Research Catalog

Title

Self-organizing map formation : foundations of neural computation / edited by Klaus Obermayer and Terrence J. Sejnowski.

Publication

Cambridge, Mass. : MIT Press, [2001], ©2001.

Items in the Library & Off-site

Holdings

Details

Additional Authors

Obermayer, Klaus.

Description

xvii, 440 pages : illustrations; 23 cm.

Series Statement

Computational neuroscience

Uniform Title

Computational neuroscience.

Subjects

• Self-organizing maps
• Neural computers
• Neural networks (Computer science)

Note

• "A Bradford book."

Bibliography (note)

• Includes bibliographical references and index.

Contents

• I. Receptive Fields. 1. Analysis of Linsker's Simulations of Hebbian Rules / David J. C. MacKay and Kenneth D. Miller. 2. Toward a Theory of the Striate Cortex / Zhaoping Li and Joseph J. Atick. 3. Bayesian Self-Organization Driven by Prior Probability Distributions / Alan L. Yuille, Stelios M. Smirnakis and Lei Xu -- II. Models of Topographic Maps in the Brain. 4. Dynamics and Formation of Self-Organizing Maps / Jun Zhang. 5. A Unifying Objective Function for Topographic Mappings / Geoffrey J. Goodhill and Terrence J. Sejnowski. 6. Constrained Optimization for Neural Map Formation: A Unifying Framework for Weight Growth and Normalization / Laurenz Wiskott and Terrence J. Sejnowski. 7. How to Generate Ordered Maps by Maximizing the Mutual Information between Input and Output Signals / Ralph Linsker -- III. Models of Cortical Feature Maps. 8. Models of Orientation and Ocular Dominance Columns in the Visual Cortex: A Critical Comparison / E. Erwin, K. Obermayer and K. Schulten.
• 9. Development of Oriented Ocular Dominance Bands as a Consequence of Areal Geometry / H.-U. Bauer. 10. The Joint Development of Orientation and Ocular Dominance: Role of Constraints / Christian Piepenbrock, Helge Ritter and Klaus Obermayer. 11. A Self-Organizing Model of "Color Blob" Formation / H. G. Barrow, H. J. Bray and J. M. L. Budd. 12. A Type of Duality between Self-Organizing Maps and Minimal Wiring / Graeme Mitchison -- IV. Self-Organizing Maps for Unsupervised Data Analysis. 13. A Bayesian Analysis of Self-Organizing Maps / Stephen P. Luttrell. 14. Hyperparameter Selection for Self-Organizing Maps / Akio Utsugi. 15. GTM: The Generative Topographic Mapping / Christopher M. Bishop, Markus Svensen and Christopher K. I. Williams. 16. Self-Organization as an Iterative Kernel Smoothing Process / Filip Mulier and Vladimir Cherkassky -- V. Extensions of Self-Organizing Maps. 17. A Stochastic Self-Organizing Map for Proximity Data / Thore Graepel and Klaus Obermayer.
• 18. Self-Organized Formation of Various Invariant-Feature Filters in the Adaptive-Subspace SOM / Teuvo Kohonen, Samuel Kaski and Harri Lappalainen. 19. Faithful Representation of Separable Distributions / Juan Lin, David G. Grier and Jack D. Cowan. 20. Dynamic Cell Structure Learns Perfectly Topology Preserving Map / Jorg Bruske and Gerald Sommer. 21. An Analysis of the Elastic Net Approach to the Traveling Salesman Problem / Richard Durbin, Richard Szeliski and Alan Yuille. 22. Sorting with Self-Organizing Maps / Marco Budinich.

ISBN

0262650606 (pbk. : alk. paper)

LCCN

2001030329

OCLC

• ocm45963182
• SCSB-4240369

Owning Institutions

Columbia University Libraries