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List of works by Dimitris Bertsimas

A Data-Driven Approach to Multistage Stochastic Linear Optimization

scholarly article

A New Algebraic Geometry Algorithm for Integer Programming

scholarly article by Dimitris Bertsimas et al published July 2000 in Management Science

A New Generation of Vehicle Routing Research: Robust Algorithms, Addressing Uncertainty

scientific article published in 1996

A Priori Optimization

scientific article published in 1990

A Robust Optimization Approach to Inventory Theory

scientific article published in 2006

A Scalable Algorithm for Sparse Portfolio Selection

scholarly article

A Stochastic and Dynamic Vehicle Routing Problem in the Euclidean Plane

scientific article (publication date: August 1991)

A Unified Approach to Mixed-Integer Optimization Problems With Logical Constraints

scholarly article

A Vehicle Routing Problem with Stochastic Demand

scientific article published in 1992

A new perspective on low-rank optimization

scholarly article

A technique for speeding up the solution of the Lagrangean dual

scholarly article

Accept or Decline? An Analytics-Based Decision Tool for Kidney Offer Evaluation

scientific article published on 17 May 2017

Adaptive Distributionally Robust Optimization

scientific article published in 2019

Adverse Outcomes Prediction for Congenital Heart Surgery: A Machine Learning Approach

scholarly article

Applied Informatics Decision Support Tool for Mortality Predictions in Patients With Cancer

scientific article published on 01 December 2018

Automated Segmentation of Sacral Chordomas and Surrounding Muscles Using Deep Learning Ensemble

scholarly article

Balancing efficiency and fairness in liver transplant access: tradeoff curves for the assessment of organ distribution policies

scientific article published on 21 October 2019

Binary decision rules for multistage adaptive mixed-integer optimization

scientific article published in 2018

Bus Routing Optimization Helps Boston Public Schools Design Better Policies

scholarly article

COVID-19 Mortality Risk Assessment: An International Multi-Center Study

scholarly article

COVID-19 mortality risk assessment: An international multi-center study

scientific article published on 09 December 2020

Certifiably optimal sparse inverse covariance estimation

scholarly article

Certifiably optimal sparse principal component analysis

scholarly article

Characterization of the equivalence of robustification and regularization in linear and matrix regression

scientific article published in 2018

Clinical benefit, toxicity and cost of metastatic breast cancer therapies: systematic review and meta-analysis

scientific article published on 14 May 2019

Comparison of Machine Learning Optimal Classification Trees With the Pediatric Emergency Care Applied Research Network Head Trauma Decision Rules

scientific article published on 01 July 2019

Computation of Convex Hull Prices in Electricity Markets With Non-Convexities Using Dantzig-Wolfe Decomposition

scholarly article

Computation of Exact Bootstrap Confidence Intervals: Complexity and Deterministic Algorithms

scholarly article

Constructing uncertainty sets for robust linear optimization

scientific article published in 2009

Course Scheduling Under Sudden Scarcity: Applications to Pandemic Planning

scholarly article

Covariate-Adaptive Optimization in Online Clinical Trials

scholarly article

Data-Driven Optimization: A Reproducing Kernel Hilbert Space Approach

scholarly article

Data-Driven Transit Network Design at Scale

scholarly article

Data-driven robust optimization

scientific article published in 2017

Depression and costs of health care

scientific article published in July 2009

Development and validation of an Optimized Prediction of Mortality for candidates awaiting liver transplantation

article

Duality in Two-Stage Adaptive Linear Optimization: Faster Computation and Stronger Bounds

scientific article published in 2016

Ensemble machine learning for personalized antihypertensive treatment

scholarly article

Ethics-by-design: efficient, fair and inclusive resource allocation using machine learning

scholarly article

Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States

scientific article published in 2022

Exact First-Choice Product Line Optimization

Forecasting COVID-19 and Analyzing the Effect of Government Interventions

scholarly article

From Physical Properties of Transportation Flows to Demand Estimation: An Optimization Approach

