Conservative Policy Construction Using Variational Autoencoders for Logged Data with Missing Values

Mahed Abroshan, Kai Hou Yip, Cem Tekin +1

In high-stakes applications of data-driven decision making like healthcare, it is of paramount importance to learn a policy that maximizes the reward while avoiding potentially dan…