MedGCN: Medication recommendation and lab test imputation via graph convolutional networks

Predict or draw blood: An integrated method to reduce lab tests

(2020) Lishan Yu et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Harmonized representation learning on dynamic EHR graphs

(2020) Dongha Lee et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Disease Prediction via Graph Neural Networks

(2020) Zhenchao Sun et al.   IEEE Journal of Biomedical and Health Informatics

Modeling polypharmacy side effects with graph convolutional networks

(2018) Marinka Zitnik et al.   BIOINFORMATICS

3D-MICE: integration of cross-sectional and longitudinal imputation for multi-analyte longitudinal clinical data

(2017) Yuan Luo et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Using Machine Learning to Predict Laboratory Test Results

(2016) Yuan Luo et al.   AMERICAN JOURNAL OF CLINICAL PATHOLOGY

MIMIC-III, a freely accessible critical care database

(2016) Alistair E.W. Johnson et al.   Scientific Data

Enabling a Learning Health System through a Unified Enterprise Data Warehouse: The Experience of the Northwestern University Clinical and Translational Sciences (NUCATS) Institute

(2015) Justin B. Starren et al.   CTS-Clinical and Translational Science

Learning vector representation of medical objects via EMR-driven nonnegative restricted Boltzmann machines (eNRBM)

(2015) Truyen Tran et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Ten things we have to do to achieve precision medicine

(2015) I. S. Kohane   SCIENCE

A Bayesian approach to functional mixed-effects modeling for longitudinal data with binomial outcomes

(2014) Stephanie Kliethermes et al.   STATISTICS IN MEDICINE

Comparison of imputation methods for missing laboratory data in medicine

(2013) Akbar K Waljee et al.   BMJ Open

Computational Medicine: Translating Models to Clinical Care

(2012) R. L. Winslow et al.   Science Translational Medicine

Chapter 7: Pharmacogenomics

(2012) Konrad J. Karczewski et al.   PLoS Computational Biology

MissForest--non-parametric missing value imputation for mixed-type data

(2011) D. J. Stekhoven et al.   BIOINFORMATICS

Classifier chains for multi-label classification

(2011) Jesse Read et al.   MACHINE LEARNING

A functional multiple imputation approach to incomplete longitudinal data

(2011) Yulei He et al.   STATISTICS IN MEDICINE

Association of Albuminuria and Cancer Incidence

(2008) L. Jorgensen et al.   JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY