My research focuses on the development of novel data mining and machine learning algorithms to address problems in healthcare. Recent projects include identifying patient subgroups or phenotypes, integration of new streams of data, fusing different modalities of data (e.g., structured medical codes and unstructured text), and dealing with conflicting expert annotations.