Dimitris Bertsimas
Orcid: 0000-0002-1985-1003Affiliations:
- Massachusetts Institute of Technology, Cambridge, MA, USA
According to our database1,
Dimitris Bertsimas
authored at least 289 papers
between 1988 and 2024.
Collaborative distances:
Collaborative distances:
Timeline
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Online presence:
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on zbmath.org
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on orcid.org
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on id.loc.gov
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on d-nb.info
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on mit.edu
On csauthors.net:
Bibliography
2024
Math. Program., May, 2024
Simple Imputation Rules for Prediction with Missing Data: Theoretical Guarantees vs. Empirical Performance.
Trans. Mach. Learn. Res., 2024
J. Mach. Learn. Res., 2024
Eur. J. Oper. Res., 2024
Predictive Low Rank Matrix Learning under Partial Observations: Mixed-Projection ADMM.
CoRR, 2024
Policy Trees for Prediction: Interpretable and Adaptive Model Selection for Machine Learning.
CoRR, 2024
CoRR, 2024
2023
Math. Program., November, 2023
Math. Program., July, 2023
Optimization-Based Scenario Reduction for Data-Driven Two-Stage Stochastic Optimization.
Oper. Res., July, 2023
Holistic Prescriptive Analytics for Continuous and Constrained Optimization Problems.
INFORMS J. Optim., April, 2023
Manag. Sci., January, 2023
Oper. Res., January, 2023
The Power and Limits of Predictive Approaches to Observational Data-Driven Optimization: The Case of Pricing.
INFORMS J. Optim., January, 2023
Trans. Mach. Learn. Res., 2023
IEEE Trans. Knowl. Data Eng., 2023
J. Mach. Learn. Res., 2023
INFORMS J. Appl. Anal., 2023
INFORMS J. Comput., 2023
INFORMS J. Comput., 2023
CoRR, 2023
CoRR, 2023
Optimal Low-Rank Matrix Completion: Semidefinite Relaxations and Eigenvector Disjunctions.
CoRR, 2023
Ensemble Modeling for Time Series Forecasting: an Adaptive Robust Optimization Approach.
CoRR, 2023
2022
Oper. Res., November, 2022
npj Digit. Medicine, 2022
Manuf. Serv. Oper. Manag., 2022
Manuf. Serv. Oper. Manag., 2022
Mach. Learn., 2022
J. Mach. Learn. Res., 2022
Oper. Res., 2022
INFORMS J. Appl. Anal., 2022
TabText: a Systematic Approach to Aggregate Knowledge Across Tabular Data Structures.
CoRR, 2022
Proceedings of the IEEE International Conference on Digital Health, 2022
Frequency Estimation in Data Streams: Learning the Optimal Hashing Scheme (Extended Abstract).
Proceedings of the 38th IEEE International Conference on Data Engineering, 2022
2021
IEEE J. Biomed. Health Informatics, 2021
SIAM J. Optim., 2021
Mach. Learn., 2021
2020
INFORMS J. Optim., January, 2020
Joint Frequency-Setting and Pricing Optimization on Multimodal Transit Networks at Scale.
Transp. Sci., 2020
On polyhedral and second-order cone decompositions of semidefinite optimization problems.
Oper. Res. Lett., 2020
Optim. Lett., 2020
Computation of Exact Bootstrap Confidence Intervals: Complexity and Deterministic Algorithms.
Oper. Res., 2020
INFORMS J. Appl. Anal., 2020
CoRR, 2020
Proceedings of the Machine Learning for Healthcare Conference, 2020
Learning Mixed-Integer Convex Optimization Strategies for Robot Planning and Control.
Proceedings of the 59th IEEE Conference on Decision and Control, 2020
2019
INFORMS J. Optim., July, 2019
INFORMS J. Optim., July, 2019
INFORMS J. Optim., July, 2019
Math. Program. Comput., 2019
Oper. Res., 2019
Eur. J. Oper. Res., 2019
Prescriptive analytics for human resource planning in the professional services industry.
Eur. J. Oper. Res., 2019
Personalized Treatment for Coronary Artery Disease Patients: A Machine Learning Approach.
CoRR, 2019
A unified approach to mixed-integer optimization: Nonlinear formulations and scalable algorithms.
CoRR, 2019
Accounting for Significance and Multicollinearity in Building Linear Regression Models.
CoRR, 2019
2018
From Physical Properties of Transportation Flows to Demand Estimation: An Optimization Approach.
