Advanced mean field methods : theory and practice /

"Bringing together ideas and techniques from diverse disciplines, this book covers the theoretical foundations of advanced mean field methods, explores the relation between the different approaches, examines the quality of the approximation obtained, and demonstrates their application to variou...

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Bibliographic Details
Call Number:Libro Electrónico
Other Authors: Opper, Manfred, Saad, David
Format: Electronic eBook
Language:Inglés
Published: Cambridge, Mass. : MIT Press, ©2001.
Series:Neural information processing series.
Subjects:
Mean field theory.
Théorie de champ moyen.
SCIENCE > Physics > Mathematical & Computational.
Mean-Field-Theorie
Aufsatzsammlung
Neurale netwerken.
Informatieverwerking (computer)
Numerieke methoden.
Fase-overgangen.
Mecânica estatística.
Física matemática.
COMPUTER SCIENCE/Machine Learning & Neural Networks
Online Access:Texto completo
Table of Contents:
  • 1. Introduction / Manfred Opper and David Saad
  • 2. From Naive Mean Field Theory to the TAP Equations / Manfred Opper and Ole Winther
  • 3. An Idiosyncratic Journey Beyond Mean Field Theory / Jonathan S. Yedidia
  • 4. Mean Field Theory for Graphical Models / Hilbert J. Kappen and Wim J. Wiegerinck
  • 5. The TAP Approach to Intensive and Extensive Connectivity Systems / Yoshiyuki Kabashima and David Saad
  • 6. TAP For Parity Check Error Correcting Codes / David Saad, Yoshiyuki Kabashima and Renato Vicente
  • 7. Adaptive TAP Equations / Manfred Opper and Ole Winther
  • 8. Mean-field Theory of Learning: From Dynamics to Statics / K.Y. Michael Wong, S. Li and Peixun Luo.

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