each type and attempts to maximize the revenue over the season. We provide a learning algorithm that is near-optimal when … the demand and capacity scale in proportion. The algorithm utilizes the primal-dual formulation of the problem and learns … the dual optimal solution explicitly. It allows the algorithm to overcome the curse of dimensionality (the rate of regret …