© 2018

Advances in Principal Component Analysis

Research and Development

  • Ganesh R. Naik

Table of contents

  1. Front Matter
    Pages i-vii
  2. Zhenfang Hu, Gang Pan, Yueming Wang, Zhaohui Wu
    Pages 1-18
  3. Aloke Datta, Susmita Ghosh, Ashish Ghosh
    Pages 19-46
  4. Marco Geraci, Alessio Farcomeni
    Pages 47-70
  5. Jiyong Oh, Nojun Kwak
    Pages 71-98
  6. Salaheddin Alakkari, John Dingliana
    Pages 99-120
  7. Panos P. Markopoulos, Sandipan Kundu, Shubham Chamadia, Nicholas Tsagkarakis, Dimitris A. Pados
    Pages 121-135
  8. Meng Lu, Kai He, Jianhua Z. Huang, Xiaoning Qian
    Pages 193-223
  9. Yannick Deville, Charlotte Revel, Véronique Achard, Xavier Briottet
    Pages 225-252

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.


Principal Component Analysis (PCA) Source separation Source identification Dimensionality reduction Nonlinear PCA Kernel PCA Sparse PCA Time-frequency signal Pattern recognition

Editors and affiliations

  • Ganesh R. Naik
    • 1
  1. 1.BENS Research Group, MARCS InstituteWestern Sydney UniversityKingswoodAustralia

About the editors

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. 

Bibliographic information

Industry Sectors
IT & Software
Oil, Gas & Geosciences