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Published Papers

2020 | 2019 |  2018 | 2017 | 20162015 | 2014 | 2013 | 2012 | 20112010 | 2009 | 2008 | 2007 | 2006
2005 | 2004 | 2003 | 2001| 2000| 1999 | 1998 | 1997 | 1996 | 1995 | 1994 | 1993 | 1992 | 1990 | 1989

2020

The Edge of Optimization in Large-Scale Vehicle Routing for Paratransit
with J. Yan, submitted to Transporation Science, 2020

Tensor Completion with Noisy Side Information
with C. Pawlowski, submitted to Machine Learning Research, 2020

A scalable algorithm for sparse and robust portfolios
with R. Cory-Wright, submitted to INFORMS Journal of Computing, 2020

Frequency Estimation in Data Streams: Learning the Optimal Hashing Scheme
with V. Digalakis, submitted to IEEE Transactions on Knowledge and Data Engineering, 2020

The edge of optimization in large-scale vehicle routing for paratransit
with J. Yan, submitted to Transportaiton Science, 2020

Sparse Regression over Clusters: SparClur
with J. Dunn, L. Kapelevich, R. Zhang, submitted to Operations Research Letters, 2020

Optimal Predictive Clustering
with M. Sobiesk and Y. Wang, submitted to Machine Learning, 2020

Forecasting COVID-19 and Analyzing the Effect of Government Interventions
with M. Li, H. Tazi, O. Skali, T. Trikalinos and N. Trichakis, submitted to Operations Research, 2020

The Power and Limits of Decision Making with Confounded Data: The Case of Pricing
with N. Kalllus, submitted to Management Science and Operations Management, 2020

Solving Large-Scale Sparse PCA to Certifiable (Near) Optimality
with R. Cory-Wright and J. Pauphilet, submitted to Mathematical Programming, 2020

Imbalanced classification via robust optimization
with Y. Wang, submitted to Machine Learning, 2020

Optimal Nonlinear Regression Trees
with J. Dunn and Y. Wang, submitted to Operations Research Letters, 2020

Hospital-wide Patient Flow Optimization
with J. Pauphilet, submitted to Management Science, 2020

The Backbone Method for Ultra-High Dimensional Sparse Machine Learning
with V. Digalakis Jr., submitted to Machine Learning, 2020

A Unified Approach to Mixed-Integer Optimization: Nonlinear Formulations and Scalable Algorithms
with R. Cory-Wright and J. Pauphilet, submitted to SIAM J. Optimization, 2020

Optimization-based Scenario Reduction for Data-Driven Two-stage Stochastic Optimization
with N. Mundru, submitted to Operations Research, 2020

Stable Classification
with J. Dunn and I. Paskov, submitted to Journal of Machine Learning Research, 2020

Frequency Estimation in Data Streams: Learning the Optimal Hashing Scheme
with V. Digalakis, submitted to IEEE Transactions on Knowledge and Data Engineering, 2020

Robust Convex Optimization: A New Perspective That Unifies And Extends
with D. den Hertog, J. Pauphilet, T. Zhen, submitted to Mathematics of Operations Research, 2020

Early Detection of Opioid Over-Procurement: A Machine Learning Approach
with M. Fazel-Zarandi and J. Ivanhoe, submitted to MOSM, 2020

Holistic Prescriptive Analytics for Continuous and Constrained Optimization Problems
with O. Skali Lami, submitted to INFORMS Journal on Optimization, 2020

Mixed-Projection Conic Optimization: A New Paradigm for Modeling Rank Constraints
with R. Cory-Wright and J. Pauphilet, submitted to Operations Research, 2020

Prescriptive Machine Learning for Public Policy: The Case of Immigration Enforcement
with M. Fazel-Zarandi, submitted to PNAS, 2020

COVID-19 Mortality Risk Assessment: An International Multi-Center Study
with G. Lukin, L. Mingardi, O. Nohadani, A. Orfanoudaki, B. Stellato, H. Wiberg, J.M. Cisneros- Herreros, S. Gonzalez Garcia, C. Caldern, The Hellenic COVID-19 Study Group, K. Robinson, M. Schneider, B. Stein, L. Beccara, R. Canino, M. Dal Bello, F. Pezzetti and A. Pan, submitted to PLOS One, 2020

