orellfuessli.ch

Doing Bayesian Data Analysis

A Tutorial with R, JAGS, and Stan

Doing Bayesian Data Analysis: A Tutorial with R, JAGS, and Stan, Second Edition provides an accessible approach for conducting Bayesian data analysis, as material is explained clearly with concrete examples. Included are step-by-step instructions on how to carry out Bayesian data analyses in the popular and free software R and WinBugs, as well as new programs in JAGS and Stan. The new programs are designed to be much easier to use than the scripts in the first edition. In particular, there are now compact high-level scripts that make it easy to run the programs on your own data sets.
The book is divided into three parts and begins with the basics: models, probability, Bayes' rule, and the R programming language. The discussion then moves to the fundamentals applied to inferring a binomial probability, before concluding with chapters on the generalized linear model. Topics include 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; and metric-predicted variable with multiple nominal predictors. The exercises found in the text have explicit purposes and guidelines for accomplishment.
This book is intended for first-year graduate students or advanced undergraduates in statistics, data analysis, psychology, cognitive science, social sciences, clinical sciences, and consumer sciences in business.
Accessible, including the basics of essential concepts of probability and random sampling
Examples with R programming language and JAGS 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 JAGS computer programming code on website
Exercises have explicit purposes and guidelines for accomplishment
Provides step-by-step instructions on how to conduct Bayesian data analyses in the popular and free software R and WinBugs
Rezension
"Both textbook and practical guide, this work is an accessible account of Bayesian data analysis starting from the basics.This edition is truly an expanded work and includes all new programs in JAGS and Stan designed to be easier to use than the scripts of the first edition, including when running the programs on your own data sets." -- MAA Reviews, Doing Bayesian Data Analysis, Second Edition
"fills a gaping hole in what is currently available, and will serve to create its own market Prof. Michael Lee, U. of Cal., Irvine; pres. Society for Mathematical Psych. "has the potential to change the way most cognitive scientists and experimental psychologists approach the planning and analysis of their experiments" Prof. Geoffrey Iverson, U. of Cal., Irvine; past pres. Society for Mathematical Psych. "better than others for reasons stylistic.... buy it -- it's truly amazin'! James L. (Jay) McClelland, Lucie Stern Prof. & Chair, Dept. of Psych., Stanford U. "the best introductory textbook on Bayesian MCMC techniques" J. of Mathematical Psych. "potential to change the methodological toolbox of a new generation of social scientists" J. of Economic Psych. "revolutionary" British J. of Mathematical and Statistical Psych. "writing for real people with real data. From the very first chapter, the engaging writing style will get readers excited about this topic" PsycCritiques
… weiterlesen
Beschreibung

Produktdetails


Einband gebundene Ausgabe
Seitenzahl 776
Erscheinungsdatum 01.01.2015
Sprache Englisch
ISBN 978-0-12-405888-0
Reihe Academic Press
Verlag Elsevier LTD, Oxford
Maße (L/B/H) 241/195/45 mm
Gewicht 1762
Abbildungen Approx. 175 illustrations
Auflage 2nd revised edition.
Buch (gebundene Ausgabe, Englisch)
Fr. 99.00
inkl. gesetzl. MwSt.
Versandfertig innert 3 - 5 Werktagen
Versandkostenfrei
Lieferung zur Abholung in Ihre Buchhandlung möglich – Verfügbarkeit prüfen
Premium Card
Fr. 99.00 Umsatz sammeln
Weitere Informationen

Andere Kunden interessierten sich auch für

  • 41318599
    Germany and the Second World War 5 / 2
    von Hans Umbreit
    Buch (Taschenbuch)
    Fr. 78.90
  • 22554931
    Bayesian Artificial Intelligence
    von Ann E. Nicholson
    Buch (gebundene Ausgabe)
    Fr. 129.90
  • 54619015
    Thirteen Reasons Why. TV Tie-In
    von Jay Asher
    Buch (Taschenbuch)
    Fr. 16.90
  • 43234654
    Statistical Rethinking
    von Richard McElreath
    Buch (gebundene Ausgabe)
    Fr. 111.00
  • 43831163
    A Court of Wings and Ruin
    von Sarah J. Maas
    (4)
    Buch (Taschenbuch)
    Fr. 15.90
  • 43564382
    Milk and Honey
    von Rupi Kaur
    (3)
    Buch (Taschenbuch)
    Fr. 18.90
  • 23361882
    Thirteen Reasons Why
    von Jay Asher
    Schulbuch (Taschenbuch)
    Fr. 12.90
  • 32281116
    English G Access - Allgemeine Ausgabe / Band 1: 5. Schuljahr - Workbook mit Audio-Materialien und MyBook
    von Jennifer Seidl
    Schulbuch (Taschenbuch)
    Fr. 11.40
  • 40486747
    Lord of Shadows
    von Cassandra Clare
    Buch (Taschenbuch)
    Fr. 24.90
  • 29358095
    English G LIGHTHOUSE - Allgemeine Ausgabe / Band 1: 5. Schuljahr - Workbook mit Audio-Materialien
    von Sydney Thorne
    Schulbuch (Taschenbuch)
    Fr. 11.90

Kundenbewertungen


Es wurden noch keine Bewertungen geschrieben.

Wird oft zusammen gekauft

Doing Bayesian Data Analysis

Doing Bayesian Data Analysis

von John K. Kruschke

Buch (gebundene Ausgabe, Englisch)
Fr. 99.00
+
=
Do Less, Get More

Do Less, Get More

von Sháá Wasmund

Buch (Taschenbuch)
Fr. 19.90
+
=

für

Fr. 118.90

inkl. gesetzl. MwSt.

Alle kaufen

Verfügbarkeit in Ihrer Buchhandlung prüfen

Filialabholung: Ihre Vorteile
  1. Bereits Online prüfen, ob Ihr gewünschtes Buch in der Filiale vorrätig ist
  2. Bestellen Sie Online und lassen Sie Ihre Artikel zur Abholung in die Filiale vor Ort liefern
  3. Artikel, die zur Filialabholung bestellt wurden, können in der Filiale bezahlt werden.
  4. Falsches Buch bestellt? Retournieren Sie ihre gekauften Bücher kostenfrei in der Filiale