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Computational Maps in the Visual Cortex [recurso electrónico] / by Risto Miikkulainen, James A. Bednar, Yoonsuck Choe, Joseph Sirosh.

Por: Colaborador(es): Tipo de material: TextoTextoEditor: New York, NY : Springer New York, 2005Descripción: XXXII, 570 p. 177 illus., 47 in color. online resourceTipo de contenido:
  • text
Tipo de medio:
  • computer
Tipo de soporte:
  • recurso en línea
ISBN:
  • 9780387288062
  • 99780387288062
Tema(s): Formatos físicos adicionales: Printed edition:: Sin títuloClasificación CDD:
  • 573.8 23
Recursos en línea:
Contenidos:
Biological Background -- Computational Foundations -- LISSOM: A Computational Map Model of V1 -- Development of Maps and Connections -- Understanding Plasticity -- Understanding Visual Performance: The Tilt Aftereffect -- HLISSOM: A Hierarchical Model -- Understanding Low-Level Development: Orientation Maps -- Understanding High-Level Development: Face Detection -- PGLISSOM: A Perceptual Grouping Model -- Temporal Coding -- Understanding Perceptual Grouping: Contour Integration -- Computations in Visual Maps -- Scaling LISSOM simulations -- Discussion: Biological Assumptions and Predictions -- Future Work: Computational Directions -- Conclusion.
En: Springer eBooksResumen: This book presents a unified computational approach to understanding the structure, development, and function of the visual cortex. It reviews the current theories of the visual cortex and the biological data on which they are based, and presents a detailed analysis of the laterally connected self-organizing map model and results obtained to date. Together with the software package Topographica, it serves as a comprehensive foundation for future research in computational neuroscience of the visual cortex.
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Holdings
Item type Current library Collection Call number Status Date due Barcode
Libros electrónicos Libros electrónicos CICY Libro electrónico Libro electrónico 573.8 (Browse shelf(Opens below)) Available

Biological Background -- Computational Foundations -- LISSOM: A Computational Map Model of V1 -- Development of Maps and Connections -- Understanding Plasticity -- Understanding Visual Performance: The Tilt Aftereffect -- HLISSOM: A Hierarchical Model -- Understanding Low-Level Development: Orientation Maps -- Understanding High-Level Development: Face Detection -- PGLISSOM: A Perceptual Grouping Model -- Temporal Coding -- Understanding Perceptual Grouping: Contour Integration -- Computations in Visual Maps -- Scaling LISSOM simulations -- Discussion: Biological Assumptions and Predictions -- Future Work: Computational Directions -- Conclusion.

This book presents a unified computational approach to understanding the structure, development, and function of the visual cortex. It reviews the current theories of the visual cortex and the biological data on which they are based, and presents a detailed analysis of the laterally connected self-organizing map model and results obtained to date. Together with the software package Topographica, it serves as a comprehensive foundation for future research in computational neuroscience of the visual cortex.

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