Efficient POMDP Forward Search by Predicting the Posterior Belief Distribution

Online, forward-search techniques have demonstrated promising results for solving problems in partially observable environments. These techniques depend on the ability to efficiently search and evaluate the set of beliefs reachable from the current belief. However, enumerating or sampling action-obs...

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Bibliographic Details
Main Authors: Roy, Nicholas, He, Ruijie
Other Authors: Nicholas Roy
Published: 2009
Online Access:http://hdl.handle.net/1721.1/46820