Principal Component Analysis Networks and Algorithms

Nonfiction, Computers, Advanced Computing, Engineering, Computer Vision, Artificial Intelligence, General Computing
Cover of the book Principal Component Analysis Networks and Algorithms by Xiangyu Kong, Changhua Hu, Zhansheng Duan, Springer Singapore
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Xiangyu Kong, Changhua Hu, Zhansheng Duan ISBN: 9789811029158
Publisher: Springer Singapore Publication: January 9, 2017
Imprint: Springer Language: English
Author: Xiangyu Kong, Changhua Hu, Zhansheng Duan
ISBN: 9789811029158
Publisher: Springer Singapore
Publication: January 9, 2017
Imprint: Springer
Language: English

This book not only provides a comprehensive introduction to neural-based PCA methods in control science, but also presents many novel PCA algorithms and their extensions and generalizations, e.g., dual purpose, coupled PCA, GED, neural based SVD algorithms, etc. It also discusses in detail various analysis methods for the convergence, stabilizing, self-stabilizing property of algorithms, and introduces the deterministic discrete-time systems method to analyze the convergence of PCA/MCA algorithms. Readers should be familiar with numerical analysis and the fundamentals of statistics, such as the basics of least squares and stochastic algorithms. Although it focuses on neural networks, the book only presents their learning law, which is simply an iterative algorithm. Therefore, no a priori knowledge of neural networks is required. This book will be of interest and serve as a reference source to researchers and students in applied mathematics, statistics, engineering, and other related fields.

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

This book not only provides a comprehensive introduction to neural-based PCA methods in control science, but also presents many novel PCA algorithms and their extensions and generalizations, e.g., dual purpose, coupled PCA, GED, neural based SVD algorithms, etc. It also discusses in detail various analysis methods for the convergence, stabilizing, self-stabilizing property of algorithms, and introduces the deterministic discrete-time systems method to analyze the convergence of PCA/MCA algorithms. Readers should be familiar with numerical analysis and the fundamentals of statistics, such as the basics of least squares and stochastic algorithms. Although it focuses on neural networks, the book only presents their learning law, which is simply an iterative algorithm. Therefore, no a priori knowledge of neural networks is required. This book will be of interest and serve as a reference source to researchers and students in applied mathematics, statistics, engineering, and other related fields.

More books from Springer Singapore

Cover of the book International Relations and Asia’s Southern Tier by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Selected Papers from the Asia Conference on Economics & Business Research 2015 by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Shadow Banking and the Rise of Capitalism in China by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Linear Synchronous Machines by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Single Frequency Semiconductor Lasers by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Proceedings of 2017 Chinese Intelligent Systems Conference by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Photofunctional Rare Earth Hybrid Materials by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Fundamental Fluid Mechanics and Magnetohydrodynamics by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Steel Structures Design Based on Eurocode 3 by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Eco-development in China by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Medical Imaging Technology by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Lung Disease Associated with Rheumatoid Arthritis by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Changing Trends in Japan's Employment and Leisure Activities by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Hematological Disorders in Children by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Glycobiophysics by Xiangyu Kong, Changhua Hu, Zhansheng Duan
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