Generalized Principal Component Analysis

(4.5/5) - 383 ratings
Authors: René Vidal, Yi Ma, Shankar Sastry
Publisher: Springer
Genre: Unknown
Pages: 566
Language: english
Year: 2016
ISBN 10: 0387878106
ISBN 13: 978-0-387-87811-9
Series: Interdisciplinary applied mathematics 40
Edition: 1st ed.
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Synopsis

This book provides a comprehensive introduction to the latest advances in the mathematical theory and computational tools for modeling high-dimensional data drawn from one or multiple low-dimensional subspaces (or manifolds) and potentially corrupted by noise, gross errors, or outliers. This...