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The Resource Principal component analysis networks and algorithms, Xiangyu Kong, Changhua Hu, Zhansheng Duan

Principal component analysis networks and algorithms, Xiangyu Kong, Changhua Hu, Zhansheng Duan

Label
Principal component analysis networks and algorithms
Title
Principal component analysis networks and algorithms
Statement of responsibility
Xiangyu Kong, Changhua Hu, Zhansheng Duan
Creator
Contributor
Author
Subject
Language
eng
Summary
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
Member of
Cataloging source
N$T
http://library.link/vocab/creatorName
Kong, Xiangyu
Dewey number
519.5/354
Index
no index present
LC call number
QA278.5
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Hu, Changhua
  • Duan, Zhansheng
http://library.link/vocab/subjectName
  • Principal components analysis
  • Engineering
  • Computational Intelligence
  • Pattern Recognition
  • Mathematical Models of Cognitive Processes and Neural Networks
  • Statistical Theory and Methods
  • Algorithm Analysis and Problem Complexity
  • Signal, Image and Speech Processing
Label
Principal component analysis networks and algorithms, Xiangyu Kong, Changhua Hu, Zhansheng Duan
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Eigenvalue and singular value decomposition -- Principal component analysis neural networks -- Minor component analysis neural networks -- Dual purpose methods for principal and minor component analysis -- Deterministic discrete time system for PCA or MCA methods -- Generalized feature extraction method -- Coupled principal component analysis -- Singular feature extraction neural networks
Dimensions
unknown
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9789811029158
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-981-10-2915-8
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
ocn968211913
Label
Principal component analysis networks and algorithms, Xiangyu Kong, Changhua Hu, Zhansheng Duan
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Eigenvalue and singular value decomposition -- Principal component analysis neural networks -- Minor component analysis neural networks -- Dual purpose methods for principal and minor component analysis -- Deterministic discrete time system for PCA or MCA methods -- Generalized feature extraction method -- Coupled principal component analysis -- Singular feature extraction neural networks
Dimensions
unknown
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9789811029158
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-981-10-2915-8
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
ocn968211913

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