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

Connects fundamental mathematical theory with real-world problems, through efficient and scalable optimization algorithms.

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

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

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