Hierarchical multi-agent reinforcement learning

Hierarchical multi-agent reinforcement learning (2001)

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by Rajbala Makar

Venue:	Proceedings of the Fifth International Conference on Autonomous Agents
Citations:	30 - 8 self

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@INPROCEEDINGS{Makar01hierarchicalmulti-agent,
    author = {Rajbala Makar},
    title = {Hierarchical multi-agent reinforcement learning},
    booktitle = {Proceedings of the Fifth International Conference on Autonomous Agents},
    year = {2001},
    pages = {246--253},
    publisher = {ACM Press}
}

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Abstract

Consider sending a team of robots to carry out reconnaissance of an indoor environment to check for intruders.

Citations

649	Reinforcement learning - Sutton, Barto - 1998
498	Markov Decision Processes - Puterman - 1994
472	Multiagent Systems: A Modern Approach to Distributed Artificial Intelligence - Weiss - 2000
417	Markov games as a framework for multi-agent reinforcement learning - Littman - 1994
356	Behavior-based formation control for multi-robot Teams - Balch, Arkin
342	Between MDPS and semi-MDPS: a framework for temporal abstraction in reinforcement learning - Sutton, Precup, et al. - 1999
307	Hierarchical Reinforcement Learning with the MAXQ Value Function Decomposition - Dietterich - 1999
237	Multiagent reinforcement learning: theoretical framework and an algorithm - Hu, Wellman - 1998
220	Multi-agent reinforcement learning: independent vs. cooperative agents - Tan - 1993
98	Hierarchical Control and Learning for Markov Decision Processes - Parr - 1998
68	Elevator group control using multiple reinforcement learning agents - Crites, Barto - 1998
65	Modeling and Analysis of Manufacturing Systems - Askin, Standridge - 1993
50	Team-partitioned, opaque-transition reinforcement learning - Stone, Veloso - 2000
45	Reinforcement learning in the multi-robot domain. Autonomous Robots 4:73–83 - Matarić - 1997
37	Learning to improve coordinated actions in cooperative distributed problem solving environments - Sugawara, Lesser - 1998
25	Scaling up Average Reward Reinforcement Learning by Approximating the Domain Models and the Value Function - Tadepalli, Ok - 1996
23	Hierarchical optimization of policy-coupled semiMarkov decision processes - Wang, Mahadevan - 1999
9	AGV dispatching - Klein, Kim - 1996
7	Composite Dispatching Rules for Multiple-Vehicle - Lee - 1996