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General-Purpose MCMC and SMC Samplers and Tools for Bayesian Statistics

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Make a function to show the sensitivity of a model output on the parameters in the MCMC sample, as well as their contribution to the output uncertainty.

From CRAN: For your next version: Can you provide some references in the 'Description' field of your DESCRIPTION file in the form authors (year) or (no space after 'doi:' and...

wontfix

The thin argument in the samplers is not properly passed on, e.g. ``` library(BayesianTools) ll

enhancement

At them moment, if iterations = 10, then the likelihood will be divided in 10 equal chunks that are used for the iterative filtering. There was the idea to make...

enhancement

The treatment of the parallel option is not properly encapsulated, e.g. ``` tmp

enhancement

Currently, only internal calculations of the MCMC samplers use parallelization, the nrChains call is not automatically parallelized. The current workaround for a slow model, running 3 chains is - start...

Following discussion here http://stats.stackexchange.com/questions/209810/computation-of-the-marginal-likelihood-from-mcmc-samples/210196 see also http://stats.stackexchange.com/questions/44972/what-is-the-difference-between-laplace-approximation-and-modified-harmonic-me

Benchmark against the sampler of https://cran.r-project.org/web/packages/spBayes/index.html

See http://stats.stackexchange.com/questions/242564/dic-vs-ped-in-jags

enhancement

SMC doesn't record the time - adjust the SMC to record the same info as all the samplers. In general, I think it would be good to have an extra...