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...

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:
Διαθέσιμο Online:http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=62618
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245 0 0 |a Advanced mean field methods :  |b theory and practice /  |c edited by Manfred Opper and David Saad. 
260 |a Cambridge, Mass. :  |b MIT Press,  |c c2001. 
300 |a 1 ηλεκτρονική πηγή (xiii, 273 σ.) :  |b εικ. 
490 1 |a Neural information processing series 
504 |a Includes bibliographical references. 
505 0 0 |g 1.  |t Introduction /  |r Manfred Opper and David Saad --  |g 2.  |t From Naive Mean Field Theory to the TAP Equations /  |r Manfred Opper and Ole Winther --  |g 3.  |t An Idiosyncratic Journey Beyond Mean Field Theory /  |r Jonathan S. Yedidia --  |g 4.  |t Mean Field Theory for Graphical Models /  |r Hilbert J. Kappen and Wim J. Wiegerinck --  |g 5.  |t The TAP Approach to Intensive and Extensive Connectivity Systems /  |r Yoshiyuki Kabashima and David Saad --  |g 6.  |t TAP For Parity Check Error Correcting Codes /  |r David Saad, Yoshiyuki Kabashima and Renato Vicente --  |g 7.  |t Adaptive TAP Equations /  |r Manfred Opper and Ole Winther --  |g 8.  |t Mean-field Theory of Learning: From Dynamics to Statics /  |r K.Y. Michael Wong, S. Li and Peixun Luo. 
520 1 |a "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. 
650 4 |a Θεωρία μέσου πεδίου  |9 36340 
655 0 |a Ηλεκτρονικά βιβλία 
700 1 |a Opper, Manfred  |9 36339  |e επιμελητής. 
700 1 |a Saad, David  |9 36341  |e επιμελητής. 
776 0 8 |i Έντυπη έκδοση:  |t Advanced mean field methods.  |d Cambridge, Mass. : MIT Press, c2001  |z 0262150549  |w (DLC) 00053322  |w (OCoLC)45325073 
830 0 |a Neural information processing series  |9 174620 
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