Deconfounding Scores and Representation Learning for Causal Effect Estimation with Weak Overlap

Oscar Clivio, Alexander D'Amour, Alexander Franks +3

Overlap, also known as positivity, is a key condition for causal treatment effect estimation. Many popular estimators suffer from high variance and become brittle when features dif…