1 Describe the fundamental differences between the Bayesian and frequentist approaches to statistics. 2 Construct conjugate families of prior distributions for common sampling distributions. 3 Explain ...

An introduction to computational Bayesian statistics cooked to perfection, with the right mix of ingredients ... And spiced up with critical perspectives on some common practices and a healthy focus ...

The methods taught on the course are designed to be compatible with the recent guidance issued by the National Institute for Health and Clinical Excellence (NICE) and similar bodies worldwide, ...

and good modelling skills are important for applied mathematicians and statisticians alike. With the advent of modern Bayesian statistics, we have excellent tools how to estimate the parameters of a ...

In nonparametric and high-dimensional statistical models, the classical Gauss-Fisher ... nonparametric likelihood methods and Bayesian nonparametrics. The book will be exceptionally useful for a great ...