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10.1371/journal.pone.0173453

http://scihub22266oqcxt.onion/10.1371/journal.pone.0173453
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C5354282!5354282!28301529
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suck abstract from ncbi

pmid28301529      PLoS+One 2017 ; 12 (3): ä
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  • Applying diffusion-based Markov chain Monte Carlo #MMPMID28301529
  • Herbei R; Paul R; Berliner LM
  • PLoS One 2017[]; 12 (3): ä PMID28301529show ga
  • We examine the performance of a strategy for Markov chain Monte Carlo (MCMC) developed by simulating a discrete approximation to a stochastic differential equation (SDE). We refer to the approach as diffusion MCMC. A variety of motivations for the approach are reviewed in the context of Bayesian analysis. In particular, implementation of diffusion MCMC is very simple to set-up, even in the presence of nonlinear models and non-conjugate priors. Also, it requires comparatively little problem-specific tuning. We implement the algorithm and assess its performance for both a test case and a glaciological application. Our results demonstrate that in some settings, diffusion MCMC is a faster alternative to a general Metropolis-Hastings algorithm.
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