DAG Structure Learning on Simulated zero-inflated count data BA graph D=50 (test)
79.2TPRZICO
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ZICOStatistical distribution assumption=ZINB, Dimension (D)=50, Graph model=BA2025.12 | 79.2 | 32.1 | 48.842 | 74.3 | 1,246.8 | |
| ZICOStatistical distribution assumption=NB, Dimension (D)=50, Graph model=BA2025.12 | 79.1 | 50.6 | 41.966 | 137.3 | 1,212.9 | |
| ZICOStatistical distribution assumption=ZIP, Dimension (D)=50, Graph model=BA2025.12 | 76 | 32.1 | 47.724 | 76.5 | 1,376.1 | |
| ZICOStatistical distribution assumption=Poisson, Dimension (D)=50, Graph model=BA2025.12 | 65.8 | 49.5 | 41.041 | 114.1 | 1,638.1 | |
| ZiGDAGStatistical distribution assumption=NB, Dimension (D)=50, Graph model=BA2025.12 | 41.3 | 49.4 | 1,086.489 | 100.6 | 2,237.9 | |
| ZiGDAGDimension (D)=50, Graph model=BA2025.12 | 40.2 | 51.1 | 18,428.821 | 102.3 | 2,264.1 | |
| GESDimension (D)=50, Graph model=BA2025.12 | 36.5 | 58 | 0.634 | 125 | 2,257.6 | |
| MMHCDimension (D)=50, Graph model=BA2025.12 | 30.6 | 54.3 | 11.419 | 129.4 | 2,328.4 | |
| NOTEARSDimension (D)=50, Graph model=BA2025.12 | 28.4 | 22 | 118.902 | 124 | 2,398.2 | |
| ZiDAGDimension (D)=50, Graph model=BA2025.12 | 4.5 | 60.9 | 990.282 | 139.8 | 2,451.9 | |
| DirectLiNGAMDimension (D)=50, Graph model=BA2025.12 | 2.2 | 93 | 81.601 | 150.8 | 2,435 |