Addressing Positivity Violations in Causal Effect Estimation using Gaussian Process Priors

Yaqian Zhu, Nandita Mitra, Jason Roy

In observational studies, causal inference relies on several key identifying assumptions. One identifiability condition is the positivity assumption, which requires the probability…