Doing Bayesian data analysis : a tutorial with R, JAGS, and stan /
John Kruschke.
Bok Engelsk 2015 John K. Kruschke,· Electronic books
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Utgitt | Amsterdam : Elsevier , cop. 2015
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Omfang | 1 online resource (xii, 759 pages ) : illustrations ;
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Utgave | 2E [edition].
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Opplysninger | Bibliographic Level Mode of Issuance: Monograph. - 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.. - Provides an accessible approach to Bayesian data analysis, as material is explained clearly with concrete examples. The book begins with the basics, including essential concepts of probability and random sampling, and gradually progresses to advanced hierarchical modeling methods for realistic data.
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Emner | Bayesian statistical decision theory.
R (Computer program language) Mathematical Statistics Mathematics Vis mer... Physical Sciences & Mathematics
dataprogrammering bayes-analyse statistikk analyse sannsynlighetsregning |
Sjanger | |
Dewey | |
ISBN | 0124058884. - 9780124058880
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Doing Bayesian data analysis : a tutorial with R, JAGS, and stan /
John K. Kruschke
John Kruschke.
Bok · Engelsk · 2011
John K. Kruschke
John Kruschke.
Bok · Engelsk · 2011