2 citations · 3 across the 4 of their papers we have counts for
4 papers
Explainable Data-driven Share-of-choice Product Line Design Optimization
Maoqi Liu, Xun Zhang, Hailei Gong +1
The share-of-choice (SOC) problem is a widely studied problem for product line design (PLD) where representative customers are sampled from a target population and the percentage o…
Asymptotic Analysis for Data-Driven Inventory Policies
Xun Zhang, Zhisheng Ye, William B. Haskell
We study periodic review stochastic inventory control in the data-driven setting where the retailer makes ordering decisions based only on historical demand observations without an…
A Data-Driven Bayesian Nonparametric Approach for Black-Box Optimization
Haowei Wang, Xun Zhang, Szu Hui Ng +1
We present a data-driven Bayesian nonparametric approach for global optimization (DaBNO) of stochastic black-box function. The function value depends on the distribution of a rando…
A Unifying Framework for Variance Reduction Algorithms for Finding Zeroes of Monotone Operators
Xun Zhang, William B. Haskell, Zhisheng Ye
It is common to encounter large-scale monotone inclusion problems where the objective has a finite sum structure. We develop a general framework for variance-reduced forward-backwa…