CORS / Optimization Days
HEC Montréal, May 29-31, 2023
CORS-JOPT2023
HEC Montreal, 29 — 31 May 2023

Tutorial : Non-parametric choice models: estimation and optimization in revenue management
May 30, 2023 10:30 AM – 12:10 PM
Location: Walter Capital (blue)
Chaired by Nadia Lahrichi
1 Presentation
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10:30 AM - 12:10 PM
Non-parametric choice models: estimation and optimization in revenue management
Given their effective capability of modeling and predicting complex choice behaviour, discrete choice models have been quickly gaining popularity in recent years. In this tutorial, we review recent developments in the area of non-parametric discrete choice models, particularly those based on ranked preference lists. To this end, we will focus on the application of assortment optimization in revenue management. We will discuss both the estimation of such models from transaction data and the subsequent optimization on the obtained choice model in order to derive optimal assortments.