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 from behaviour and use the measure as the reward signal within a reinforcement learning framework to learn engaging interactive behaviours.