Introduction to Bayesian Statistics

Catalog description

An introduction to Bayesian data analysis and statistical inference. Topics include single and multiple Bayesian models, hierarchical models, Bayesian linear regression models. The course will also consider computational methods related to Bayesian inference such as Markov Chain Monte Carlo methods. Emphasis is placed on both theoretical understanding and practical implementation using statistical software.