bokomslag Statistical Physics, Optimization, Inference, and Message-Passing Algorithms
Data & IT

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

Krzakala Et Al Florent Krzakala Federico Ricci-Tersenghi Lenka Zdeborova Riccardo Zecchina

Inbunden

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  • 2015
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.
  • Författare: Krzakala Et Al, Florent Krzakala, Federico Ricci-Tersenghi, Lenka Zdeborova, Riccardo Zecchina
  • Format: Inbunden
  • ISBN: 9780198743736
  • Språk: Engelska
  • Utgivningsdatum: 2015-12-17
  • Förlag: Oxford University Press