A Tutorial on Using The Wambs Checklist to Avoid The Misuse of Bayesian Statistics

R. van de Schoot, D. Veen, L. Smeets, S.D. Winter, Sarah Depaoli

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Abstract

Chapter 3 guides readers through the steps of the When-to-Worry-and-How-to-Avoid-the-Misuse-of-Bayesian-Statistics checklist (the WAMBS checklist) in order to provide background for other chapters in this book. This chapter supplements the original WAMBS checklist with prior and posterior predictive model checking. We also compare the performance of two popular Bayesian R packages, RStan and rjags. We show why using the Hamiltonian Monte Carlo procedure, available in RStan, is more efficient in small sample sizes. All data and the annotated R code to reproduce the results are available on the Open Science Framework.
Original languageEnglish
Title of host publicationSmall sample size solutions
Subtitle of host publicationA Guide for Applied Researchers and Practitioners
EditorsRens van de Schoot, Milica Miočevic
Place of PublicationLondon
PublisherRoutledge
Chapter3
Pages30-49
Edition1
ISBN (Electronic)9780429273872
ISBN (Print)9780367222222
DOIs
Publication statusPublished - 25 Feb 2020

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