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01/15/2014
Policy Iteration for Decentralized Control of Markov Decision Processes
Coordination of distributed agents is required for problems arising in m...
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01/15/2014
A Heuristic Search Approach to Planning with Continuous Resources in Stochastic Domains
We consider the problem of optimal planning in stochastic domains with r...
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09/26/2013
Solving Limited-Memory Influence Diagrams Using Branch-and-Bound Search
A limited-memory influence diagram (LIMID) generalizes a traditional inf...
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01/30/2013
Solving POMDPs by Searching in Policy Space
Most algorithms for solving POMDPs iteratively improve a value function ...
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10/19/2012
Symbolic Generalization for On-line Planning
Symbolic representations have been used successfully in off-line plannin...
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06/13/2012
Sparse Stochastic Finite-State Controllers for POMDPs
Bounded policy iteration is an approach to solving infinite-horizon POMD...
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03/15/2012
Solving Multistage Influence Diagrams using Branch-and-Bound Search
A branch-and-bound approach to solving influ- ence diagrams has been pre...
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02/14/2012
Improving the Scalability of Optimal Bayesian Network Learning with External-Memory Frontier Breadth-First Branch and Bound Search
Previous work has shown that the problem of learning the optimal structu...
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02/14/2012