Visualization in Bayesian workflow

5 Sep 2017  ·  Jonah Gabry, Daniel Simpson, Aki Vehtari, Michael Betancourt, Andrew Gelman ·

Bayesian data analysis is about more than just computing a posterior distribution, and Bayesian visualization is about more than trace plots of Markov chains. Practical Bayesian data analysis, like all data analysis, is an iterative process of model building, inference, model checking and evaluation, and model expansion... Visualization is helpful in each of these stages of the Bayesian workflow and it is indispensable when drawing inferences from the types of modern, high-dimensional models that are used by applied researchers. read more

PDF Abstract


  Add Datasets introduced or used in this paper