[STA514] Bayesian Statistics I

Course IDSTA514
ProgramData Science
LevelBachelor, Master

As an introductory Bayesian statistics course, key concepts in conditional probability will be discussed at first. The topics expand to change of measure, Bayesian inference in both small and large samples, multi-parameter models, along with sequential approaches in Bayesian data analysis. Starting from Hierarchical models, sensitivity, randomization, and connections in Bayesian will also be discussed.

Students are expected to train a critical view on frequentist’s statistics in the context of Bayesian.