Get 40% off of select print and eBooks in Engineering & Materials Science!

Advances in Principal Component Analysis

Research and Development

Editors: Naik, Ganesh R. (Ed.)

Free Preview
  • Covers the latest, cutting-edge topics in PCA, with a focus on open problems
  • Balances theory and applications, with concrete examples  
  • Offers in-depth analysis of PCA topics simply not covered anywhere else
  • Includes the most advanced and popular areas of PCA, offering a broad and comprehensive description of all the core principles
see more benefits

Buy this book

eBook n/a
  • ISBN 978-981-10-6704-4
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
Hardcover n/a
  • ISBN 978-981-10-6703-7
  • Free shipping for individuals worldwide
Softcover n/a
  • ISBN 978-981-13-4934-8
  • Free shipping for individuals worldwide
About this book

This book reports on the latest advances in concepts and further developments of principal component analysis (PCA), addressing a number of open problems related to dimensional reduction techniques and their extensions in detail. Bringing together research results previously scattered throughout many scientific journals papers worldwide, the book presents them in a methodologically unified form. Offering vital insights into the subject matter in self-contained chapters that balance the theory and concrete applications, and especially focusing on open problems, it is essential reading for all researchers and practitioners with an interest in PCA.

About the authors

Ganesh R Naik:

Ganesh R. Naik received B.E. degree in Electronics and Communication Engineering from the University of Mysore, India, in 1997. M.E. degree in Communication and Information Engineering from Griffith University, Brisbane, Australia, in 2002, and the PhD degree in the area of Electronics Engineering, specialised in Biomedical Engineering and Signal processing from RMIT University, Melbourne, Australia, in 2009.

He is currently Postdoctoral research fellow at MARCS institute, Western Sydney University. Prior to that he held Chancellor's Post-Doctoral Research Fellow position Centre for Health Technologies (CHT), University of Technology Sydney (UTS). As an early mid-career researcher, he has edited 10 books, authored more than 100 papers in peer reviewed journals, conferences, and book chapters over the last seven years. His research interests include EMG signal processing, Pattern recognition, Blind Source Separation (BSS) techniques, Biomedical signal processing, Human Computer Interface (HCI) and Audio signal processing. 

Table of contents (9 chapters)

Table of contents (9 chapters)
  • Sparse Principal Component Analysis via Rotation and Truncation

    Pages 1-18

    Hu, Zhenfang (et al.)

  • PCA, Kernel PCA and Dimensionality Reduction in Hyperspectral Images

    Pages 19-46

    Datta, Aloke (et al.)

  • Principal Component Analysis in the Presence of Missing Data

    Pages 47-70

    Geraci, Marco (et al.)

  • Robust PCAs and PCA Using Generalized Mean

    Pages 71-98

    Oh, Jiyong (et al.)

  • Principal Component Analysis Techniques for Visualization of Volumetric Data

    Pages 99-120

    Alakkari, Salaheddin (et al.)

Buy this book

eBook n/a
  • ISBN 978-981-10-6704-4
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
Hardcover n/a
  • ISBN 978-981-10-6703-7
  • Free shipping for individuals worldwide
Softcover n/a
  • ISBN 978-981-13-4934-8
  • Free shipping for individuals worldwide
Loading...

Recommended for you

Loading...

Bibliographic Information

Bibliographic Information
Book Title
Advances in Principal Component Analysis
Book Subtitle
Research and Development
Editors
  • Ganesh R. Naik
Copyright
2018
Publisher
Springer Singapore
Copyright Holder
Springer Nature Singapore Pte Ltd.
eBook ISBN
978-981-10-6704-4
DOI
10.1007/978-981-10-6704-4
Hardcover ISBN
978-981-10-6703-7
Softcover ISBN
978-981-13-4934-8
Edition Number
1
Number of Pages
VII, 252
Number of Illustrations
19 b/w illustrations, 75 illustrations in colour
Topics