Transp. Sci., 2018
IEEE Trans. Autom. Control., 2018
Robust transient analysis of multi-server queueing systems and feed-forward networks.
Queueing Syst. Theory Appl., 2018
Math. Program., 2018
Characterization of the equivalence of robustification and regularization in linear and matrix regression.
Eur. J. Oper. Res., 2018
Optimization over Continuous and Multi-dimensional Decisions with Observational Data.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018
2017
J. Mach. Learn. Res., 2017
A comparison of Monte Carlo tree search and rolling horizon optimization for large-scale dynamic resource allocation problems.
Eur. J. Oper. Res., 2017
2016
Fairness and Collaboration in Network Air Traffic Flow Management: An Optimization Approach.
Transp. Sci., 2016
Manag. Sci., 2016
Oper. Res., 2016
Oper. Res., 2016
Duality in Two-Stage Adaptive Linear Optimization: Faster Computation and Stronger Bounds.
INFORMS J. Comput., 2016
Comput. Manag. Sci., 2016
2015
Math. Program., 2015
A tight characterization of the performance of static solutions in two-stage adjustable robust linear optimization.
Math. Program., 2015
On the performance of affine policies for two-stage adaptive optimization: a geometric perspective.
Math. Program., 2015
The Power of Optimization Over Randomization in Designing Experiments Involving Small Samples.
Oper. Res., 2015
Design of Near Optimal Decision Rules in Multistage Adaptive Mixed-Integer Optimization.
Oper. Res., 2015
Optimizing over coherent risk measures and non-convexities: a robust mixed integer optimization approach.
Comput. Optim. Appl., 2015
2014
Math. Oper. Res., 2014
Eur. J. Oper. Res., 2014
A Comparison of Monte Carlo Tree Search and Mathematical Optimization for Large Scale Dynamic Resource Allocation.
CoRR, 2014
Characterization of the equivalence of robustification and regularization in linear, median, and matrix regression.
CoRR, 2014
2013
An accelerated first-order method for solving SOS relaxations of unconstrained polynomial optimization problems.
Optim. Methods Softw., 2013
Math. Methods Oper. Res., 2013
Oper. Res., 2013
Fairness, Efficiency, and Flexibility in Organ Allocation for Kidney Transplantation.
Oper. Res., 2013
A hybrid approach to beam angle optimization in intensity-modulated radiation therapy.
Comput. Oper. Res., 2013
Proceedings of the International Conference on Information Systems, 2013
2012
Math. Program., 2012
Math. Program., 2012
Call for Papers - Special Issue of <i>Management Science</i>: Business Analytics: Submission deadline: September 16, 2012 Expected publication date: First Quarter 2014.
Manag. Sci., 2012
Oper. Res., 2012
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
2011
IEEE Trans. Autom. Control., 2011
A Geometric Characterization of the Power of Finite Adaptability in Multistage Stochastic and Adaptive Optimization.
Math. Oper. Res., 2011
Oper. Res., 2011
2010
IEEE Trans. Autom. Control., 2010
Math. Oper. Res., 2010
On the Power of Robust Solutions in Two-Stage Stochastic and Adaptive Optimization Problems.
Math. Oper. Res., 2010
Math. Oper. Res., 2010
INFORMS J. Comput., 2010
2009
Comput. Optim. Appl., 2009
Proceedings of the 48th IEEE Conference on Decision and Control, 2009
2008
Oper. Res. Lett., 2008
Comput. Oper. Res., 2008
Proceedings of the Integer Programming and Combinatorial Optimization, 2008
2007
A semidefinite optimization approach to the steady-state analysis of queueing systems.
Queueing Syst. Theory Appl., 2007
Oper. Res., 2007
Proceedings of the 46th IEEE Conference on Decision and Control, 2007
2006
Oper. Res. Lett., 2006
2005
SIAM J. Optim., 2005
Optimization over integers.
Athena Scientific, ISBN: 978-0-97591-462-5, 2005
2004
Probabilistic Combinatorial Optimization: Moments, Semidefinite Programming, and Asymptotic Bounds.
SIAM J. Optim., 2004
Proceedings of the Integer Programming and Combinatorial Optimization, 2004
Data, models, and decisions - the fundamentals of management science.
Dynamic Ideas, ISBN: 978-0-9759146-0-1, 2004
2003
From Fluid Relaxations to Practical Algorithms for High-Multiplicity Job-Shop Scheduling: The Holding Cost Objective.