From predictions to prescriptions: A data-driven response to COVID-19
with L. Boussioux, R. Cory-Wright, A. Delarue, V. Digalakis, A. Jacquillat, D. Lahlou Kitane, G. Lukin, M. Li, L. Mingardi, O. Nohadani, A. Orfanoudaki, T. Papalexopoulos, I. Paskov, J, Pauphilet, O. Skali Lami, B. Stellato, H. Tazi Bouardi, K. Villalobos Carballo, H. Wiberg and
C. Zeng, submitted toit PNAS, 2020

FTIR spectroscopy combined with multivariate data analysis for diagnosis of Covid-19
with D. Lahlou Kitane, S. Loukman, N. Marchoudi, A. Fernandez, J. Badir, JL. Gala, N.Azami, O. Lakbita, O. Moudam, R. Benhida, J. Fekkak, submitted to Nature Biotechnology, 2020

Personalized treatment of coronary artery disease patients using electronic medical records: a machine learning approach
with A. Orfanoudakis and R. Weiner, submitted to Health Management Science, 2020

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

Optimizing Influenza Vaccine Composition: A Machine Learning Approach
with H. Bandi, submitted to Operations Research, 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

Probabilistic guarantees in Robust Optimization: a general methodology
with D. den Hertog, J. Pauphilet submitted to Mathematical Programming, 2019

Optimization-based Scenario Reduction for Data-Driven Two-stage Stochastic Optimization
with N. Mundru, submitted to Operations Research, 2019

Length-of-stay and mortality prediction for a major hospital through interpretable machine learning
with J. Pauphilet, J. Stevens and M. Tandon, submitted to MSOM, 2019

2018

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

Data-Driven Two-Stage Adaptive Optimization
with S. Shtern and B. Sturt, submitted to Operations Research, 2018

Scheduling and Pricing Optimization on Multi-Modal Transit Networks at Scale
with Yee Sian Ng and J. Yan, submitted to Transportation Science, 2018

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

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

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

2009

Constructing uncertainty sets for robust linear optimization
with D. Brown, Operations Research, 57, 6, 1483-1495, 2009

An Algorithm For Cardinality Constrained Quadratic Optimization Problems

with R. Shioda, Computational Optimization and Applications, 42, 1-22, 2009

Optimal bidding in online auctions
with 
J. Hawkins and G. Perakis, Pricing and Revenue Management, 8, 21-41, 2009

Depression and Increased Health Care Cost
with C. Welch, D. Czerwinski, and B. Ghimire, Psychomatics, 50, 392-401, 2009

2008

Robust Multiperiod Portfolio Management in the Presence of Transaction Costs
with 
D. Pachamanova, Computer and Operations Research, 35, 1, 3-17, 2008

Multivariate exponential integral approximations: a moment approach

with X. Vinh Doan and J. Lasserre, Operations Research Letters, 36, 2, 205-210, 2008

Robust chirped mirrors
with 
J. Birge, O. Nohadani and F. Kartner, Applied Optics, 47, 2630-2636, 2008

Algorithmic prediction of health care costs
with 
M. Bjarnadottir, M. Kane, C. Kryder, R. Pandey, S. Vempala and G. Wang, Operations Research, 1382-1392, 2008

2007

Classification and Regression via Integer Optimization
with R. Shioda, submitted to Operations Research, 2007

A Learning Approach for Interactive Marketing to A Customer Segment
with 
A. Mersereau, submitted to Operations Research, 2007

Constrained Stochastic LQC: A Tractable Approach
with D. Brown, IEEE Journal of Automatic Control, 52, 10, 1826-1841, 2007

Robust Optimization in Electromagnetic Scattering Problems
with 
O. Nohadani and K. M. Teo, Journal Applied Physics, 101, 7, 074507, 2007

Performance bounds on queueing systems: an SDP approach
with 
K. Natarajan, Queueing Systems and Applications, 56, 1, 27-40, 2007

2006

A Robust Optimization Approach to Inventory Theory
with A. Thiele, submitted to Operations Research, 54, 150-168, 2006

Robust Game Theory
with M. Aghassi, Mathematical Programming, 107, 173-231, 2006

Persistence in Discrete Optimization under Data Uncertainty

with K. Natarajan and C. Teo, Mathematical Programming, 2006

Solving Asymmetric Variational Inequalities via Convex Optimization
with 
M. Aghassi and G. Perakis, Operations Research, 481-490, 2006

Bounds on Linear PDEs via Semidefinite Optimization
with 
C. Caramanis, Mathematical Programming, 108, 135-158, 2006

Tight bounds on expected order statistics
with K. Natarajan and C. Teo, Probability in Engineering and Information Systems, 20, 4, 667-686, 2006

