DAG Structure Learning on Simulated zero-inflated count data (ER graph) D=50 (test)
0.78TPRZICO
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ZICOStatistical distribution assumption=ZINB, Dimension (D)=50, Graph model=ER2025.12 | 0.78 | 0.407 | 55.643 | 180.5 | 1,660.1 | |
| ZICOStatistical distribution assumption=NB, Dimension (D)=50, Graph model=ER2025.12 | 0.758 | 0.479 | 48.239 | 229.5 | 1,831.2 | |
| ZICOStatistical distribution assumption=ZIP, Dimension (D)=50, Graph model=ER2025.12 | 0.748 | 0.421 | 51.975 | 188.5 | 1,792.8 | |
| ZICOStatistical distribution assumption=Poisson, Dimension (D)=50, Graph model=ER2025.12 | 0.59 | 0.595 | 42.975 | 276.7 | 2,251.7 | |
| NOTEARSDimension (D)=50, Graph model=ER2025.12 | 0.116 | 0.106 | 72.144 | 287.9 | 2,127.1 | |
| ZiGDAGStatistical distribution assumption=NB, Dimension (D)=50, Graph model=ER2025.12 | 0.102 | 0.589 | 1,869.899 | 282.5 | 2,456.2 | |
| ZiGDAGDimension (D)=50, Graph model=ER2025.12 | 0.1 | 0.59 | 21,571.112 | 283.2 | 2,474.1 | |
| MMHCDimension (D)=50, Graph model=ER2025.12 | 0.081 | 0.671 | 1.287 | 314.1 | 2,380.9 | |
| GESDimension (D)=50, Graph model=ER2025.12 | 0.076 | 0.759 | 0.5 | 318.1 | 2,566.3 | |
| ZiDAGDimension (D)=50, Graph model=ER2025.12 | 0.016 | 0.507 | 789.73 | 303.3 | 2,222.6 | |
| DirectLiNGAMDimension (D)=50, Graph model=ER2025.12 | 0.002 | 0.965 | 108.48 | 313.5 | 2,282.6 |