Before revision:  In this paper, we propose an approach for estimating engagement from behaviour and use the measure  within a reinforcement learning framework to learn engaging interactive behaviours.
After revision:  In this paper, we propose an approach for estimating engagement during group interaction by simultaneously taking into account active and passive interaction, i.e. occupancy, and use the measure within a reinforcement learning framework to learn engaging interactive behaviours.