ContextualDynamicPricingwith Unknown Noise: Explore-then-UCBStrategyandImproved Regrets

A lot of work has been done for this problem with known noise. In this paper, we consider a contextual dynamic pricing problem under a linear customer valuation model with an unknown market noise distributionF.