Journal
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY
Volume 182, Issue 2, Pages 389-402Publisher
OXFORD UNIV PRESS
DOI: 10.1111/rssa.12378
Keywords
Bayesian data analysis; Statistical graphics; Statistical workflow
Funding
- Sloan Foundation
- Columbia University
- US National Science Foundation
- Institute for Education Sciences
- Office of Naval Research
- Defense Advanced Research Projects Agency
Ask authors/readers for more resources
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.
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