Aug 14, 2014

Textbooks on Compressed Sensing

Today, I'd like to list textbooks on compressed sensing and related topics.
This list is far from complete, but I believe this helps a beginner take the first step.

Y. C. Eldar and G. Kutyniok (Editors),
Cambridge University Press, June, 2012
ISBN-13: 978-1107005587
My comment: The introduction chapter (Chapter 1) is especially nice.

M. Elad (Author)
Springer, August, 2010.
ISBN-13: 978-1441970107
My comment: A nice introduction to sparse representation in signal and image processing.

S. Mallat (Author)
Academic Press, 3rd edition, December, 2008.
ISBN-13: 978-0123743701
My comment: Read this book and be a master of wavelet. You can!

S. Foucart and H. Rauhut (Authors)
Birkhäuser, August, 2013.
ISBN-13: 978-0817649470
My comment: If you are interested in the theory of compressed sensing, this book will be of help.

H. H. Bauschke, R. S. Burachik, P. L. Combettes, V. Elser, D. R. Luke, H. Wolkowicz (Editors)
Springer, June, 2011.
ISBN-13: 978-1441995681
My comment: This book gives you fancy methods to solve sparse optimizations (e.g. L1/L2 optimization)

J.-L. Starck, F. Murtagh, and J. M. Fadili (Authors)
Cambridge University Press, May 2010.
ISBN-13: 978-0521119139
My comment: Sparsity has many applications in image and signal processing.


A related blog entry is here.

1 comment:

  1. Thank you for sharing this one, I think this kid can use Sensors . so that he can detect the lights, etc.