Advanced mean field methods :
Advanced mean field methods : theory and practice /
edited by Manfred Opper and David Saad.
- Cambridge, Mass. : MIT Press, c2001.
- 1 ηλεκτρονική πηγή (xiii, 273 σ.) : εικ.
- Neural information processing series .
- Neural information processing series .
Includes bibliographical references.
Introduction / From Naive Mean Field Theory to the TAP Equations / An Idiosyncratic Journey Beyond Mean Field Theory / Mean Field Theory for Graphical Models / The TAP Approach to Intensive and Extensive Connectivity Systems / TAP For Parity Check Error Correcting Codes / Adaptive TAP Equations / Mean-field Theory of Learning: From Dynamics to Statics / Manfred Opper and David Saad -- Manfred Opper and Ole Winther -- Jonathan S. Yedidia -- Hilbert J. Kappen and Wim J. Wiegerinck -- Yoshiyuki Kabashima and David Saad -- David Saad, Yoshiyuki Kabashima and Renato Vicente -- Manfred Opper and Ole Winther -- K.Y. Michael Wong, S. Li and Peixun Luo. 1. 2. 3. 4. 5. 6. 7. 8.
"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.
0585417725 9780585417721 0262281058 9780262281058 0262150549 9780262150545
Θεωρία μέσου πεδίου
Ηλεκτρονικά βιβλία
530.15/95
Includes bibliographical references.
Introduction / From Naive Mean Field Theory to the TAP Equations / An Idiosyncratic Journey Beyond Mean Field Theory / Mean Field Theory for Graphical Models / The TAP Approach to Intensive and Extensive Connectivity Systems / TAP For Parity Check Error Correcting Codes / Adaptive TAP Equations / Mean-field Theory of Learning: From Dynamics to Statics / Manfred Opper and David Saad -- Manfred Opper and Ole Winther -- Jonathan S. Yedidia -- Hilbert J. Kappen and Wim J. Wiegerinck -- Yoshiyuki Kabashima and David Saad -- David Saad, Yoshiyuki Kabashima and Renato Vicente -- Manfred Opper and Ole Winther -- K.Y. Michael Wong, S. Li and Peixun Luo. 1. 2. 3. 4. 5. 6. 7. 8.
"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.
0585417725 9780585417721 0262281058 9780262281058 0262150549 9780262150545
Θεωρία μέσου πεδίου
Ηλεκτρονικά βιβλία
530.15/95
