Smart “Predict, then Optimize”

Data Analytics in Operations Management: A Review

(2019) Velibor V. Mišić et al.   M&SOM-Manufacturing & Service Operations Management

From Predictive to Prescriptive Analytics

(2019) Dimitris Bertsimas et al.   MANAGEMENT SCIENCE

Machine Learning and Portfolio Optimization

(2018) Gah-Yi Ban et al.   MANAGEMENT SCIENCE

Inverse Optimization with Noisy Data

(2018) Anil Aswani et al.   OPERATIONS RESEARCH

The Big Data Newsvendor: Practical Insights from Machine Learning

(2018) Gah-Yi Ban et al.   OPERATIONS RESEARCH

Data-driven inverse optimization with imperfect information

(2017) Peyman Mohajerin Esfahani et al.   MATHEMATICAL PROGRAMMING

Robust sample average approximation

(2017) Dimitris Bertsimas et al.   MATHEMATICAL PROGRAMMING

Data-driven robust optimization

(2017) Dimitris Bertsimas et al.   MATHEMATICAL PROGRAMMING

The Impact of Linear Optimization on Promotion Planning

(2017) Maxime C. Cohen et al.   OPERATIONS RESEARCH

JuMP: A Modeling Language for Mathematical Optimization

(2017) Iain Dunning et al.   SIAM REVIEW

Optimization in Online Content Recommendation Services: Beyond Click-Through Rates

(2016) Omar Besbes et al.   M&SOM-Manufacturing & Service Operations Management

Analytics for an Online Retailer: Demand Forecasting and Price Optimization

(2016) Kris Johnson Ferreira et al.   M&SOM-Manufacturing & Service Operations Management

The submodular joint replenishment problem

(2015) Maurice Cheung et al.   MATHEMATICAL PROGRAMMING

Planning for HIV Screening, Testing, and Care at the Veterans Health Administration

(2015) Sarang Deo et al.   OPERATIONS RESEARCH

Initial Shipment Decisions for New Products at Zara

(2015) Jérémie Gallien et al.   OPERATIONS RESEARCH

Business Analytics for Flexible Resource Allocation Under Random Emergencies

(2014) Mallik Angalakudati et al.   MANAGEMENT SCIENCE

Data-driven estimation in equilibrium using inverse optimization

(2014) Dimitris Bertsimas et al.   MATHEMATICAL PROGRAMMING

Generalized Inverse Multiobjective Optimization with Application to Cancer Therapy

(2014) Timothy C. Y. Chan et al.   OPERATIONS RESEARCH

OM Forum—OM Research: From Problem-Driven to Data-Driven Research

(2013) David Simchi-Levi   M&SOM-Manufacturing & Service Operations Management

Prioritizing Burn-Injured Patients During a Disaster

(2012) Carri W. Chan et al.   M&SOM-Manufacturing & Service Operations Management

Robust Portfolio Choice with Learning in the Framework of Regret: Single-Period Case

(2012) Andrew E. B. Lim et al.   MANAGEMENT SCIENCE

Optimizing Intensive Care Unit Discharge Decisions with Patient Readmissions

(2012) Carri W. Chan et al.   OPERATIONS RESEARCH

OR PRACTICE—Production Planning with Patterns: A Problem from Processed Food Manufacturing

(2011) Mili Mehrotra et al.   OPERATIONS RESEARCH

New multicategory boosting algorithms based on multicategory Fisher-consistent losses

(2009) Hui Zou et al.   Annals of Applied Statistics

Testing the Validity of a Demand Model: An Operations Perspective

(2009) Omar Besbes et al.   M&SOM-Manufacturing & Service Operations Management

Kernel methods in machine learning

(2008) Thomas Hofmann et al.   ANNALS OF STATISTICS

Supply chain design under uncertainty using sample average approximation and dual decomposition

(2008) Peter Schütz et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Solving operational statistics via a Bayesian analysis

(2007) Leon Yang Chu et al.   OPERATIONS RESEARCH LETTERS