Doubly Robust Estimator for Off-Policy Evaluation with Large Action Spaces

Tatsuhiro Shimizu, Laura Forastiere

We study Off-Policy Evaluation (OPE) in contextual bandit settings with large action spaces. The benchmark estimators suffer from severe bias and variance tradeoffs. Parametric app…