Julien Mairal - Books
I published two monographs, also edited as books by the collections Foundations and Trends in … The books can be ordered at the Publisher website, but can be also be obtained at the main computer vision and machine learning conferences (usually at a much cheaper price). Otherwise, the pdfs of the books are freely available below.
Sparse Modeling for Image and Vision Processing
Optimization with Sparsity-Inducing Penalties