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stat.ME2025
Bayesian Causal Effect Estimation for Categorical Data using Staged Tree Models
Andrea Cremaschi, Manuele Leonelli, Gherardo Varando
We propose a fully Bayesian approach for causal inference with multivariate categorical data based on staged tree models, a class of probabilistic graphical models capable of repre…
stat.ME2025
Staged Event Trees for Transparent Treatment Effect Estimation
Gherardo Varando, Manuele Leonelli, Jordi Cerdà-Bautista +2
Average and conditional treatment effects are fundamental causal quantities used to evaluate the effectiveness of treatments in various critical applications, including clinical se…