Her research focuses on developing formal foundations and understanding of machine learning algorithms and paradigms. An emphasis of her research has been on analyzing what kind of benefits and information we can extract from unlabelled labelled data (eg in semi-supervised or active learning) or data from diverse sources (eg in transfer learning or lifelong learning).
