Interactive MCMC objects

Richard D. Morey

The BayesFactor package allows the sampling from the posterior distribution of specific models within a variety of designs. Using the BayesFactor and knitr together, we can create HTML documents that contain interactive MCMC results, such as the one below (or, in fact, any mcmc object):

data(puzzles)
bf = lmBF(RT ~ shape*color + ID, whichRandom="ID", data = puzzles)
chains = posterior(bf, iterations = 1000)

If we simply plot the chains object, we will see the same output we would get in R:

plot(chains)

(plots omitted) Although this is sometimes useful to have all these plots at once, for MCMC objects this is quite inconvenient, because there are several plots for each parameter. It would be useful to be able to have a better interface than simply scrolling through the plots.

If we use the BayesFactorExtras package inside our knitr-compiled R markdown document, then we can simply print the object to get a user-friendly interface for viewing our MCMC chains. The parameter list is filterable, and scrolling through large numbers of parameters is easy.

library(BayesFactorExtras)

chains

Samples from model RT ~ shape * color + ID

Note that by default, the BayesFactorExtras package will include a link for anyone to download the mcmc object (see above). This object contains the data, and will allow anyone to recompute the MCMC results in the document. If you want to disable the possibility of downloading the data, turn the option off first with:

options(BFEknitrDownload = FALSE)

Objects printed after this option is turned off will not contain a link to download the data.

Interactive plots can be had by setting the option BFEmcmcPlotType to interactive, like so:

options( BFEmcmcPlotType = "interactive" )

Other options are svg, png, and jpg.

This will yield an interactive plot that allows scrolling and zooming of the MCMC chain, as well as changing the kernel density estimator bandwidth via scrolling over the histogram.

chains

Samples from model RT ~ shape * color + ID

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This document was compiled with version 0.9.10-1 of BayesFactor and 0.1 of BayesFactorExtras (R version 3.1.2 (2014-10-31) on x86_64-apple-darwin13.4.0)