* Extended version of the paper presented at the workshop entitled
Abstraction in Reinforcement Learning, at the 33rd International Conference
on Machine Learning, New York, NY, USA, 2016 Access Paper or Ask Questions
* A shorter version of this paper appears in the Proceedings of the
15th International Conference on Autonomous Agents and Multiagent Systems
(AAMAS 2016) Access Paper or Ask Questions