Quantifying the Effect of Statin Use in Pre-Diabetic Phenotypes Discovered Through Association Rule Mining. - John Schrom; Pedro J. Caraballo; Regina Castro; György J. Simon (AMIA, 2013)

Survival Association Rule Mining Towards Type 2 Diabetes Risk Assessment. - György J. Simon; John Schrom; Regina Castro; Peter W. Li; Pedro J. Caraballo (AMIA, 2013)

Divisive Hierarchical Clustering towards Identifying Clinically Significant Pre-Diabetes Subpopulations. - Era Kim; Wonsuk Oh; David S. Pieczkiewicz; M. Regina Castro; Pedro J. Caraballo; György J. Simon (AMIA, 2014)

Extending Association Rule Summarization Techniques to Assess Risk of Diabetes Mellitus. - György J. Simon; Pedro J. Caraballo; Terry M. Therneau; Steven S. Cha; M. Regina Castro; Peter W. Li (IEEE Trans. Knowl. Data Eng., 2015)

Type 2 Diabetes Mellitus Trajectories and Associated Risks. - Wonsuk Oh; Era Kim; M. Regina Castro; Pedro J. Caraballo; Vipin Kumar 001; Michael S. Steinbach; György J. Simon (Big Data, 2016)

Estimating Disease Onset Time by Modeling Lab Result Trajectories via Bayes Networks. - Wonsuk Oh; Pranjul Yadav; Vipin Kumar 001; Pedro J. Caraballo; M. Regina Castro; Michael S. Steinbach; György J. Simon (ICHI, 2017)

Using Electronic Health Record Data to Identify Patients with Prediabetes. - Thomas J. O'Byrne; M. Regina Castro; Che Ngufor; György J. Simon; Pedro J. Caraballo (AMIA, 2019)

Frequent Causal Pattern Mining: A Computationally Efficient Framework For Estimating Bias-Corrected Effects. - Pranjul Yadav; Michael S. Steinbach; M. Regina Castro; Pedro J. Caraballo; Vipin Kumar 001; György J. Simon (IEEE BigData, 2019)

Evaluating the Impact of Data Representation on EHR-Based Analytic Tasks. - Wonsuk Oh; Michael S. Steinbach; M. Regina Castro; Kevin A. Peterson; Vipin Kumar 001; Pedro J. Caraballo; György J. Simon (MedInfo, 2019)

Towards more Accessible Precision Medicine: Building a more Transferable Machine Learning Model to Support Prognostic Decisions for Micro- and Macrovascular Complications of Type 2 Diabetes Mellitus. - Era Kim; Pedro J. Caraballo; M. Regina Castro; David S. Pieczkiewicz; György J. Simon (J. Medical Syst., 2019)

A novel method for Causal Structure Discovery from EHR data, a demonstration on type-2 diabetes mellitus. - Xinpeng Shen; Sisi Ma; Prashanthi Vemuri; M. Regina Castro; Pedro J. Caraballo; György J. Simon (CoRR, 2020)

Predicting diabetes clinical outcomes using longitudinal risk factor trajectories. - György J. Simon; Kevin A. Peterson; M. Regina Castro; Michael S. Steinbach; Vipin Kumar 001; Pedro J. Caraballo (BMC Medical Informatics Decis. Mak., 2020)

A Computational Method for Learning Disease Trajectories From Partially Observable EHR Data. - Wonsuk Oh; Michael S. Steinbach; M. Regina Castro; Kevin A. Peterson; Vipin Kumar 001; Pedro J. Caraballo; György J. Simon (IEEE J. Biomed. Health Informatics, 2021)