This book constitutes the refereed proceedings of the 4th International Workshop on Human Behavior Understanding, HBU 2013, held in Barcelona, Spain, in October 2013. The papers are grouped in topical sections on: behaviour and affect in arts, creativity, entertainment, and edutainment applications;