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141
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IJCAI
2001
15 years 3 months ago
An Improved Grid-Based Approximation Algorithm for POMDPs
Although a partially observable Markov decision process (POMDP) provides an appealing model for problems of planning under uncertainty, exact algorithms for POMDPs are intractable...
Rong Zhou, Eric A. Hansen
176
Voted
PAMI
2007
186views more  PAMI 2007»
15 years 1 months ago
Value-Directed Human Behavior Analysis from Video Using Partially Observable Markov Decision Processes
—This paper presents a method for learning decision theoretic models of human behaviors from video data. Our system learns relationships between the movements of a person, the co...
Jesse Hoey, James J. Little
79
Voted
IJIIP
2010
91views more  IJIIP 2010»
14 years 11 months ago
A Behavior Adaptation Algorithm based on Hierarchical Partially Observable Markov Decision Process
Yong Tao, Tianmiao Wang, Hongxing Wei, Peijiang Yu...
118
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AIPS
2008
15 years 4 months ago
Bounded-Parameter Partially Observable Markov Decision Processes
The POMDP is considered as a powerful model for planning under uncertainty. However, it is usually impractical to employ a POMDP with exact parameters to model precisely the real-...
Yaodong Ni, Zhi-Qiang Liu