Publications

scholar.google.com/citations?user=P06DrwMAAAAJ

Journal

Early prediction of level-of-care requirements in patients with COVID-19: A multi-center case series, under review.

Predictive Models of Mortality for Hospitalized COVID-19 Patients: A Retrospective Cohort Study, under review.

Predictive models of pregnancy based on data from a preconception cohort study, in preparation.

Identifying division of labor strategies in microbial community metabolism, mSystems, 2019.

Predicting Antimicrobial Resistance in the Intensive Care Unit, under review.

Prescriptive Analytics for Reducing 30-day Hospital Readmissions after General Surgery, under review.

Predicting diabetes-related hospitalizations based on Electronic Health Records, Statistical Methods in Medical Research, 2018.

Predicting chronic disease hospitalizations from electronic health records: an interpretable classification approach, Proceedings of the IEEE, 2018.

Readmission prediction after general surgery in a tertiary safety-net academic medical center, under review.

Conference & Workshop

Convergence of Parameter Estimates for Regularized Mixed Linear Regression Models, IEEE 58th Conference on Decision and Control, 2019.

Prescriptive Cluster-Dependent Support Vector Machines with an Application to Reducing Hospital Readmissions, IEEE European Control Conference, 2019.

A joint sparse clustering and classification approach with applications to hospitalization prediction, IEEE 55th Conference on Decision and Control, 2016.

Classification in the Presence of Hidden Clusters with an Application in Hospitalization Prediction, 2015 Workshop on Machine Learning in Healthcare, December 11, 2015, Montreal, Canada.

A Joint Clustering and Classification Approach for Healthcare Predictive Analytics, 2nd Workshop on Data Mining for Medical Informatics (DMMI 2015), November 14th, 2015, San Francicso, California.