activity
20172025
most citedDynamic Assortment Optimization with Changing Contextual Information

27 citations · 113 across the 17 of their papers we have counts for

collaborators

17 papers

cs.LG2025

Continuum-armed Bandit Optimization with Batch Pairwise Comparison Oracles

Xiangyu Chang, Xi Chen, Yining Wang +1

This paper studies a bandit optimization problem where the goal is to maximize a function over periods for some unknown strongly concave function . We consider a new…

stat.ML2025

Dynamic Pricing with Adversarially-Censored Demands

Jianyu Xu, Yining Wang, Xi Chen +1

We study an online dynamic pricing problem where the potential demand at each time period is stochastic and dependent on the price. However, a perishable inventor…

math.OC2024

A Re-solving Heuristic for Dynamic Assortment Optimization with Knapsack Constraints

Xi Chen, Mo Liu, Yining Wang +1

In this paper, we consider a multi-stage dynamic assortment optimization problem with multi-nomial choice modeling (MNL) under resource knapsack constraints. Given the current reso…

stat.ML2022★ 2 cited

Network Revenue Management with Demand Learning and Fair Resource-Consumption Balancing

Xi Chen, Jiameng Lyu, Yining Wang +1

In addition to maximizing the total revenue, decision-makers in lots of industries would like to guarantee balanced consumption across different resources. For instance, in the ret…

stat.ML2021

Active Learning for Contextual Search with Binary Feedbacks

Xi Chen, Quanquan Liu, Yining Wang

In this paper, we study the learning problem in contextual search, which is motivated by applications such as first-price auction, personalized medicine experiments, and feature-ba…

stat.ML2021★ 5 cited

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…