Oper. Res., 2003
Proceedings of the Third SIAM International Conference on Data Mining, 2003
2002
From fluid relaxations to practical algorithms for job shop scheduling: the makespan objective.
Math. Program., 2002
Manag. Sci., 2002
Oper. Res., 2002
2001
Oper. Res., 2001
Oper. Res., 2001
2000
The Traffic Flow Management Rerouting Problem in Air Traffic Control: A Dynamic Network Flow Approach.
Transp. Sci., 2000
Oper. Res., 2000
Proceedings of the 39th IEEE Conference on Decision and Control, 2000
1999
SIGMETRICS Perform. Evaluation Rev., 1999
Queueing Syst. Theory Appl., 1999
Queueing Syst. Theory Appl., 1999
Estimation of Time-Varying Parameters in Statistical Models: An Optimization Approach.
Mach. Learn., 1999
J. Algorithms, 1999
Portfolio Construction Through Mixed-Integer Programming at Grantham, Mayo, Van Otterloo and Company.
Interfaces, 1999
1998
Asymptotic buffer overflow probabilities in multiclass multiplexers: an optimal control approach.
IEEE Trans. Autom. Control., 1998
From Valid Inequalities to Heuristics: A Unified View of Primal-Dual Approximation Algorithms in Covering Problems.
Oper. Res., 1998
1997
IEEE Trans. Autom. Control., 1997
Queueing Syst. Theory Appl., 1997
Oper. Res. Lett., 1997
On the worst case complexity of potential reduction algorithms for linear programming.
Math. Program., 1997
Multiclass Queueing Systems in Heavy Traffic: An Asymptotic Approach Based on Distributional and Conservation Laws.
Oper. Res., 1997
Introduction to linear optimization.
Athena scientific optimization and computation series 6, Athena Scientific, ISBN: 978-1-886529-19-9, 1997
1996
IEEE Trans. Autom. Control., 1996
Conservation Laws, Extended Polymatroids and Multiarmed Bandit Problems; A Polyhedral Approach to Indexable Systems.
Math. Oper. Res., 1996
A New Generation of Vehicle Routing Research: Robust Algorithms, Addressing Uncertainty.
Oper. Res., 1996
Proceedings of the Integer Programming and Combinatorial Optimization, 1996
1995
IEEE Trans. Autom. Control., 1995
The achievable region method in the optimal control of queueing systems; formulations, bounds and policies.
Queueing Syst. Theory Appl., 1995
Decomposition Algorithms for Analyzing Transient Phenomena in Multiclass Queueing Networks in Air Transportation.
Oper. Res., 1995
Locating Discretionary Service Facilities, II: Maximizing Market Size, Minimizing Inconvenience.
Oper. Res., 1995
Nonlinear Formulations and Improved Randomized Approximation Algorithms for Multicut Problems.
Proceedings of the Integer Programming and Combinatorial Optimization, 1995
1994
TSS Dissertation Abstracts - Abstracts for the 1993 Transportation Science Section Dissertation Prize Competition.
Transp. Sci., 1994
Math. Program., 1994
1993
Math. Program., 1993
Stochastic and Dynamic Vehicle Routing in the Euclidean Plane with Multiple Capacitated Vehicles.
Oper. Res., 1993
Conservation laws, extended polymatroids and multi-armed bandit problems: a unified approach to ind exable systems.
Proceedings of the 3rd Integer Programming and Combinatorial Optimization Conference, Erice, Italy, April 29, 1993
On a characterization of the minimum assignment and matching in the independent random model.
Proceedings of the 3rd Integer Programming and Combinatorial Optimization Conference, Erice, Italy, April 29, 1993
1992
Queueing Syst. Theory Appl., 1992
Oper. Res., 1992
A Technique for Speeding up the Solution of the Lagrangian Dual.
Proceedings of the 2nd Integer Programming and Combinatorial Optimization Conference, 1992
1991
Probabilistic Analysis of the Held and Karp Lower Bound for the Euclidean Traveling Salesman Problem.
Math. Oper. Res., 1991
Oper. Res., 1991
1990
Proceedings of the First Annual ACM-SIAM Symposium on Discrete Algorithms, 1990
1989
1988
On the Steady-State Solution of the <i>M</i>/<i>C</i><sub>2</sub>(<i>a</i>, <i>b</i>)/<i>s</i> Queueing System.
Transp. Sci., 1988
Queueing Syst. Theory Appl., 1988