Prenatal and postnatal development of laterally connected orientation maps

James A. Bednar, Risto Miikkulainen

Research output: Contribution to journalArticlepeer-review

Abstract / Description of output

Both environmental and genetic factors interact to produce the orientation maps found in the primary visual cortex of adult mammals. However, it is not clear how this interaction occurs during development, or whether both factors are crucial. Previous computational models have focused on either environmentally driven or genetically driven development alone. In contrast, we show that a two-stage model of development can account for a wider range of experimental data. The model explains how environmental and genetic information can be incorporated into the same neural hardware, using a common set of learning mechanisms. Our results suggest that while either environmental or genetically driven development is sufficient for maps and selectivity to form, prenatal activity speeds up early development and makes it more robust against environmental variation.
Original languageEnglish
Pages (from-to)985-992
Number of pages8
JournalNeurocomputing
Volume58-60
DOIs
Publication statusPublished - 2004

Keywords / Materials (for Non-textual outputs)

  • Orientation maps

Fingerprint

Dive into the research topics of 'Prenatal and postnatal development of laterally connected orientation maps'. Together they form a unique fingerprint.

Cite this