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Home > Faithful representations and topographic maps: from distortion-to informationa-based self-organization /

Faithful representations and topographic maps: from distortion-to informationa-based self-organization /


Book Informaton

Author

Van Hulle, Marc M.

Series

Adaptive and learning systems for signal processing, communications, and control

Year of Publication

©2000.

Publisher

Wiley,

City of Publication

New York, N.Y.;

Pages

1 online resource (xxv, 258 pages) :

ISBN

0585277192, 9780585277196

ARI Id

1675593814565


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Showing 1 to 20 of 117 entries
Chapters/HeadingsAuthor(s)PagesInfo
1Topographic Maps in Sensory Cortices1
1. 2Role of Topographic Maps2
1. 3Topographic Map Development6
1. 4Self-Organization7
2Topographic Map Models and Algorithms9
2. 2Gradient-based Learning11
2. 3Competitive Learning13
2. 3. 1Willshaw and von der Malsburg Model13
2. 3. 2Amari Model15
2. 3. 3Kohonen's Self-Organizing Map15
2. 4Basic Properties of SOM20
2. 4. 1Topographic Ordering20
2. 4. 2Weight Convergence, Energy Function23
2. 4. 3Role Played by Neighborhood Function24
2. 5Biological Interpretation of SOM28
2. 5. 1Formalizing Laterally Connected Networks28
2. 5. 2Computational Shortcut30
2. 5. 3Physiological Interpretation31
2. 6Extensions of SOM34
2. 6. 1Different Matching and Optimization Criteria34
Chapters/HeadingsAuthor(s)PagesInfo
Showing 1 to 20 of 117 entries