Automatic Discovery and Transfer of MAXQ Hierarchies

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by Neville Mehta , Soumya Ray , Prasad Tadepalli , Thomas Dietterich
Citations:19 - 0 self

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12 A Causal Approach to Hierarchical Decomposition in Reinforcement Learning – Anders Jonsson - 2006
2 Automatic Induction of MAXQ Hierarchies – Neville Mehta, Mike Wynkoop, Soumya Ray, Prasad Tadepalli, Tom Dietterich
Autonomous Qualitative Learning of Distinctions and Actions in a Developing Agent – Jonathan Mugan
Programming and Reinforcement Learning, 105–111. IEEE. Grounding Subgoals in Information Transitions – unknown authors
18 Causal Graph Based Decomposition of Factored MDPs – Anders Jonsson , Andrew Barto - 2006
Structured Exploration for Reinforcement Learning – Nicholas Kenneth Jong - 2010
and Search General Terms – Gheorghe Comanici, Doina Precup
Behavioral Building Blocks FOR AUTONOMOUS AGENTS: . . . – Özgür Simsek - 2008
32 Identifying useful subgoals in reinforcement learning by local graph partitioning – Alicia P. Wolfe, Andrew G. Barto - 2005
32 Building portable options: Skill transfer in reinforcement learning – George Konidaris, Andrew Barto - 2007
4 Automated Discovery of Options in Reinforcement Learning – Martin Stolle - 2004
3 Hierarchical Reinforcement Learning: A Hybrid Approach – Malcolm Ross Kinsella Ryan - 2002
28 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
3 Discovering Options from Example Trajectories – Peng Zang, Peng Zhou, David Minnen, Charles Isbell
1 Hierarchical Reinforcement Learning Using Graphical Models – Victoria Manfredi, Sridhar Mahadevan
11 Skill Discovery in Continuous Reinforcement Learning Domains using Skill Chaining – George Konidaris, Andrew G. Barto
19 An intrinsic reward mechanism for efficient exploration – Andrew G. Barto - 2006
Automatic construction of temporally extended actions for MDPs – Pablo Samuel Castro, Doina Precup