Computational Maps in the Visual Cortex

  • Risto Miikkulainen
  • James A. Bednar
  • Yoonsuck Choe
  • Joseph Sirosh

Table of contents

  1. Front Matter
    Pages i-xxix
  2. Foundations

    1. Pages 3-13
    2. Pages 15-37
  3. Input-driven Self-organization

  4. Constructing Visual Function

  5. Perceptual Grouping

  6. Evaluation and Future Directions

  7. Back Matter
    Pages 413-538

About this book


Biological structures can be seen as collections of special devices coordinated by a matrix of organization. Devices are dif?cult to evolve and are meticulously conserved through the eons. Organization is a ?uid medium capable of rapid adaptation. The brain carries organizational ?uidity to the extreme. In its context, typical devices are ion channels, transmitters and receptors, signaling pathways, whole individual neurons or speci?c circuit patterns. The border line between what is to be called device and what a feat of organization is ?owing, given that in time organized s- systems solidify into devices. In spite of the neurosciences’ traditional concentration on devices, their aiming point on the horizon must be to understand the principles by which the nervous system ties vast arrays of internal and external variables into one coherent purposeful functional whole — to understand the brain’s mechanism of organization. For that purpose a crucial methodology is in silico experimentation. Computer simulation is a convenient tool for testing functional ideas, a sharp weapon for d- tinguishing those that work from those that don’t. To be sure, many alternatives can only be decided by direct experiment on the substrate, not by modeling. However, if a functional idea can be debunked as ?awed once tried in silico it would be a waste to make it the subject of a decade of experimentation or discussion. The venture of understanding the function and organization of the visual system illustrates this danger.


behavior computational neuroscience cortex neural mechanisms neuroscience

Authors and affiliations

  • Risto Miikkulainen
    • 1
  • James A. Bednar
    • 2
  • Yoonsuck Choe
    • 3
  • Joseph Sirosh
    • 4
  1. 1.Department of Computer Sciences and Institute for NeuroscienceThe University of Texas at AustinAustinUSA
  2. 2.School of InformaticsThe University of EdinburghEdinburghUK
  3. 3.Department of Computer ScienceTexas A&M UniversityCollege StationUSA
  4. 4.Fair, Isaac & Company, Inc.San DiegoUSA

Bibliographic information