Select Page

Published Papers

2010’s: 2019 |  2018 | 2017 | 20162015 | 2014 | 2013 | 2012 | 20112010

2021 – 2020 |  2000 – 2009 |  1990 – 1989

2019

The Price of Interpretability
with P. Jaillet, A. Delarue, S. Martin, submitted to Operations Research, 2019

Dynamic Optimization with Side Information
with C. McCord and B. Sturt, submitted to Management Science, 2019

Prescriptive Analytics for Observational Data
with C. McCord, submitted to Management Science, 2019

Online Mixed-Integer Optimization in Milliseconds
with B. Stellato, submitted to Informs Jounral of Computing, 2019

Informing national immigration policy through interpretable machine learning
with M. Fazel-Zarandi, submitted to Operations Research, 2019

Optimal Survival Trees
with J. Dunn, E. Gibson and A. Orfanoudaki, submitted to Machine Learning, 2019

2018

Robust Classification
with J. Dunn, C. Pawlowski, and Y. Zhuo, submitted to INFORMS Journal on Optimization, 2018

From Predictive Methods to Missing Data Imputation: An Optimization Approach
with C. Pawlowski and Y. Zhuo, submitted to Journal of Machine Learning Research, 2018

Sparse Classification and Phase Transitions: a Discrete Optimization Perspective
with J. Pauphilet and B. van Parys, submitted to Operations Research, 2018

A Data-Driven Approach to Multi-Stage Linear Optimization
with S. Shtern and B. Sturt, submitted to Management Science, 2018

Optimal classification and regression trees with hyperplanes are as powerful as classification and regression neural networks
with R. Mazumder and M. Sobiesk, submitted to of Machine Learning Research, 2018

2017

Optimal Classification Trees
with J. Dunn, submitted to Machine Learning, 2017

Certifiably Optimal Low Rank Factor Analysis
with M. Copenhaver and R. Mazumder, submitted to Journal of Machine Learning Research, 2017

The Trimmed Lasso: Sparsity and Robustness
with M. Copenhaver and R. Mazumder, submitted to IEEE Information Theory, 2017

Logistic Regression: From Art to Science
with A. King, submitted to Statistical Science, 2017

Optimal Selection of Health Care Providers
with J. Kung, submitted to MS&OM, 2017

Multiperiod and Online Optimization for Fleet Defense: Centralized and Distributed Approaches
with P. Jaillet and N. Korolko, submitted to Naval Research Logistics, 2017

From Predictions to Prescriptions in Multistage Optimization Problems
with C. McCord, submitted to Mathematical Programming, 2017

Bootstrap Robust Prescriptive Analytics
with B. van Parys, submitted to Mathematical Programming, 2017

2016

Pricing from Observational Data
with N. Kallus, submitted to Management Science, 2016

Scalable Robust and Adaptive Inventory Routing
with S. Gupta, J. Tay, submitted to Transportation Science, 2016

2015

Channel Coding via Robust Optimization, Part 1: The Case of a Single Channel
with C. Bandi, submitted to IEEE Transactions on Information Theory, 2015

Channel Coding via Robust Optimization, Part 2: The Multiple Channel Case
with C. Bandi, submitted to IEEE Transactions on Information Theory, 2015

Data-driven learning in dynamic pricing using adaptive optimization
with P. Vayanos, submitted to Mathematical Programming, 2015

The price of flexibility
with I. Dunning and H. Bidkhori, submitted to Operations Research, 2015

The price of exibility
with I. Dunning and H. Bidkhori, submitted to Operations Research, 2015

2014

The price of exibility
with I. Dunning and H. Bidkhori, submitted to Operations Research, 2015

2013

The price of exibility
with I. Dunning and H. Bidkhori, submitted to Operations Research, 2015

2012

Equitable and Effifficient Coordination in Air traffiffic Flow Management
with C. Barn- hart, C. Caramanis, D. Fearing, Transportation Science, 46, 2, 262–280, 2012.

A Characterization of the Effifficiency-Fairness Tradeoff
with V. Farias and N. Trichakis, Management Science, 58, 12, 2234-2250, 2012.

Inverse Optimization: A New Perspective on the Black-Litterman Model
with V. Gupta and I. Paschalidis, Operations Research, 60, 6, 1389–1403, 2012.

Tractable Stochastic Analysis via Robust Optimization
with C. Bandi, Mathematical Programming, Series B, 134, 2370, 2012.

Adaptive Robust Optimization for the Security Constrained Unit Commitment Problem
with E. Litvinov, A. Sun, J. Zhao, and T. Zheng), IEEE Transactions on Power Systems, 99, 1–12. 2012

2011

The air traffiffic flow management problem: an integer optimization approach
with 
G. Lulli, Operations Research, 59, 1, 211-227, 2011

Performance analyis of queueing networks via robust optimization
with D. Gamarnik and A. Rikun
, Operations Research, 59, 2, 455-466, 2011

The Price of Fairness
with V. Farias, N. Trichakis, Operations Research, 59, 1, 17–31, 2011.

A Geometric Characterization of the Power of Finite Adaptability in Multi-stage Stochas- tic and Adaptive Optimization
with V. Goyal and A. Sun, Mathematics of Operations Research, 36, 24–54, 2011.

On the Power and Limitations of Affiffine Policies in Two-Stage Adaptive Optimization
with V. Goyal, Mathematical Programming, 1–41, 2011.

Theory and applications of robust optimization
with D. Brown and C. Caramanis, SIAM Review. 53, 464-501, 2011.

A hierarchy of policies for adaptive optimization
with D. Iancu and P. Parrilo, in IEEE Automatic Control, 56, 12, 2809-2824, 2011.

Optimal Selection of Airport Runway Configurations
with M. Frankovitch and A. Odoni, Operations Research, 6, 1407-1420, 2011.

2010

Robust Optimization for Unconstrained Simulation-Based Problems
with 
O. Nohadani and K. M. Teo, Operations Research, 1, 161-178, 2010

Nonconvex Robust Optimization for Problems with Constraints
with O. Nohadani and K. M. Teo), INFORMS Journal of Computing, 1, 44–58, 2010.


On the Power of Robust Solutions in Two-Stage Stochastic and Adaptive Optimization Problems  with V. Goyal, Mathematics of Operations Research, 35, 284–305, 2010.


Optimality of Affiffine Policies in Multi-stage Robust Optimization
with D. Iancu and P. Parrilo, Mathematics of Operations Research, 35, 363-394, 2010

A Soft Robust Model for Optimization under Ambiguity
with 
A. Ben-Tal and D. BrownOperations Research, 58, 1220-1234, 2010

Robust and Data-Driven Approaches to Call Centers
with X. Vinh Doan, European Journal of Operations Research, 207, 2, 1072-1085, 2010

Robust optimization via simulated annealing
with O. Nohadani, Journal of Global Optimization, 48, 2, 323-334, 2010

Models for Minimax Stochastic Linear Optimization Problems with Risk Aversion
with 
X. Vinh Doan, K. Natarajan, C. P. Teo, Mathematics of Operations Research, 35, 580-602, 2010

Finite adaptability in linear optimization
with C. Caramanis, IEEE Transactions in Automatic Control, 55, 12, 2751-2766, 2010