├── .gitignore ├── code ├── affairs.R ├── bayes.regress.R ├── bayes_factors.R ├── bayesian_linear_models.R ├── bayesian_multilevel_models.R ├── beauty_lm.R ├── bernoulli.likelihood.R ├── beta.distribution.R ├── beta.hpd.R ├── brms_coins.R ├── brms_demo.R ├── coin.R ├── coin.stan ├── coin_bernoulli.R ├── coin_bernoulli.stan ├── coin_bernoulli_ilogit.R ├── coin_bernoulli_ilogit.stan ├── coin_machine.R ├── coin_machine.stan ├── faithfulmix.R ├── gamma.R ├── gibbs.R ├── gibbs_.R ├── insulation.R ├── intro_bayes.R ├── invchisq.R ├── invgamma.R ├── me.R ├── metropolis.R ├── mu.diff.R ├── multilevel_glm.R ├── multilevel_linear.R ├── multilevel_lm.R ├── multilevel_mixtures.R ├── normal.R ├── normal.data.R ├── normalposterior.R ├── posterior.Ninvchisq.R ├── posterior.student.R ├── prior.Ninvchisq.R ├── regression.stan ├── regression_alt.stan ├── regression_stan.R ├── rejection.R ├── titanic.R ├── urn_model_script.R └── urnmodel.R ├── data ├── TitanicSurvival.csv ├── affairs.Rda ├── affairs.csv ├── co2data.csv ├── diagram.csv ├── faithful.csv ├── fake_rt.csv ├── insulation.csv ├── mathach.csv ├── owls.csv ├── penicillin.csv ├── science.csv └── sleepstudy.csv ├── gesis-48.Rproj ├── pdf ├── brief_mix.pdf ├── brief_zip.pdf ├── history.pdf ├── intro_logistic.pdf ├── intro_negbin.pdf ├── intro_poisson.pdf ├── introducing_bayesian_inference.pdf ├── introducing_mcmc.pdf ├── multilevel_coin_machine.pdf ├── multilevel_linear.pdf ├── probability_theory.pdf ├── statistical_data_analysis.pdf └── syllabus.pdf ├── readme.md ├── slides ├── apa.csl ├── history.tex ├── introducing_bayesian_inference.tex ├── introducing_bayesian_inference.toc ├── multilevel_linear.Rmd ├── probability_theory.Rmd ├── refs.bib ├── slides.cls ├── slides_preamble.tex ├── statistical_data_analysis.Rmd └── tikZfigs │ ├── beta.140.112.distribution.tex │ ├── beta.140.112.hpd.tex │ ├── beta.3.5.distribution.tex │ ├── beta.3.5.hpd.tex │ ├── binomial.likelihood.2.tex │ ├── binomial.likelihood.tex │ └── 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