48 search results - page 4 / 10 » Approximate Planning in POMDPs with Macro-Actions |
101
Voted
ATAL
2007
Springer
15 years 5 months ago
2007
Springer
A problem of planning for cooperative teams under uncertainty is a crucial one in multiagent systems. Decentralized partially observable Markov decision processes (DECPOMDPs) prov...
115
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JAIR
2010
14 years 10 months ago
2010
Decentralized planning in uncertain environments is a complex task generally dealt with by using a decision-theoretic approach, mainly through the framework of Decentralized Parti...
100
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ISRR
2005
Springer
15 years 5 months ago
2005
Springer
POMDPs provide a rich framework for planning and control in partially observable domains. Recent new algorithms have greatly improved the scalability of POMDPs, to the point where...
95
Voted
NIPS
2007
15 years 1 months ago
2007
Point-based algorithms have been surprisingly successful in computing approximately optimal solutions for partially observable Markov decision processes (POMDPs) in high dimension...
98
Voted
JAIR
2006
14 years 11 months ago
2006
The Partially Observable Markov Decision Process has long been recognized as a rich framework for real-world planning and control problems, especially in robotics. However exact s...