Simulations of signal flow in a functional model of the cortical column

Neurocomputing(2007)

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摘要
We describe the simulation of a layered cortex model based on the cortical column as a generic local processor. It simulates the signal flow in the layers I-IV of a set of model columns across three hierarchical cortical areas. It demonstrates the fast formation of an initial stimulus hypothesis, and its subsequent refinement by inter-columnar communication. In this prototype simulation, we implement word recognition from a string of characters. The three cortical areas represent letters, syllables, and words, used as a metaphor for visual stimuli. Focusing on the intra- and inter-columnar dynamics, we show how the different processing subsystems interact in order to switch off expected signals and accomplish symbolic recognition of words, and how representations for new words can be constructed based on old representations (self-reference).
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关键词
prototype simulation,layered cortex model,inter-columnar dynamic,signal flow,functional model,cortical area,model column,hierarchical cortical area,word recognition,inter-columnar communication,symbolic recognition,cortical column,column generation,cortex,column
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