Stephen is Professor of Machine Learning/Professor of Engineering Science in the Department of Engineering (Robots) and director of the Centre for Doctoral Training in Autonomous Intelligent Machines and Systems. His main area of research lies in machine learning approaches to data analysis. He has particular interests in the development of machine learning theory for problems in time series analysis and decision theory.