Self-Organization and Associative Memory /
This monograph gives a tutorial treatment of new approaches to self-organization, adaptation, learning and memory. It is based on recent research results, both mathematical and computer simulations, and lends itself to graduate and postgraduate courses in the natural sciences. The book presents new...
| Main Author: | |
|---|---|
| Corporate Author: | |
| Format: | eBook |
| Language: | English |
| Published: |
Berlin, Heidelberg :
Springer Berlin Heidelberg,
1988.
|
| Edition: | Second edition. |
| Series: | Springer series in information sciences ;
8. |
| Subjects: | |
| Online Access: | Connect to the full text of this electronic book |
| Summary: | This monograph gives a tutorial treatment of new approaches to self-organization, adaptation, learning and memory. It is based on recent research results, both mathematical and computer simulations, and lends itself to graduate and postgraduate courses in the natural sciences. The book presents new formalisms of pattern processing: orthogonal projectors, optimal associative mappings, novelty filters, subspace methods, feature-sensitive units, and self-organization of topological maps, with all their computable algorithms. The main objective is to provide an understanding of the properties of information representations from a general point of view and of their use in pattern information processing, as well as an understanding of many functions of the brain. In the second edition two new chapters on neural computing and optical associative memories have been added. |
|---|---|
| Item Description: | Electronic resource. |
| Physical Description: | 1 online resource (xv, 312 pages) |
| ISBN: | 9783662007846 (electronic bk.) 3662007843 (electronic bk.) |
| ISSN: | 0720-678X ; |