Articles with "gibbs sampler" as a keyword



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A Gibbs Sampler for a Class of Random Convex Polytopes

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Published in 2021 at "Journal of the American Statistical Association"

DOI: 10.1080/01621459.2021.1881523

Abstract: Abstract We present a Gibbs sampler for the Dempster–Shafer (DS) approach to statistical inference for categorical distributions. The DS framework extends the Bayesian approach, allows in particular the use of partial prior information, and yields… read more here.

Keywords: random convex; gibbs sampler; convex polytopes; class random ... See more keywords
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Rejoinder—A Gibbs Sampler for a Class of Random Convex Polytopes

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Published in 2021 at "Journal of the American Statistical Association"

DOI: 10.1080/01621459.2021.1945458

Abstract: We are very grateful to all commenters for their stimulating remarks, questions, as well as useful pointers to the literature which span a wide range of statistical methods over decades of research. We have neither… read more here.

Keywords: random convex; gibbs sampler; sampler class; convex polytopes ... See more keywords
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A navigation satellite selection algorithm for optimized positioning based on Gibbs sampler

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Published in 2020 at "International Journal of Distributed Sensor Networks"

DOI: 10.1177/1550147720929620

Abstract: In various applications of satellite navigation and positioning, it is a key topic to select suitable satellites for positioning solutions to reduce the computational burden of the receiver in satellite selection system. Moreover, in order… read more here.

Keywords: satellite; selection algorithm; gibbs sampler; satellite selection ... See more keywords
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Markov chain Monte Carlo Gibbs sampler approach for estimating haplotype frequencies among multiple malaria infected human blood samples

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Published in 2021 at "Malaria Journal"

DOI: 10.1186/s12936-021-03841-9

Abstract: Background Malaria patients can have two or more haplotypes in their blood sample making it challenging to identify which haplotypes they carry. In addition, there are challenges in measuring the type and frequency of resistant… read more here.

Keywords: sampler; blood samples; gibbs sampler; moi ... See more keywords
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A Hybrid Scan Gibbs Sampler for Bayesian Models with Latent Variables

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Published in 2021 at "Statistical Science"

DOI: 10.1214/20-sts788

Abstract: Gibbs sampling is a widely popular Markov chain Monte Carlo algorithm that can be used to analyze intractable posterior distributions associated with Bayesian hierarchical models. There are two standard versions of the Gibbs sampler: The… read more here.

Keywords: gibbs sampler; hybrid scan; scan gibbs; latent variables ... See more keywords
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Convergence rates for a hierarchical Gibbs sampler

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Published in 2017 at "Bernoulli"

DOI: 10.3150/15-bej758

Abstract: We establish results for the rate of convergence in total variation of a particular Gibbs sampler to its equilibrium distribution. This sampler is for a Bayesian inference model for a gamma random variable, whose only… read more here.

Keywords: sampler; gibbs sampler; convergence rates; rates hierarchical ... See more keywords