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Dimensional reduction for a Bayesian filter

An adaptive strategy is proposed for reducing the number of unknowns in the calculation of a proposal distribution in a sequential Monte Carlo implementation of a Bayesian filter for nonlinear dynamics. The idea is to solve only in directions in which the dynamics is expanding, found adaptively; thi...

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Bibliographic Details
Main Authors: Chorin, Alexandre J., Krause, Paul
Format: Artigo
Language:Inglês
Published: National Academy of Sciences 2004
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC524072/
https://ncbi.nlm.nih.gov/pubmed/15469917
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.0406222101
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