Causal DAG Identification for Count Data via Poisson Thinning Structural Equation Models

Penggang Gao, Ming Cai, Hisayuki Hara

Count-valued variables arise in many scientific and applied settings, yet explicit structural models that allow full identification of causal DAGs from observational data remain li…