Advanced Statistical Computing

STA863

Advanced numerical methods and algorithms for statistical computing, emphasizing techniques relevant to modern Bayesian statistical research. Topics drawn from: numerical linear algebra, optimization, advanced Monte Carlo simulation and integration, approximate Bayesian computation, variational methods, belief propagation, distributed computing, and other areas of current research. Prerequisite: STA831, STA832. 3 units.