Published Papers
2010’s: 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010
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. Brown, Operations 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