Robust and data-driven optimization: modern decision-making under uncertainty
with A Thiele, Tutorials on Operations Research, INFORMS, Chapter 4, 195-122, 2006

2005

Probabilistic Combinatorial Optimization: Moments, Semidefinite Programming and Asymp- totic Bounds
with 
K. Natarajan and C. Teo, SIAM Journal of Optimization, 15, 185-209, 2005

Optimal inequalities in probability theory: A convex optimization approach
with 
I. Popescu, SIAM Journal of Optimization, 15, 780-804, 2005

Dynamic pricing and inventory control for multiple products
with 
S. de Boer, Journal of Revenue Management, 17, 303-319, 2005

Dynamic Pricing; A Learning Approach
with G. Perakis
, Models for Congestion Charging/ Network Pricing, 2005

Simulation-Based Booking Limits for Airline Revenue Management
with 
S. de Boer, submitted to Operations Research, 53, 1, 90-106, 2005

2004

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

2003

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

2002

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

2001

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

2000

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

1999

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

1998

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

1997

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

1996

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

1995

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

1994

The multi-airport ground-holding problem in air traffic control
with A. Odoni and P. Vranas, Operations Research, 42, 2, 249-261, 1994

Dynamic ground-holding policies for a network of airports
with A. Odoni and P. Vranas, Transportation Science, 28, 4, 275-291, 1994

A technique for speeding up the solution of the Lagrangean dual
with J. Orlin, Mathematical Programming, vol. 63, 1, 23-46, 1994

Optimization of multiclass queuing networks: polyhedral and nonlinear characterizations of achievable performance
with I. Paschalidis and J. Tsitsiklis, Annals of Applied Probability, 4, 1, 43-75, 1994

1993

On central limit theorems in geometrical probability
with F. Avram, Annals of Applied Probability, vol. 3, 4, 1033-1046, 1993

Survivable networks, LP relaxations and the parsimonious property
with M. Goemans, Mathematical Programming, 60, 145-166, 1993

Simulated annealing
with J. Tsitsiklis, Statistical Science, Vol.8, No. 1, 10-15, 1993

Stochastic and Dynamic Vehicle Routing in the Euclidean Plane with Multiple Capacitated Vehicles
with G. van Ryzin, Operations Research, 41, 60-76, 1993

Further results on the probabilistic traveling salesman problem
with L. Howell, European Journal of Operations Research, 65, 1, 68-95, 1993

Stochastic and dynamic vehicle routing with general arrival and demand distributions
with G. van Ryzin, Advances in Applied Probability, 25, 4, 947-978, 1993

1992

The minimum spanning tree constant in geometrical probability and under the independent model; a unified approach
with F. Avram, Annals of Applied Probability, vol. 2 ,1, 113-130, 1992

Deducing queuing from transactional data: the queue inference engine, revisited
with L. Servi, Operations Research, 40, S217-S228, 1992

Transient and busy period analysis for the GI/G/1 queue; The method of stages
with D. Nakazato, Queuing Systems and Applications, 10, 153-184, 1992

A vehicle routing problem with stochastic demand
Operations Research, 40, 574-585, 1992

1991

A stochastic and dynamic vehicle routing problem in the Euclidean plan
with G. van Ryzin, Operations Research, 39, 4, 601-615, 1991

Probabilistic analysis of the Held and Karp lower bound for the Euclidean traveling salesman problem
with M. Goemans, Mathematics of Operations Research, 1, 72-89, 1991

Transient and busy period analysis of the GI/G/1 queue as a Hilbert factorization problem
with J. Keilson, D. Nakazato, H. Zhang, Journal of Applied Probability, 28, 873-885, 1991

1990

A priori optimization
with P. Jaillet and A. Odoni, submitted to Operations Research, 1990

The probabilistic minimum spanning tree problem
Networks, 1990

An asymptotic determination of the minimum spanning tree and minimum matching constants in geometrical probability
with G. van Ryzin, Operations Research Letters, 9, 223-231, 1990

An analytic approach to a general class of G/G/s queuing systems
Operations Research, 38, 1, 139-155, 1990

1989

On probabilistic traveling salesman facility location problems
submitted to Transportation Science, 1989

Worst case examples for the spacefilling curve heuristic for the Euclidean traveling salesman problem
with M. Grigni, Operations Research Letterswith I. Dunning and H. Bidkhori 1989

operations research

Dimitris Bertsimas

Mit sloan school of management