Tag: Academic Papers

Paper: Dynamic Pricing with an Unknown Demand Model – Asymptotically Optimal Semi-Myopic Policies | INFORMS

Paper: Dynamic Pricing with an Unknown Demand Model - Asymptotically Optimal Semi-Myopic Policies | INFORMS

Abstract We consider a monopolist who sells a set of products over a time horizon of T periods. The seller initially does not know the parameters of the products’ linear demand curve, but can estimate them based on demand observations. We first assume that the seller knows nothing about the parameters of the demand curve, […]

Paper: Dynamic Pricing Strategies in the Presence of Demand Shifts | INFORMS

Paper: Dynamic Pricing Strategies in the Presence of Demand Shifts | INFORMS

Abstract Many factors introduce the prospect of changes in the demand environment that a firm faces, with the specifics of such changes not necessarily known in advance. If and when realized, such changes affect the delicate balance between demand and supply and thus current prices should account for these future possibilities. We study the dynamic […]

Paper: Dynamic pricing with demand learning under competition | Massachusetts Institute of Technology

Paper: Dynamic pricing with demand learning under competition | Massachusetts Institute of Technology

Abstract In this thesis, we focus on oligopolistic markets for a single perishable product, where firms compete by setting prices (Bertrand competition) or by allocating quantities (Cournot competition) dynamically over a finite selling horizon. The price-demand relationship is modeled as a parametric function, whose parameters are unknown, but learned through a data driven approach. The […]