Bayesian Statistical Methods : With Applications to Machine Learning (Hardcover, 2 ed)

Preface?1?Basics of?Bayesian inference??2???From?prior?information?to?posterior?inference? 3?Computational approaches?4?Linear models 5?Hypothesis testing 6?Model selection and diagnostics 7 Case studies using hierarchical modeling 8 Machine learning 9?Statistical properties of Bayesian methods? Appendices Bibliography?Index