Courses Detail Information
STAT4510J – Bayesian Analysis
Credits: 4 credits
This course is about Bayesian statistical modelling and inference, and the related computational strategies and algorithms. Programming languages Julia, R and Stan are introduced.
Principles of Bayesian statistics, linear model, hierarchical model, generalized linear models, Bayesian network, MCMC, Gibbs and Metropolis-Hasting algorithms.