A Unified Framework of Policy Learning for Contextual Bandit with Confounding Bias and Missing Observations

Siyu Chen, Yitan Wang, Zhaoran Wang +1

We study the offline contextual bandit problem, where we aim to acquire an optimal policy using observational data. However, this data usually contains two deficiencies: (i) some v…