Generalized Principal Component Analysis

Nonfiction, Science & Nature, Science, Other Sciences, System Theory, Computers, Application Software, Computer Graphics, Reference & Language, Reference
Cover of the book Generalized Principal Component Analysis by René Vidal, Yi Ma, Shankar Sastry, Springer New York
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: René Vidal, Yi Ma, Shankar Sastry ISBN: 9780387878119
Publisher: Springer New York Publication: April 11, 2016
Imprint: Springer Language: English
Author: René Vidal, Yi Ma, Shankar Sastry
ISBN: 9780387878119
Publisher: Springer New York
Publication: April 11, 2016
Imprint: Springer
Language: English

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 challenging task requires the development of new algebraic, geometric, statistical, and computational methods for efficient and robust estimation and segmentation of one or multiple subspaces. The book also presents interesting real-world applications of these new methods in image processing, image and video segmentation, face recognition and clustering, and hybrid system identification etc.

This book is intended to serve as a textbook for graduate students and beginning researchers in data science, machine learning, computer vision, image and signal processing, and systems theory. It contains ample illustrations, examples, and exercises and is made largely self-contained with three Appendices which survey basic concepts and principles from statistics, optimization, and algebraic-geometry used in this book.

René** Vidal** is a Professor of Biomedical Engineering and Director of the Vision Dynamics and Learning Lab at The Johns Hopkins University. 

Yi Ma is Executive Dean and Professor at the School of Information Science and Technology at ShanghaiTech University. S. Shankar Sastry is Dean of the College of Engineering, Professor of Electrical Engineering and Computer Science and Professor of Bioengineering at the University of California, Berkeley.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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 challenging task requires the development of new algebraic, geometric, statistical, and computational methods for efficient and robust estimation and segmentation of one or multiple subspaces. The book also presents interesting real-world applications of these new methods in image processing, image and video segmentation, face recognition and clustering, and hybrid system identification etc.

This book is intended to serve as a textbook for graduate students and beginning researchers in data science, machine learning, computer vision, image and signal processing, and systems theory. It contains ample illustrations, examples, and exercises and is made largely self-contained with three Appendices which survey basic concepts and principles from statistics, optimization, and algebraic-geometry used in this book.

René** Vidal** is a Professor of Biomedical Engineering and Director of the Vision Dynamics and Learning Lab at The Johns Hopkins University. 

Yi Ma is Executive Dean and Professor at the School of Information Science and Technology at ShanghaiTech University. S. Shankar Sastry is Dean of the College of Engineering, Professor of Electrical Engineering and Computer Science and Professor of Bioengineering at the University of California, Berkeley.

More books from Springer New York

Cover of the book An Introductory Course in Functional Analysis by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Microsurgical Reconstruction of the Extremities by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Tissue and Organ Regeneration in Adults by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Assistive Technology by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Science and Conservation in the Galapagos Islands by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Computational Electromagnetics by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Functional Status Measurement in Primary Care by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Emerging Themes in Cognitive Development by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Synaptic Mechanisms in the Auditory System by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Basic Confocal Microscopy by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Diffuse Lung Disease by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Opacity by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Biofilm Infections by René Vidal, Yi Ma, Shankar Sastry
Cover of the book Cyberterrorism by René Vidal, Yi Ma, Shankar Sastry
Cover of the book The Creation of Aesthetic Plastic Surgery by René Vidal, Yi Ma, Shankar Sastry
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy