Development and Spatial Structure of Cortical Feature Maps: A Model Study

Obermayer K, Ritter H, Schulten K (1991)
In: Advances in Neural Information Processing Systems 3. Touretzky DS (Ed); San Mateo: Kaufmann: 11-17.

Sammelwerksbeitrag | Veröffentlicht | Englisch
 
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Autor*in
Obermayer, Klaus; Ritter, HelgeUniBi; Schulten, Klaus
Herausgeber*in
Touretzky, D. S.
Abstract / Bemerkung
Feature selective cells in the primary visual cortex of several species are organized in hierarchical topographic maps of stimulus features like "position in visual space", "orientation" and "ocular dominance". In order to understand and describe their spatial structure and their development, we investigate a self-organizing neural network model based on the feature map algorithm. The model explains map formation as a dimension-reducing mapping from a high-dimensional feature space onto a two-dimensional lattice, such that "similarity" between the corresponding feature selective cells. The model is able to reproduce several aspects of the spatial structure of cortical maps in the visual cortex.
Erscheinungsjahr
1991
Buchtitel
Advances in Neural Information Processing Systems 3
Seite(n)
11-17
ISBN
1-55860-184-8
Page URI
https://pub.uni-bielefeld.de/record/2715366

Zitieren

Obermayer K, Ritter H, Schulten K. Development and Spatial Structure of Cortical Feature Maps: A Model Study. In: Touretzky DS, ed. Advances in Neural Information Processing Systems 3. San Mateo: Kaufmann; 1991: 11-17.
Obermayer, K., Ritter, H., & Schulten, K. (1991). Development and Spatial Structure of Cortical Feature Maps: A Model Study. In D. S. Touretzky (Ed.), Advances in Neural Information Processing Systems 3 (pp. 11-17). San Mateo: Kaufmann.
Obermayer, K., Ritter, H., and Schulten, K. (1991). “Development and Spatial Structure of Cortical Feature Maps: A Model Study” in Advances in Neural Information Processing Systems 3, Touretzky, D. S. ed. (San Mateo: Kaufmann), 11-17.
Obermayer, K., Ritter, H., & Schulten, K., 1991. Development and Spatial Structure of Cortical Feature Maps: A Model Study. In D. S. Touretzky, ed. Advances in Neural Information Processing Systems 3. San Mateo: Kaufmann, pp. 11-17.
K. Obermayer, H. Ritter, and K. Schulten, “Development and Spatial Structure of Cortical Feature Maps: A Model Study”, Advances in Neural Information Processing Systems 3, D.S. Touretzky, ed., San Mateo: Kaufmann, 1991, pp.11-17.
Obermayer, K., Ritter, H., Schulten, K.: Development and Spatial Structure of Cortical Feature Maps: A Model Study. In: Touretzky, D.S. (ed.) Advances in Neural Information Processing Systems 3. p. 11-17. Kaufmann, San Mateo (1991).
Obermayer, Klaus, Ritter, Helge, and Schulten, Klaus. “Development and Spatial Structure of Cortical Feature Maps: A Model Study”. Advances in Neural Information Processing Systems 3. Ed. D. S. Touretzky. San Mateo: Kaufmann, 1991. 11-17.

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