Titlebook: Emergent Neural Computational Architectures Based on Neuroscience; Towards Neuroscience Stefan Wermter,Jim Austin,David Willshaw Book 2001

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On the Influence of Threshold Variability in a Mean-Field Model of the Visual Cortexeffect. We find that contrast satu- ration occurs naturally if two different classes of inhibitory inter-neurons are combined. Low threshold inhibition keeps the gain of the cortical amplification finite, whereas high threshold inhibition causes contrast saturation.

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Segmenting State into Entities and Its Implication for Learningr representation of state into arbitrarily many entities. They can also generalize what they learn to larger internal states by learning generalizations about individual enti- ties. These claims are empirical demonstrated through results on training a Simple Synchrony Network to do syntactic parsing of real natural lan- guage sentences.

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