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doi: 10.3902/jnns.9.224
We investigated the receptive fields of neurons in the visual cortex from a theoretical viewpoint. It was assumed that if two regions in the visual field are located far apart, local images that fall on these regions are mutually independent. An information-maximization solution was used to determine the optimal receptive field by first assuming a low signal-to-noise ratio limit. We found that the optimal receptive field is a spatially localized, Gabor-function-like receptive field, similar to that of a simple cell.
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