From Predictive Methods to Missing Data Imputation: An Optimization Approach ⬇️

scholarly article

From Predictive to Prescriptive Analytics

scientific article published in 2019

From predictions to prescriptions: A data-driven response to COVID-19

scientific article

From predictions to prescriptions: A data-driven response to COVID-19

preprint

Holistic Prescriptive Analytics for Continuous and Constrained Optimization Problems

scholarly article

Identifying Exceptional Responders in Randomized Trials: An Optimization Approach

scholarly article

Improving Quality in Cardiothoracic Surgery: Exploiting the Untapped Potential of Machine Learning

scholarly article

Imputation of clinical covariates in time series

scholarly article

Interpretable Matrix Completion: A Discrete Optimization Approach

scholarly article

Interpretable clustering: an optimization approach

scholarly article

Introduction to the Issue

scholarly article

Inverse Optimization: A New Perspective on the Black-Litterman Model

scientific article

Joint Frequency-Setting and Pricing Optimization on Multimodal Transit Networks at Scale

scholarly article

Learning a Mixture of Gaussians via Mixed-Integer Optimization

scholarly article

Machine Learning Reimagined: The Promise of Interpretability to Combat Bias

scientific article published in 2022

Machine Learning and Optimization: Introduction to the Special Issue

scholarly article

Machine Learning and Optimization: Introduction to the Special Issue

Machine Learning for Real-Time Heart Disease Prediction

scholarly article

Machine Learning in Oncology: Methods, Applications, and Challenges

scientific article published on 01 October 2020

Machine learning and natural language processing methods to identify ischemic stroke, acuity and location from radiology reports

scientific article published on 19 June 2020

Machine learning models for mitral valve replacement: A comparative analysis with the Society of Thoracic Surgeons risk score

scholarly article

Machine learning provides evidence that stroke risk is not linear: The non-linear Framingham stroke risk score

scholarly article

Measuring quality in diabetes care: an expert-based statistical approach ⬇️

scientific article published on May 16, 2013

Mixed-Projection Conic Optimization: A New Paradigm for Modeling Rank Constraints

scholarly article

Multitarget Tracking via Mixed Integer Optimization

National and subnational short-term forecasting of COVID-19 in Germany and Poland during early 2021

scholarly article

Near-optimal Nonlinear Regression Trees

scholarly article

Novel Target Discovery of Existing Therapies: Path to Personalized Cancer Therapy

scholarly article

On Central Limit Theorems in Geometrical Probability

scientific article published in 1993

On polyhedral and second-order cone decompositions of semidefinite optimization problems

scholarly article

Online Mixed-Integer Optimization in Milliseconds

scholarly article

Online Vehicle Routing: The Edge of Optimization in Large-Scale Applications

Optimal Prescriptive Trees

Optimal Selection of Airport Runway Configurations

scientific article published in 2011

Optimal control of execution costs

scientific article published in 1998

Optimal healthcare decision making under multiple mathematical models: application in prostate cancer screening

scientific article published on 17 September 2016

Optimal inequalities in probability theory: A convex optimization approach

scientific article published in 2005

Optimal survival trees

scholarly article

Optimization over Continuous and Multi-dimensional Decisions with Observational Data ⬇️

scholarly article

Optimization-Based Scenario Reduction for Data-Driven Two-Stage Stochastic Optimization

scholarly article

Optimizing Vaccine Allocation to Combat the COVID-19 Pandemic

scholarly article

Optimizing influenza vaccine composition: A machine learning approach

scholarly article

Optimizing schools' start time and bus routes

scientific article published on 12 March 2019

POTTER-ICU: An artificial intelligence smartphone-accessible tool to predict the need for intensive care after emergency surgery

scholarly article

Persistence in discrete optimization under data uncertainty

scientific article published in 2006

Personalized Diabetes Management Using Electronic Medical Records

scientific article published on 5 December 2016

Personalized Prescription of ACEI/ARBs for Hypertensive COVID-19 Patients

scholarly article

Personalized prescription of ACEI/ARBs for hypertensive COVID-19 patients

scholarly article

Personalized treatment for coronary artery disease patients: a machine learning approach

