Han-Zhang Qin

Information Limits of Multistage Inventory Control: Learning, Valuation, and Censoring

Learning how to replenish inventory and estimating the cost of doing so require different information. We establish information-theoretic lower bounds for offline multistage inventory control with independent bounded demand. For fixed additive error in total expected cost, policy learning requires cubically many scalar...