top of page

Publications

Optimization

Multiperiod Stock Allocation via Robust Optimization

with P.L. Jackson & J.A. Muckstadt (2019), Management Science, 65(2):794-818

Dynamic Pricing

Data-Driven Dynamic Pricing and Ordering with Perishable Inventory

in a Changing Environment

with N.B. Keskin & J.-S. Song (2022), Management Science, 68(3): 1938-1958

Special Issue on Data-Driven Prescriptive Analytics

Data-Driven Clustering and Feature-Based Retail Electricity Pricing with

Smart Meters

with N.B. Keskin & N. Sunar, forthcoming in Operations Research

  • Winner, INFORMS Data Mining Best Paper Competition, 2020

  • Winner, INFORMS Service Science Best Paper Competition, 2022

Working Papers

Sale Promotion

Customer-Driven Bundle Promotion Optimization at Scale

with A. Fattahi & O. Sahin, under revision at Management Science

Understanding-Demand-Forecasting-1024x58

A Unified Parsimonious Model for Structural Demand Estimation Accounting for Stockout and Substitution

with Y. Deng & J.-S. Song, under revision at Management Science

Environment and Consumers

Greening Ride-Hailing: Impact on Environment and Consumers

with N.B. Keskin & N. Sunar, under review at Management Science

Deep Learning

Deep Learning for Visual Advertising on Digital Platforms: Asymptotically Optimal Image Selection

with N.B. Keskin, S. Liu, & J.-S. Song, to be submitted to Management Science

A Graph Neural Network Approach for Predicting Supply Chain Network Performance

with S. Chen, J.-S. Song, & Y. Wei, manuscript in preparation

bottom of page