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Adaptive Mixture Modelling Metropolis Methods for Bayesian Analysis of Non-linear State-Space Models

We describe a strategy for Markov chain Monte Carlo analysis of non-linear, non-Gaussian state-space models involving batch analysis for inference on dynamic, latent state variables and fixed model parameters. The key innovation is a Metropolis-Hastings method for the time series of state variables...

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Main Authors: Niemi, Jarad, West, Mike
格式: Artigo
語言:Inglês
出版: 2010
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC2887612/
https://ncbi.nlm.nih.gov/pubmed/20563281
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