Lecture Notes of the Les Houches Summer School
Lecture Notes of the Les Houches School of Physics: Special Issue, October 2013
Lecture Notes of the Les Houches Summer School
Lecture Notes of the Les Houches School of Physics: Special Issue, October 2013
The book gathers the lecture notes of the Les Houches Summer School that was held in October 2013 for an audience of advanced graduate students and post-doctoral fellows in statistical physics, theoretical physics, machine learning and computer science.
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In the last decade, there have been an increasing convergence of interest and methods between theoretical physics and fields as diverse as probability, machine learning, optimization and compressed sensing. In particular, many theoretical and applied works in statistical physics and computer science have relied on the use of message passing algorithms and their connection to statistical physics of spin glasses. The aim of this book, especially adapted to PhD students, post-docs, and young researchers, is to present the background necessary for entering this fast developing field.
