Introduction to Bayesian Analysis

Probability Theory and Bayes' Rule

Single-Parameter Models

Multi-Parameter Models

Model Checking and Improvement

Hierarchical Models

Regression Models

Bayesian Computation

Advanced Techniques in Bayesian Data Analysis

Real-world Applications of Bayesian Analysis

Bayesian Data Analysis is a comprehensive guide to the theory and practical application of Bayesian statistical analysis. It provides detailed explanations and examples of Bayesian inference, model building, and decision theory. The book also presents posterior simulation techniques and model-checking methods for practical usage.

non_fiction

science

Bayesian Data Analysis