首页> 外文会议>Intelligence in Neural and Biological Systems, 1995. INBS'95, Proceedings., First International Symposium on >A neural network model of the cortico-hippocampal interplay: contexts and generalization
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A neural network model of the cortico-hippocampal interplay: contexts and generalization

机译:皮质-海马相互作用的神经网络模型:上下文和泛化

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We present computer simulations of a neural network comprising two sensory pathways, each built of preprocessing and associative memory modules perhaps corresponding to a primary and higher sensory area, and a hippocampal area that serves as an integration or fusion zone during learning and retrieval of polymodal information. The network is able to store unimodal details about a complex environment in local assemblies restricted to the corresponding associative memory, whereas a representation of the simultaneous occurrences of several stimuli is constituted and stored in a self-organizing manner in the hippocampal area. This can be viewed as storage of a "particular context". If many stimulus constellations are presented to the network during learning, it may over-learn, that is, the hippocampal area can no longer distinguish particular situations, but instead represents more general contexts or categories, a given environmental situation may belong to. Feedback from the hippocampal region to association areas can restore particular memories; it can still act as a threshold control gate raising sensitivity in the appropriate cortex regions when it is overloaded.
机译:我们介绍了一个神经网络的计算机模拟,该神经网络包括两个感觉路径,每个路径都由预处理和关联存储模块构建,可能对应于主要和较高的感觉区域,以及在学习和检索多峰信息期间充当整合或融合区域的海马区域。该网络能够在受限于相应联想记忆的局部程序集中存储有关复杂环境的单峰详细信息,而同时出现几种刺激的表示形式则以自组织方式存储在海马区中。这可以看作是“特定上下文”的存储。如果在学习过程中向网络呈现了许多刺激星座,则它可能会过度学习,也就是说,海马区不再能够区分特定情况,而是代表更一般的环境或类别,给定的环境可能属于该环境。从海马区到关联区的反馈可以恢复特定的记忆;当过载时,它仍然可以用作阈值控制门,以提高相应皮质区域的灵敏度。

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