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» Modeling plan coordination in multiagent decision processes
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ATAL
2004
Springer
14 years 1 months ago
Graphical Models in Local, Asymmetric Multi-Agent Markov Decision Processes
In multi-agent MDPs, it is generally necessary to consider the joint state space of all agents, making the size of the problem and the solution exponential in the number of agents...
Dmitri A. Dolgov, Edmund H. Durfee
ATAL
2005
Springer
14 years 1 months ago
Multiagent coordination by Extended Markov Tracking
We present here Extended Markov Tracking (EMT), a computationally tractable method for the online estimation of Markovian system dynamics, along with experimental support for its ...
Zinovi Rabinovich, Jeffrey S. Rosenschein
ATAL
2003
Springer
14 years 28 days ago
Performance models for large scale multiagent systems: using distributed POMDP building blocks
Given a large group of cooperative agents, selecting the right coordination or conflict resolution strategy can have a significant impact on their performance (e.g., speed of co...
Hyuckchul Jung, Milind Tambe
AAAI
2012
11 years 10 months ago
Tree-Based Solution Methods for Multiagent POMDPs with Delayed Communication
Planning under uncertainty is an important and challenging problem in multiagent systems. Multiagent Partially Observable Markov Decision Processes (MPOMDPs) provide a powerful fr...
Frans Adriaan Oliehoek, Matthijs T. J. Spaan
ATAL
1999
Springer
13 years 12 months ago
Incorporating Uncertainty in Agent Commitments
Abstract. Commitments play a central role in multi-agent coordination. However, they are inherently uncertain and it is important to take these uncertainties into account during pl...
Ping Xuan, Victor R. Lesser