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

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J. Mairal, F. Bach and J. Ponce.
Sparse Modeling for Image and Vision Processing.
Foundations and Trends in Computer Graphics and Vision. volume 8(2-3), pages 85–283, 2014

Optimization with Sparsity-Inducing Penalties

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F. Bach, R. Jenatton, J. Mairal and G. Obozinski.
Optimization with Sparsity-Inducing Penalties.
Foundations and Trends in Machine Learning, 4(1), pages 1–106, 2012