Introduction to Bayesian Analysis (Sage Quantitative Research Kit)

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Introduction to Bayesian Analysis (Sage Quantitative Research Kit)

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  • 製本 Paperback:紙装版/ペーパーバック版
  • 言語 ENG
  • 商品コード 9781526428172
  • DDC分類 310

Full Description


Bayesian statistics is becoming increasingly popular in a variety of disciplines, as technology catches up with the theory. This book highlights the varieties of Bayesian analysis available to researchers and offers practical advice on how to apply these methods to your data. Topics include: * Statistical inference and estimation principles from a Bayesian perspective* Simulation methods for Bayesian statistics* Multivariate and Multilevel models* Using Stan softwarePart of The SAGE Quantitative Research Kit, this book will give you the know-how and confidence needed to succeed on your quantitative research journey.

Contents

IntroductionA brief review of the necessary probability distributions and their relationshipsStatistical inference and estimation principlesSimulation methods for Bayesian statisticsThe general linear model - Regression analysis.The exponential familyMultivariate and Multilevel modelsUsing Stata and JAGS for Bayesian Statistics

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