Doing Bayesian data analysis : a tutorial with R, JAGS, and Stan /: a tutorial with R, JAGS, and Stan. ([2015])

• Record Type: Book
• Further Information: Note: John K. Kruschke.
• Authors: Kruschke, John K.m
• Contents: What's in this book (Read this first!) -- Part I The basics: models, probability, Bayes' rule and r: Introduction: credibility, models, and parameters; The R programming language; What is this stuff called probability?; Bayes' rule -- Part II All the fundamentals applied to inferring a binomila probability: Inferring a binomial probability via exact mathematical analysis; Markov chain Monte Carlo; JAGS; Hierarchical models; Model comparison and hierarchical modeling; Null hypothesis significance testing; Bayesian approaches to testing a point ("Null") hypothesis; Goals, power, and sample size; Stan -- Part III The generalized linear model: Overview of the generalized linear model; Metric-predicted variable on one or two groups; Metric predicted variable with one metric predictor; Metric predicted variable with multiple metric predictors; Metric predicted variable with one nominal predictor; Metric predicted variable with multiple nominal predictors; Dichotomous predicted variable; Nominal predicted variable; Ordinal predicted variable; Count predicted variable; Tools in the trunk -- Bibliography -- Index.
• Edition: Second edition
• Publisher Details: San Diego, CA : Academic Press
• Publication Date: 2015
• Extent: 1 online resource, illustrations
• Subjects: 519.542; Bayesian statistical decision theory; R (Computer program language); Bayesian statistical decision theory; R (Computer program language); Bayes-Entscheidungstheorie; R
• Languages: English
• ISBNs: 9780124059160; 0124059163
• Related ISBNs: 9780124058880; 0124058884
• Notes: Note: Includes bibliographical references.; Note: Print version record.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.