNOTSdimensionality (d)=100, sample size (T)=5002026.06 | 55.9 | |
| TCDFdimensionality (d)=20, sample size (T)=3002026.06 | 55.6 | |
| CDNOTSdimensionality (d)=100, sample size (T)=10002026.06 | 53.1 | |
| TCDFdimensionality (d)=70, sample size (T)=5002026.06 | 52.9 | |
| TCDFdimensionality (d)=30, sample size (T)=3002026.06 | 51.8 | |
| CDNOTSdimensionality (d)=100, sample size (T)=20002026.06 | 51.3 | |
| TCDFdimensionality (d)=100, sample size (T)=5002026.06 | 50.4 | |
| PCMCIdimensionality (d)=20, sample size (T)=10002026.06 | 45.5 | |
| PCMCIdimensionality (d)=20, sample size (T)=20002026.06 | 45.4 | |
| PCMCIdimensionality (d)=20, sample size (T)=3002026.06 | 43.6 | |
| PCMCIdimensionality (d)=20, sample size (T)=5002026.06 | 43.3 | |
| TCDFdimensionality (d)=50, sample size (T)=3002026.06 | 43.1 | |
| PCMCIdimensionality (d)=30, sample size (T)=20002026.06 | 35.6 | |
| PCMCIdimensionality (d)=30, sample size (T)=10002026.06 | 35.4 | |
| PCMCIdimensionality (d)=30, sample size (T)=5002026.06 | 34.6 | |
| PCMCIdimensionality (d)=30, sample size (T)=3002026.06 | 34.1 | |
| TCDFdimensionality (d)=70, sample size (T)=3002026.06 | 32.2 | |
| TCDFdimensionality (d)=100, sample size (T)=3002026.06 | 26.9 | |
| PCMCIdimensionality (d)=50, sample size (T)=20002026.06 | 24.1 | |
| PCMCIdimensionality (d)=50, sample size (T)=10002026.06 | 23.6 | |
| PCMCIdimensionality (d)=50, sample size (T)=5002026.06 | 22.8 | |
| PCMCIdimensionality (d)=50, sample size (T)=3002026.06 | 22.1 | |
| PCMCIdimensionality (d)=70, sample size (T)=20002026.06 | 17.7 | |
| PCMCIdimensionality (d)=70, sample size (T)=10002026.06 | 17.1 | |
| PCMCIdimensionality (d)=70, sample size (T)=5002026.06 | 16.8 | |
| PCMCIdimensionality (d)=70, sample size (T)=3002026.06 | 16.1 | |
| PCMCIdimensionality (d)=100, sample size (T)=20002026.06 | 11.9 | |
| PCMCIdimensionality (d)=100, sample size (T)=10002026.06 | 11.7 | |
| PCMCIdimensionality (d)=100, sample size (T)=5002026.06 | 11.3 | |
| PCMCIdimensionality (d)=100, sample size (T)=3002026.06 | 10.5 |