scientific article published on 10 October 2020

Policy Analytics in Public School Operations

scholarly article

Predicting Inpatient Flow at a Major Hospital Using Interpretable Analytics

scholarly article

Predicting inpatient flow at a major hospital using interpretable analytics

scholarly article

Prediction of cervical spine injury in young pediatric patients: an optimal trees artificial intelligence approach

scientific article published on 18 March 2019

Prescriptive analytics for human resource planning in the professional services industry

Prescriptive analytics for reducing 30-day hospital readmissions after general surgery

scientific article published on 09 September 2020

Pricing and Hedging Derivative Securities in Incomplete Markets: An E-Aritrage Model ⬇️

scholarly article

Probabilistic Guarantees in Robust Optimization

scholarly article

Publisher Correction to: A new perspective on low-rank optimization

correction of a scholarly article

Relative Robust and Adaptive Optimization

scholarly article

Robust Classification

scholarly article

Robust Maximum Likelihood Estimation

scholarly article

Robust Queueing Theory

scientific article published in 2015

Robust and stochastic formulations for ambulance deployment and dispatch

scholarly article

Robust convex optimization: A new perspective that unifies and extends

scientific article published in 2022

Robust discrete optimization and network flows

scientific article published in 2003

Robust linear optimization under general norms

scientific article published in 2004

Robust option pricing

scientific article published in 2014

Robust transient analysis of multi-server queueing systems and feed-forward networks

Rounding algorithms for covering problems

scientific article published in 1998

Scheduling, revenue management, and fairness in an academic-hospital radiology division

scientific article published in August 2014

Simulated Annealing

scientific article published in 1993

Solving asymmetric variational inequalities via convex optimization

scientific article published in 2006

Sparse Convex Regression

scholarly article

Sparse classification: a scalable discrete optimization perspective

scholarly article

Sparse hierarchical regression with polynomials

scholarly article

Sparse regression over clusters: SparClur

scholarly article

Stochastic Cutting Planes for Data-Driven Optimization

scholarly article

Stochastic optimization in supply chain networks: averaging robust solutions

scholarly article

Surgical Risk Is Not Linear: Derivation and Validation of a Novel, User-friendly, and Machine-learning-based Predictive OpTimal Trees in Emergency Surgery Risk (POTTER) Calculator

scientific article published on 01 October 2018

Survivable networks, linear programming relaxations and the parsimonious property

scientific article published in 1993

THEMIS: A Framework for Cost-Benefit Analysis of COVID-19 Non-Pharmaceutical Interventions

scholarly article

Technical Note—Two-Stage Sample Robust Optimization

scholarly article

The Airlift Planning Problem

The Distributional Little's Law and Its Applications

scholarly article

The K-server problem via a modern optimization lens

scholarly article

The Power and Limits of Predictive Approaches to Observational Data-Driven Optimization: The Case of Pricing

scholarly article

The Price of Fairness

scientific article published in 2011

The Price of Robustness

scholarly article

The backbone method for ultra-high dimensional sparse machine learning

scholarly article

The rise and fall of the model for end-stage liver disease score and the need for an optimized machine learning approach for liver allocation

scientific article published on 01 April 2020

The voice of optimization

Theory and applications of robust optimization

scientific article published in 2011

Toward an Optimized Staging System for Pancreatic Ductal Adenocarcinoma: A Clinically Interpretable, Artificial Intelligence-Based Model

scholarly article

Tractable Approximations to Robust Conic Optimization Problems

scientific article (publication date: 30 December 2005)

Travel Time Estimation in the Age of Big Data

Validation of the AI-based Predictive OpTimal Trees in Emergency Surgery Risk (POTTER) Calculator in Patients 65 Years and Older

scientific article published on 23 December 2020

World-class interpretable poker

scholarly article

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