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'Visualization in Bayesian workflow' by Gabry, Simpson, Vehtari, Betancourt, and Gelman. (JRSS discussion paper and code)

Visualization in Bayesian workflow

This repository contains all materials for the paper Visualization in Bayesian workflow:

Gabry, J. , Simpson, D. , Vehtari, A. , Betancourt, M. and Gelman, A. (2019),
Visualization in Bayesian workflow. J. R. Stat. Soc. A, 182: 389-402. doi:10.1111/rssa.12378

  • Published JRSS version: https://rss.onlinelibrary.wiley.com/doi/full/10.1111/rssa.12378
  • arXiv preprint: https://arxiv.org/pdf/1709.01449.pdf (includes Supplementary Materials in appendix)
  • bayesplot R package: https://mc-stan.org/bayesplot, https://github.com/stan-dev/bayesplot

Repository contents

  • bayes-vis.pdf: Latest draft of the paper as PDF.
  • bayes-vis.tex: Main tex file for the paper.
  • bayes-vis.R: R code for fitting the models and making plots.
  • bayes-vis.RData: Contains data needed in bayes-vis.R.
  • maps.R: R code for making maps.
  • stan directory: Contains Stan programs needed in bayes-vis.R.