2 papers
math.OC2025
A Unified Algorithmic Framework for Dynamic Assortment Optimization under MNL Choice
Shuo Sun, Rajan Udwani, Zuo-Jun Max Shen
We consider assortment and inventory planning problems with dynamic stockout-based substitution effects, and without replenishment, in two different settings: (1) Customers can see…
cs.LG2024
Online MDP with Transition Prototypes: A Robust Adaptive Approach
Shuo Sun, Meng Qi, Zuo-Jun Max Shen
In this work, we consider an online robust Markov Decision Process (MDP) where we have the information of finitely many prototypes of the underlying transition kernel. We consider…