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006 m o d
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008 130208s2001 maua ob 001 0 eng d
001 9977816351503681
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a| 0262291207 q| (electronic bk.)
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a| 9780262291200 q| (electronic bk.)
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z| 0262600420
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z| 9780262600422
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a| (MaCbMITP)MITDR3349
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a| (OCoLC)MITDR827013364
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a| (OCoLC-P)MITDR827013364
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a| OCoLC-P b| eng e| pn e| rda c| OCoLC-P
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4
a| QA76.87 b| .G72 2001eb
082
0
4
a| 006.3/2 2| 22
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a| Graphical models : b| foundations of neural computation / c| edited by Michael I. Jordan and Terrence J. Sejnowski.
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a| Cambridge, Mass. : b| MIT Press, c| ©2001.
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a| 1 online resource (xxiv, 421 pages) : b| illustrations.
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a| text b| txt 2| rdacontent
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a| computer b| c 2| rdamedia
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a| online resource b| cr 2| rdacarrier
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1
  
a| Computational neuroscience
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a| "A Bradford book."
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a| Restricted for use by site license.
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a| Graphical models use graphs to represent and manipulate joint probability distributions. They have their roots in artificial intelligence, statistics, and neural networks. The clean mathematical formalism of the graphical models framework makes it possible to understand a wide variety of network-based approaches to computation, and in particular to understand many neural network algorithms and architectures as instances of a broader probabilistic methodology. It also makes it possible to identify novel features of neural network algorithms and architectures and to extend them to more general graphical models.This book exemplifies the interplay between the general formal framework of graphical models and the exploration of new algorithms and architectures. The selections range from foundational papers of historical importance to results at the cutting edge of research.Contributors H. Attias, C. M. Bishop, B. J. Frey, Z. Ghahramani, D. Heckerman, G. E. Hinton, R. Hofmann, R. A. Jacobs, Michael I. Jordan, H. J. Kappen, A. Krogh, R. Neal, S. K. Riis, F. B. Rodr<U+0083>iguez, L. K. Saul, Terrence J. Sejnowski, P. Smyth, M. E. Tipping, V. Tresp, Y. Weiss.
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a| OCLC-licensed vendor bibliographic record.
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a| Neural networks (Computer science)
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a| Computer graphics.
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a| NEUROSCIENCE/General
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a| Jordan, Michael Irwin, d| 1956-
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a| Sejnowski, Terrence J. q| (Terrence Joseph)