Advanced mean field methods : theory and practice /

Advanced mean field methods : theory and practice /

Εμφάνιση άλλων εκδόσεων (1)

"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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Άλλοι συγγραφείς: Opper, Manfred (επιμελητής.), Saad, David (επιμελητής.)
Μορφή: Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Cambridge, Mass. : MIT Press, c2001.
Σειρά:Neural information processing series
Θέματα:
Θεωρία μέσου πεδίου
Ηλεκτρονικά βιβλία
Διαθέσιμο Online:http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=62618
Πίνακας περιεχομένων:
  • 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.

Παρόμοια τεκμήρια