Analysis of Direction Selectivity Arising from Recurrent Cortical Interactions
Abstract
The relative contributions of feedforward and recurrent connectivity to the direction-selective responses of cells in layer IVB of primary visual cortex are currently the subject of debate in the neuroscience community. Recently, biophysically detailed simulations have shown that realistic direction-selective responses can be achieved via recurrent cortical interactions between cells with nondirection-selective feedforward input (Suarez et al., 1995; Maex & Orban, 1996). Unfortunately these models, while desirable for detailed comparison with biology, are complex and thus difficult to analyze mathematically. In this article, a relatively simple cortical dynamical model is used to analyze the emergence of direction-selective responses via recurrent interactions. A comparison between a model based on our analysis and physiological data is presented. The approach also allows analysis of the recurrently propagated signal, revealing the predictive nature of the implementation.
Cite
Text
Mineiro and Zipser. "Analysis of Direction Selectivity Arising from Recurrent Cortical Interactions." Neural Computation, 1998. doi:10.1162/089976698300017791Markdown
[Mineiro and Zipser. "Analysis of Direction Selectivity Arising from Recurrent Cortical Interactions." Neural Computation, 1998.](https://mlanthology.org/neco/1998/mineiro1998neco-analysis/) doi:10.1162/089976698300017791BibTeX
@article{mineiro1998neco-analysis,
title = {{Analysis of Direction Selectivity Arising from Recurrent Cortical Interactions}},
author = {Mineiro, Paul and Zipser, David},
journal = {Neural Computation},
year = {1998},
pages = {353-371},
doi = {10.1162/089976698300017791},
volume = {10},
url = {https://mlanthology.org/neco/1998/mineiro1998neco-analysis/}
}