Motivated by the application of real-time pricing in e-commerce platforms, we consider the problem of revenue-maximization in a setting where the seller can leverage contextual information describing the customer's history and the product's type to predict her valuation of the product.
her true valuation is unobservable to the seller, only binary outcome in the form of success-failure of a transaction is observed.