Computational Maps in the Visual Cortex
Autor Risto Miikkulainen, James A. Bednar, Yoonsuck Choe, Joseph Siroshen Limba Engleză Hardback – 9 aug 2005
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Specificații
ISBN-13: 9780387220246
ISBN-10: 0387220240
Pagini: 538
Ilustrații: XXXII, 538 p. 224 illus., 47 illus. in color.
Dimensiuni: 155 x 235 x 30 mm
Greutate: 1.11 kg
Ediția:2005
Editura: Springer
Colecția Springer
Locul publicării:New York, NY, United States
ISBN-10: 0387220240
Pagini: 538
Ilustrații: XXXII, 538 p. 224 illus., 47 illus. in color.
Dimensiuni: 155 x 235 x 30 mm
Greutate: 1.11 kg
Ediția:2005
Editura: Springer
Colecția Springer
Locul publicării:New York, NY, United States
Public țintă
ResearchCuprins
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.
Recenzii
From the reviews:
"An increasingly important technique used by basic scientists to understand brain development and function is theoretical/computational modeling. … Computational Maps in the Visual Cortex provides a good review of this area, though strongly emphasizing the models developed over the past several years by Miikkulainen’s group in the Computer Science department at the University of Texas. … the book will be a useful reference for researchers interested in theoretical approaches for understanding certain properties of the visual cortex." (Geoffrey J. Goodhill, Clinical Experimental Ophthalmology, Issue 34, 2006)
"The hardcover book of 24.2×16.3×3 cm size presents a comprehensive, unified computational theory of the visual cortex as a laterally connected self-organizing map … . All chapters are clearly structured and well written. With more than 170 figures, 47 in full color, the chapters are richly illustrated. … The book is written for computational scientists and neuroscientists working in the field of the visual cortex. The book will be a valuable complement to every scientific library." (R. M. Müri, Graefe's Archive for Clinical and Experimental Ophthalmology, Vol. 245, 2007)
"An increasingly important technique used by basic scientists to understand brain development and function is theoretical/computational modeling. … Computational Maps in the Visual Cortex provides a good review of this area, though strongly emphasizing the models developed over the past several years by Miikkulainen’s group in the Computer Science department at the University of Texas. … the book will be a useful reference for researchers interested in theoretical approaches for understanding certain properties of the visual cortex." (Geoffrey J. Goodhill, Clinical Experimental Ophthalmology, Issue 34, 2006)
"The hardcover book of 24.2×16.3×3 cm size presents a comprehensive, unified computational theory of the visual cortex as a laterally connected self-organizing map … . All chapters are clearly structured and well written. With more than 170 figures, 47 in full color, the chapters are richly illustrated. … The book is written for computational scientists and neuroscientists working in the field of the visual cortex. The book will be a valuable complement to every scientific library." (R. M. Müri, Graefe's Archive for Clinical and Experimental Ophthalmology, Vol. 245, 2007)
Caracteristici
A review of the current theories of the visual cortex and the biological data on which they are based, this book presents a unified computational approach to understanding the structure, development, and function of the visual cortex Includes supplementary material: sn.pub/extras