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Published
Papers

All Papers

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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, Health Care Management Science, 2021

Imputation of Clinical Covariates in Time Series

with A.Orfanoudaki and C. Pawlowski, submitted to Journal of Machine Learning Research, 2021

Interpretable Clustering: An Optimization Approach

with A.Orfanoudaki and H.Wiberg, Machine Learning, 2021

Interpretable Machine Learning for Policy Analysis: The Case of National Immigration Policy

with M. Fazel-Zarandi, submitted to MSOM, 2021

Machine Learning for Real-Time Heart Disease Prediction

with L. Mingardi and B. Stelato, IEEE Journal of Biomedical and Health Informatics, 2021

Mixed-Integer Optimization with Constraint Learning

with I. Birbil, D. den Hertog, A. Fajemisin, D. Maragno, H. Wiberg, submitted to Operations Research, 2021

Near Optimal Nonlinear Regression Trees

with J. Dunn and Y. Wang, Operations Research Letters, 2021

Optimizing Influenza Vaccine Composition: A Machine Learning Approach

with H. Bandi, Naval Research Logistics, 2021

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

with Alison Borenstein, Luca Mingardi, Omid Nohadani, Agni Orfanoudaki, Bartolomeo Stellato, Holly Wiberg, Pankaj Sarin, Dirk J Varelmann, Vicente Estrada, Carlos Macaya, Ivn J Nez Gil, Health Care Management Science, 2021

Prediction of Neutropenic Events in Chemotherapy Patients: A Machine Learning Approach

with Holly Wiberg, Peter Yu, Pat Montanaro, Jeff Mather, Suzi Birz, Michelle Schneider, JCO Clinical Cancer Informatics, 2021

Pricing algorithmic Insurance

with A. Orfanoudaki, submitted to Operations Research, 2021

Probabilistic guarantees in Robust Optimization

with D. den Hertog, J. Pauphilet, SIAM J. Optimization, 2021

Robust Optimization with Side Data

with N. Koduri, submitted to Mathematical Programming, 2021

Selecting Children with Vesicoureteral Reflux Who are Most Likely to Benefit from Antibiotic Prophylaxis: Application of Machine Learning to RIVUR

with Michael Li, Carlos Estrada, Caleb Nelson, Hsin-Hsiao Scott Wang, The Journal of Urology, 2021

Sparse Convex Regression

with N. Mundru, INFORMS Journal of Computing, 2021

Sparse classification: a scalable discrete optimization perspective

with J. Pauphilet and B. van Parys, Machine Learning, 2021

The Price of Diversity

with H. Bandi, submitted to Operations Research, 2021

The Voice of Optimization

with B. Stellato, Machine Learning, 2021

Time Series that are Robust to Regime Changes

with I. Paskov, submitted to Journal of Machine Learning Research, 2021

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

with G. A. Margonis, Y. Huang, N. Andreatos, H. Wiberg, Y. Ma, C. Mcintyre, A. Pulvirenti, D. Wagner, JL van Dam, F. Gavazzi, S. Buettner, K. Imai, G. Stasinos, J. He, C. Kamphues, K. Beyer, H. Seeliger, M. J. Weiss, M. Kreis, J. L Cameron, A. C Wei, P. Kornprat, H.Baba, B. Groot Koerkamp, Al. Zerbi, M. D'Angelica, C. L. Wolfgang, JCO Clinical Cancer Informatics, 2021

Trauma outcome predictor: An artificial intelligence interactive smartphone tool to predict outcomes in trauma patients

with Lydia R Maurer, Hamza Tazi Bouardi, Majed El Hechi, Mohamad El Moheb, Katerina Giannoutsou, Daisy Zhuo, Jack Dunn, George C Velmahos, Haytham MA Kaafarani, Journal of Trauma and Acute Care Surgery, 2021

Validation of the Artificial Intelligence-Based Predictive Optimal Trees in Emergency Surgery Risk (POTTER) Calculator in Emergency General Surgery and Emergency Laparotomy Patients

with Majed W El Hechi, Lydia R Maurer, Jordan Levine, Daisy Zhuo, Mohamad El Moheb, George C Velmahos, Jack Dunn, Haytham MA Kaafarani, Journal of the American College of Surgeons, 232, 6, 912-919, e1, 2021

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

with T. Papalexopoulos, N. Trichakis, Y. Wang, R. Hirose, P. A. Vagefi, Transplantation, 2020

Bus routing optimization helps Boston Public Schools design better policies

with A. Delarue, W. Eger, J. Hanlon, and S. Martin, INFORMS Journal on Applied Analytics, 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, PLOS one, 2020