Advanced mean field methods theory and practice

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Bibliographic Details
Other Authors Opper, Manfred, Saad, David
Format Electronic eBook
LanguageEnglish
Published Cambridge, Mass. : MIT Press, ©2001.
SeriesNeural information processing series.
Subjects
Mean field theory.
elektronické knihy
electronic books
Online AccessFull text
ISBN9780262281058
Physical Description1 online zdroj (xiii, 273 pages) : illustrations.

Cover

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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