SCRO / Journées de l'optimisation
HEC Montréal, 29-31 mai 2023
CORS-JOPT2023
HEC Montréal, 29 — 31 mai 2023
Tutorial : Non-parametric choice models: estimation and optimization in revenue management
30 mai 2023 10h30 – 12h10
Salle: Walter Capital (bleu)
Présidée par Nadia Lahrichi
1 présentation
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10h30 - 12h10
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.