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Synopsis
This balanced and comprehensive study presents the theory, methods and applications of matrix analysis in a new theoretical framework, allowing readers to understand second-order and higher-order matrix analysis in a completely new light. Alongside the core subjects in matrix analysis, such as singular value analysis, the solution of matrix equations and eigenanalysis, the author introduces new applications and perspectives that are unique to this book. The very topical subjects of gradient analysis and optimization play a central role here. Also included are subspace analysis, projection analysis and tensor analysis, subjects which are often neglected in other books. Having provided a solid foundation to the subject, the author goes on to place particular emphasis on the many applications matrix analysis has in science and engineering, making this book suitable for scientists, engineers and graduate students alike.
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Book Description
This balanced and comprehensive study presents the theory, methods and applications of matrix analysis in a new theoretical framework. The author also covers often neglected subjects, such as subspace analysis, projection analysis and tensor analysis, and even tackles the topical subject matter of gradient analysis and optimization.
About the Author
Xian-Da Zhang is Professor Emeritus in the Department of Automation at Tsinghua University, Beijing. He was a Distinguished Professor at Xidian University, Xi'an, China - a post awarded by the Ministry of Education of China, and funded by the Ministry of Education of China and the Cheung Kong Scholars Programme - from 1999 to 2002. His areas of research include signal processing, pattern recognition, machine learning and related applied mathematics. He has published over 120 international journal and conference papers, and seven books in Chinese. He taught the graduate course 'Matrix Analysis and Applications' at Tsinghua University from 2004 to 2011.
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- PublisherCambridge University Press
- Publication date2017
- ISBN 10 1108417418
- ISBN 13 9781108417419
- BindingHardcover
- LanguageEnglish
- Edition number1
- Number of pages756
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Matrix Analysis and Applications
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