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

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

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

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

This book features research contributions from The Abel Symposium on Statistical Analysis for High Dimensional Data, held in Nyvågar, Lofoten, Norway, in May 2