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Convex Optimization by Stephen Boyd and Lieven Vandenberghe
Convex Optimization & Euclidean Distance Geometry, by Jon Dattorro
Accompanying MATLAB code to Stephane Mallat's A Wavelet Tour of Signal Processing, by Gabriel Peyré
Iterative Methods for Optimization by C. T. Kelley, with accompanying MATLAB code
Wavelets and Subband Coding, by Martin Vetterli and Jelena Kovačević
Digital Image Processing by Rafael Gonzalez and Richard Woods
Nuit Blanche - a comprehensive blog on compressive sensing
What's New - Terrence Tao's blog
Software
MATLAB packages/toolboxes available freely online
Wavelet toolboxes
Modellers for convex optimization problems
Solvers for convex optimization problems
Other useful optimization software
Another listing of optimization software
Other utilities
GNU GIMP
NIH ImageJ
Software that you'll need to install
LED the editor I usually use
Explanations
The Not So Short Introduction to LaTeX
Preparing slides using Prosper
A searchable list of bibTeX entries
Object Oriented Programming Web
Java image library on the Java Developer's Almanac
Image processing with Java on Java World
GNU Make tutorial by Byron Weber Becker
Dropbox an online storage service, that allows you to share stuff and also a little version control.
Change Detection a nice tool to keep track of webpages.
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