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portada Principal Component Analysis Networks and Algorithms
Type
Physical Book
Author
Publisher
Language
English
Pages
323
Format
Paperback
Dimensions
23.4x15.6x1.8 cm
Weight
0.49 kg.
ISBN13
9789811097386
Categories

Principal Component Analysis Networks and Algorithms

Changhua Hu (Author) · Xiangyu Kong (Author) · Zhansheng Duan (Author) · Springer · Paperback

Principal Component Analysis Networks and Algorithms - Kong, Xiangyu ; Hu, Changhua ; Duan, Zhansheng

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Synopsis "Principal Component Analysis Networks and Algorithms"

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.

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