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Doing bayesian data analysis: a tutorial introduction with r and bugs

Doing bayesian data analysis: a tutorial introduction with r and bugs

Autor: John, Kruschke
Editorial: ELSEVIER
Planes: 653
Edició: 1a edició
Data edició: 01-12-2010
ISBN: 9780123814852
Preu: 99 €

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There is an explosion of interest in Bayesian statistics, primarily because recently created computational methods have finally made Bayesian analysis obtainable to a wide audience. Doing Bayesian Data Analysis, A Tutorial Introduction with R and BUGS 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. The text delivers comprehensive coverage of all scenarios addressed by non-Bayesian textbooks--t-tests, analysis of variance (ANOVA) and comparisons in ANOVA, multiple regression, and chi-square (contingency table analysis).
This book is intended for first year graduate students or advanced undergraduates. It provides a bridge between undergraduate training and modern Bayesian methods for data analysis, which is becoming the accepted research standard. Prerequisite is knowledge of algebra and basic calculus.
Accessible, including the basics of essential concepts of probability and random sampling
Examples with R programming language and BUGS software
Comprehensive coverage of all scenarios addressed by non-bayesian textbooks- t-tests, analysis of variance (ANOVA) and comparisons in ANOVA, multiple regression, and chi-square (contingency table analysis).
Coverage of experiment planning
R and BUGS computer programming code on website
video's that correspond to various parts of the book
exercises have explicit purposes and guidelines for accomplishment

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