An integrated package of powerful probabilistic tools and key applications in modern mathematical data science.

Praise for the first edition: "[This book] succeeds singularly at providing a structured introduction to this active field of research. ... it is arguably the m

A coherent introductory text from a groundbreaking researcher, focusing on clarity and motivation to build intuition and understanding.

Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed ac

Connecting theory with practice, this systematic and rigorous introduction covers the fundamental principles, algorithms and applications of key mathematical mo