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Bayesian computation (MCMC)

2014
AbstractThis chapter provides a detailed introduction to modern Bayesian computation. The Metropolis–Hastings algorithm is illustrated using a simple example of distance estimation between two sequences. A number of generic Markov chain Monte Carlo (MCMC) proposal moves are described, and the calculation of their proposal ratios is illustrated.
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Hierarchical MCMC Sampling

2004
We maintain that the analysis and synthesis of random fields is much faster in a hierarchical setting. In particular, complicated long-range interactions at a fine scale become progressively more local (and therefore more efficient) at coarser levels. The key to effective coarse-scale activity is the proper model definition at those scales. This can be
openaire   +1 more source

MCMC

2008
Shashi Shekhar, Hui Xiong
openaire   +1 more source

On MCMC sampling in self-exciting integer-valued threshold time series models

Computational Statistics and Data Analysis, 2022
Kai Yang, Xiaogang Dong
exaly  

MCMC algorithms for Subset Simulation

Probabilistic Engineering Mechanics, 2015
Iason Papaioannou   +2 more
exaly  

A tutorial on adaptive MCMC

Statistics and Computing, 2008
Christophe Andrieu
exaly  

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