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Parallel distributed processing Vol. 1, Foundations

Author: David E Rumelhart; M.I.T. Press.
Publisher: Cambridge, Mass. : MIT Press, ©1987.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Database:WorldCat
Summary:

Volume 1 lays the foundations of this exciting theory of parallel distributed processing

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Genre/Form: Electronic books
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: David E Rumelhart; M.I.T. Press.
ISBN: 026268053X 9780262680530
OCLC Number: 62230114
Notes: Title from title screen (viewed October 28, 2005).
Reproduction Notes: Electronic reproduction. Cambridge, Mass. : MIT CogNet, [2004?].
Description: 576 p.
Details: Mode of access: World Wide Web.
Contents: Preface --
Acknowledgments --
Addresses of the PDP Research Group --
I. The PDP Perspective --
1. The Appeal of Parallel Distributed Processing / J.L. McClelland, D.E. Rumelhart and G.E. Hinton --
2. A General Framework for Parallel Distributed Processing / D.E. Rumelhart, G.E. Hinton and J.L. McClelland --
3. Distributed Representations / G.E. Hinton, J.L. McClelland and D.E. Rumelhart --
4. PDP Models and General Issues in Cognitive Science / D.E. Rumelhart and J.L. McClelland --
II. Basic Mechanisms --
5. Feature Discovery by Competitive Learning / D.E. Rumelhart and D. Zipser --
6. Information Processing in Dynamical Systems: Foundations of Harmony Theory / P. Smolensky --
7. Learning and Relearning in Holtzmann Machines / G.E. Hinton and T.J. Sejnowski --
8. Learning Internal Representations by Error Propagation / D.E. Rumelhart, G.E. Hinton and R.J. Williams --
III. Formal Analysis --
9. An Introduction to Linear Algebra in Parallel Distributed Processing / M.I. Jordan --
10. The Logic of Activation Functions / R.J. Williams --
11. An Analysis of the Delta Rule and the Learning of Statistical Associations / G.O. Stone --
12. Resource Requirements of Standard and Programmable Nets / J.L. McClelland --
13. P3: A Parallel Network Simulating System / D. Zipser and D.E. Rabin --
References --
Index.
Other Titles: Foundations
MIT CogNet.
Responsibility: David E. Rumelhart.

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"Rumelhart and McClelland propose that what is stored in memory is not specific facts or events, but rather the relationships between the various aspects of those facts or events as they are encoded Read more...

 
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