This textbook provides a step-by-step introduction to the tools and principles of high-dimensional statistics. Each chapter is complemented by numerous exercise

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

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

The contents of The R Software are presented so as to be both comprehensive and easy for the reader to use. Besides its application as a self-learning text, thi

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