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- About this Textbook
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While the present edition is bibliographically the third one of Vol. 8 of the Springer Series in Information Sciences (IS 8), the book actually stems from Vol. 17 of the series Communication and Cybernetics (CC 17), entitled Associative Memory - A System-Theoretical Approach, which appeared in 1977. That book was the first monograph on distributed associative memories, or "content-addressable memories" as they are frequently called, especially in neural-networks research. This author, however, would like to reserve the term "content-addressable memory" for certain more traditional constructs, the memory locations of which are selected by parallel search. Such devices are discussed in Vol. 1 of the Springer Series in Information Sciences, Content-Addressable Memories. This third edition of IS 8 is rather similar to the second one. Two new discussions have been added: one to the end of Chap. 5, and the other (the L VQ 2 algorithm) to the end of Chap. 7. Moreover, the convergence proof in Sect. 5.7.2 has been revised.
- Table of contents (10 chapters)
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Various Aspects of Memory
Pages 1-29
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Pattern Mathematics
Pages 30-67
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Classical Learning Systems
Pages 68-81
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A New Approach to Adaptive Filters
Pages 82-118
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Self-Organizing Feature Maps
Pages 119-157
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Table of contents (10 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Self-Organization and Associative Memory
- Authors
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- Teuvo Kohonen
- Series Title
- Springer Series in Information Sciences
- Series Volume
- 8
- Copyright
- 1989
- Publisher
- Springer-Verlag Berlin Heidelberg
- Copyright Holder
- Springer-Verlag Berlin Heidelberg
- eBook ISBN
- 978-3-642-88163-3
- DOI
- 10.1007/978-3-642-88163-3
- Softcover ISBN
- 978-3-540-51387-2
- Series ISSN
- 0720-678X
- Edition Number
- 3
- Number of Pages
- XV, 312
- Number of Illustrations
- 100 b/w illustrations
- Topics
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