Automatic Discovery and Transfer of MAXQ Hierarchies

by Neville Mehta , Soumya Ray , Prasad Tadepalli , Thomas Dietterich
Citations:22 - 1 self

Active Bibliography

16 A Causal Approach to Hierarchical Decomposition in Reinforcement Learning – Anders Jonsson - 2006
3 Automatic Induction of MAXQ Hierarchies – Neville Mehta, Mike Wynkoop, Soumya Ray, Prasad Tadepalli, Tom Dietterich
Behavioral Hierarchy: Exploration and Representation – Christopher Vigorito
3 Autonomous Qualitative Learning of Distinctions and Actions in a Developing Agent – Jonathan Mugan
Grounding Subgoals in Information Transitions – Sander G. van Dijk - 2011
Hierarchical Methods for Optimal Long-Term Planning – Jason Wolfe, Jason Andrew Wolfe, Jason Andrew Wolfe, Jason Andrew Wolfe
23 Causal Graph Based Decomposition of Factored MDPs – Anders Jonsson , Andrew Barto - 2006
Structured Exploration for Reinforcement Learning – Nicholas Kenneth Jong - 2010
2 What do You Want to do Today? Relevant-Information Bookkeeping in Goal-Oriented Behaviour – Er G. Van Dijk, Daniel Polani, Chrystopher L. Nehaniv - 2010
Optimal policy switching algorithms for . . . – Gheorghe Comanici, Doina Precup - 2010
5 Autonomous Robot Skill Acquisition – George Dimitri Konidaris - 2011
41 Building portable options: Skill transfer in reinforcement learning – George Konidaris, Andrew Barto - 2007
Behavioral Building Blocks FOR AUTONOMOUS AGENTS: . . . – Özgür Simsek - 2008
50 Identifying useful subgoals in reinforcement learning by local graph partitioning – Alicia P. Wolfe, Andrew G. Barto - 2005
4 Automated Discovery of Options in Reinforcement Learning – Martin Stolle - 2004
3 Hierarchical Reinforcement Learning: A Hybrid Approach – Malcolm Ross Kinsella Ryan - 2002
34 An Algebraic Approach to Abstraction in Reinforcement Learning – Balaraman Ravindran, Andrew Barto - 2003
Clustering via Dirichlet Process Mixture Models for Portable Skill Discovery – Scott Niekum, Andrew G. Barto
5 Discovering Options from Example Trajectories – Peng Zang, Peng Zhou, David Minnen, Charles Isbell