The labile brain. III. Transients and spatio–temporal receptive fields
Open Access
- 29 February 2000
- journal article
- review article
- Published by The Royal Society in Philosophical Transactions Of The Royal Society B-Biological Sciences
- Vol. 355 (1394) , 253-265
- https://doi.org/10.1098/rstb.2000.0562
Abstract
In this paper we consider an approach to neuronal transients that is predicated on the information they contain. This perspective is provided by information theory, in particular the principle of maximum information transfer. It is illustrated here in application to visually evoked neuronal transients. The receptive fields that ensue concur with those observed in the real brain, predicting, almost exactly, functional segregation of the sort seen in the visual system. This information theoretical perspective can be reconciled with a selectionist stance by noting that a high mutual information among neuronal systems and the environment has, itself, adaptive value and will be subject to selective pressure, at any level one cares to consider.Keywords
This publication has 21 references indexed in Scilit:
- Independent component filters of natural images compared with simple cells in primary visual cortexProceedings Of The Royal Society B-Biological Sciences, 1998
- Reproducibility and Variability in Neural Spike TrainsScience, 1997
- Emergence of simple-cell receptive field properties by learning a sparse code for natural imagesNature, 1996
- An Information-Maximization Approach to Blind Separation and Blind DeconvolutionNeural Computation, 1995
- The Helmholtz MachineNeural Computation, 1995
- Entropy and Cortical Activity: Information Theory and PET FindingsCerebral Cortex, 1992
- The motion pathways of the visual cortexPublished by Cambridge University Press (CUP) ,1991
- Towards a Theory of Early Visual ProcessingNeural Computation, 1990
- Segregation of pathways leading from area V2 to areas V4 and V5 of macaque monkey visual cortexNature, 1985
- Ferrier lecture - Functional architecture of macaque monkey visual cortexProceedings of the Royal Society of London. B. Biological Sciences, 1977