Sequential decision problems arise in virtually every human process. They span finance energy transportation health e-commerce and supply chains and include pure learning problems that arise in laboratory or field experiments. They even cover search algorithms to maximize uncertain functions. An important dimension of every problem setting is the need to make decisions in the presence of different forms of uncertainty and evolving information processes. Warren B. Powell’s work in sequential deci