7 citations · 18 across the 3 of their papers we have counts for
6 papers · 1 filter
Utility Fairness in Contextual Dynamic Pricing with Demand Learning
Xi Chen, David Simchi-Levi, Yining Wang
This paper introduces a novel contextual bandit algorithm for personalized pricing under utility fairness constraints in scenarios with uncertain demand, achieving an optimal regre…
Differential Privacy in Personalized Pricing with Nonparametric Demand Models
Xi Chen, Sentao Miao, Yining Wang
In the recent decades, the advance of information technology and abundant personal data facilitate the application of algorithmic personalized pricing. However, this leads to the g…
Adversarial Combinatorial Bandits with General Non-linear Reward Functions
Xi Chen, Yanjun Han, Yining Wang
In this paper we study the adversarial combinatorial bandit with a known non-linear reward function, extending existing work on adversarial linear combinatorial bandit. {The advers…
Uncertainty Quantification for Demand Prediction in Contextual Dynamic Pricing
Yining Wang, Xi Chen, Xiangyu Chang +1
Data-driven sequential decision has found a wide range of applications in modern operations management, such as dynamic pricing, inventory control, and assortment optimization. Mos…
Dynamic Assortment Selection under the Nested Logit Models
Xi Chen, Chao Shi, Yining Wang +1
We study a stylized dynamic assortment planning problem during a selling season of finite length . At each time period, the seller offers an arriving customer an assortment of s…
An Optimal Policy for Dynamic Assortment Planning Under Uncapacitated Multinomial Logit Models
Xi Chen, Yining Wang, Yuan Zhou
We study the dynamic assortment planning problem, where for each arriving customer, the seller offers an assortment of substitutable products and customer makes the purchase among…