## Applied Bayesian Statistics: With R and OpenBUGS ExamplesThis book is based on over a dozen years teaching a Bayesian Statistics course. The material presented here has been used by students of different levels and disciplines, including advanced undergraduates studying Mathematics and Statistics and students in graduate programs in Statistics, Biostatistics, Engineering, Economics, Marketing, Pharmacy, and Psychology. The goal of the book is to impart the basics of designing and carrying out Bayesian analyses, and interpreting and communicating the results. In addition, readers will learn to use the predominant software for Bayesian model-fitting, R and OpenBUGS. The practical approach this book takes will help students of all levels to build understanding of the concepts and procedures required to answer real questions by performing Bayesian analysis of real data. Topics covered include comparing and contrasting Bayesian and classical methods, specifying hierarchical models, and assessing Markov chain Monte Carlo output.
Kate Cowles taught Suzuki piano for many years before going to graduate school in Biostatistics. Her research areas are Bayesian and computational statistics, with application to environmental science. She is on the faculty of Statistics at The University of Iowa. |

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### Contents

1 | |

Chapter
2 Review of Probability | 12 |

Estimatinga Population Proportion | 25 |

Chapter
4 Inference for a Population Proportion | 48 |

Chapter
5 Special Considerations in Bayesian Inference | 67 |

Chapter
6 Other OneParameter Models and Their Conjugate Priors | 80 |

Introduction to Multiparameter Models | 101 |

Markov Chain Monte Carlo | 111 |

Chapter
9 Hierarchical Models and More on Convergence Assessment | 146 |

Chapter
10 Regression and Hierarchical Regression Models | 179 |

Chapter
11 Model Comparison Model Checking and Hypothesis Testing | 206 |

Tables of Probability Distributions | 225 |

227 | |

230 | |

### Other editions - View all

Applied Bayesian Statistics: With R and OpenBUGS Examples Mary Kathryn Cowles No preview available - 2013 |

Applied Bayesian Statistics: With R and OpenBUGS Examples Mary Kathryn Cowles No preview available - 2011 |