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BestsellerE-book

Title Advanced mean field methods : theory and practice / edited by Manfred Opper and David Saad.

Publication Info. Cambridge, Mass. : MIT Press, [2001]
©2001

Item Status

Description 1 online resource (xiii, 273 pages) : illustrations.
Physical Medium polychrome
Description text file
Series Neural information processing series
Neural information processing series.
Bibliography Includes bibliographical references.
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. 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.
Summary "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 various areas of probabilistic modeling."--Jacket.
Local Note eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America
Subject Mean field theory.
Mean field theory.
Genre/Form Electronic books.
Subject Fase-overgangen.
Física matemática.
Informatieverwerking (computer)
Mecânica estatística.
Neurale netwerken.
Numerieke methoden.
Added Author Opper, Manfred.
Saad, David.
Other Form: Print version: Advanced mean field methods. Cambridge, Mass. : MIT Press, ©2001 0262150549 (DLC) 00053322 (OCoLC)45325073
ISBN 0585417725 (electronic book)
9780585417721 (electronic book)
0262281058 (electronic book)
9780262281058 (electronic book)
0262150549
9780262150545
0262150549
9780262150545
Standard No. 9780262281058
9780262150545