High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications

by John Wright and Yi Ma

Connecting theory with practice, this systematic and rigorous introduction covers the fundamental principles, algorithms and applications of key mathematical models for high-dimensional data analysis. Comprehensive in its approach, it provides unified coverage of many different low-dimensional models and analytical techniques, including sparse and low-rank models, and both convex and non-convex formulations. Readers will learn how to develop efficient...

• Format: Hardcover
• Language: English
• ISBN: 1108489737
• ISBN13: 9781108489737
• Release Date: April 2022
• Publisher: Cambridge University Press
• Length: 650 Pages
• Weight: 3.10 lbs.
• Dimensions: 1.4" x 7.0" x 9.8"