Jonathan Mugan
Ph.D. Alumni
Homepage:
http://www.cs.utexas.edu/~jmugan/
Publications
Autonomous Qualitative Learning of Distinctions and Actions in a Developing Agent 2010
Jonathan Mugan, PhD Thesis, University of Texas at Austin.
A Comparison of Strategies for Developmental Action Acquisition in QLAP 2009
Jonathan Mugan and Benjamin Kuipers, In Proceedings of the International Conference on Epigenetic Robotics (EpiRob-09), pp. 2009.
Autonomously Learning an Action Hierarchy Using a Learned Qualitative State Representation 2009
Jonathan Mugan and Benjamin Kuipers, In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI-09) 2009.
Skill Reuse in Lifelong Developmental Learning 2009
Jonathan Mugan and Benjamin Kuipers, In IROS 2009 Workshop: Autonomous Mental Development for Intelligent Robots and Systems, pp. 2009.
Continuous-domain reinforcement learning using a learned qualitative state representation 2008
Jonathan Mugan and Benjamin Kuipers, In 22nd International Workshop on Qualitative Reasoning (QR-08) 2008.
Towards the Application of Reinforcement Learning to Undirected Developmental Learning 2008
Jonathan Mugan and Benjamin Kuipers, In Proceedings of the International Conference on Epigenetic Robotics (EpiRob-08) 2008.
Learning distinctions and rules in a continuous world through active exploration 2007
Jonathan Mugan and Benjamin Kuipers, In Proceedings of the International Conference on Epigenetic Robotics (EpiRob-07) 2007.
Learning to predict the effects of actions: synergy between rules and landmarks 2007
Jonathan Mugan and Benjamin Kuipers, In Proceedings of the International Conference on Development and Learning (ICDL-07) 2007.
Areas of Interest
Bootstrap Learning Robotics
Labs
Formerly affiliated with Intelligent Robotics