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This hyper-textbook offers an introduction to optimization models and their applications, with emphasis on numerically tractable problems, such as linear or constrained least-squares optimization.
The image on the left is taken from an application of optimization to image denoising (J. Mairal, F. Bach, J. Ponce, G. Sapiro, and A. Zisserman. Non-Local Sparse Models for Image Restoration. International Conference on Computer Vision (ICCV), 2009).
A number of people contributed to this website. Please see the Acknowledgments. This work is supported in part by a grant from The MathWorks, Inc.