This a statistical special topic talk that shows how to run simple Bayesian analyses for standard statistical tests. It covers t-tests, ANOVA, regression, frequency analysis, generalized linear mixed models, and survival analysis. This video was created by the Research Design, Compliance and Data Management Core on behalf of TRANSCEND.
-----------References------------
[1] https://github.com/MWilliamson1247/Statistical-Module-Resources/blob/main/Bayesian%20Methods%20for%20That%20Examples.Rmd
[2] https://cran.r-project.org/web/packages/rstanarm/vignettes/rstanarm.html
[3] https://rstudio-pubs-static.s3.amazonaws.com/454698_321332f02c72463693bf7a974774017d.html
[4] https://cran.r-project.org/web/packages/bridgesampling/vignettes/bridgesampling_stan_ttest.html
[5] https://cran.r-project.org/web/packages/BayesFactor/vignettes/manual.html
[6] https://learningstatisticswithr.com/book/bayes.html#bayesregression
[7] https://michael-franke.github.io/Bayesian-Regression/practice-sheets/01b-regression-BRMS.html
[8] https://www.bayesrulesbook.com/chapter-8.html
[9] https://search.r-project.org/CRAN/refmans/bayesreg/html/bayesreg-package.html
[10]https://github.com/richarddmorey/BayesFactor/issues/169
[11]https://mspeekenbrink.github.io/sdam-r-companion/bayesian-hypothesis-testing-with-bayes-factors.html
[12]https://becarioprecario.bitbucket.io/inla-gitbook/ch-survival.html#non-parametric-estimation-of-the-survival-curve
[13]https://www.jstatsoft.org/article/view/v085i04
[14]https://besjournals.onlinelibrary.wiley.com/doi/full/10.1111/2041-210X.14498
[15]https://link.springer.com/chapter/10.1007/978-3-319-59650-1_24