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Statistical Physics, Optimization, Inference, and Message-Passing Algorithms

Lecture Notes of the Les Houches School of Physics: Special Issue, October 2013

Gebonden Engels 2015 9780198743736
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Samenvatting

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.

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ISBN13:9780198743736
Taal:Engels
Bindwijze:Gebonden
Aantal pagina's:320

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        Statistical Physics, Optimization, Inference, and Message-Passing Algorithms