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 Roadmap to Sustainable Textiles and Clothing by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book New Media, Knowledge Practices and Multiliteracies by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Anti-reflection and Light Trapping in c-Si Solar Cells by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Social Media Marketing by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Progress in Advanced Computing and Intelligent Engineering by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book High Speed Railway Track Dynamics by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Chinese Students' Higher Achievement in Mathematics by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Tree-Based Convolutional Neural Networks by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Strengthening and Retrofitting of Existing Structures by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book In the Realm of the Senses by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Introduction to Methods of Approximation in Physics and Astronomy by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Practical Spirituality and Human Development by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Quantifying Resistance by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Nano-Engineered Cementitious Composites by Xiangyu Kong, Changhua Hu, Zhansheng Duan
Cover of the book Protein Reviews 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