My research focuses on developing novel statistical methods to address various problems in biostatistics via the use of appropriate machine learning techniques. Examples include list-based rules for individualized treatment selection and shrinkage methods for electronic health record (EHR) phenotyping. Most of the proposed methods are accompanied with easy-to-use R packages.