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THE PARALLEL DISTRIBUTED PROCESSING APPROACH TO SEMANTIC COGNITION

机译:语义认知的并行分布式处理方法

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How do we know what properties something has, and which of its properties should be generalized to other objects? How is the knowledge underlying these abilities acquired, and how is it affected by brain disorders? Our approach to these issues is based on the idea that cognitive processes arise from the interactions of neurons through synaptic connections. The knowledge in such interactive and distributed processing systems is stored in the strengths of the connections and is acquired gradually through experience. Degradation of semantic knowledge occurs through degradation of the patterns of neural activity that probe the knowledge stored in the connections. Simulation models based on these ideas capture semantic cognitive processes and their development and disintegration, encompassing domain-specific patterns of generalization in young children, and the restructuring of conceptual knowledge as a function of experience.
机译:我们如何知道某物具有什么属性,应将其哪些属性推广到其他对象?如何获得这些能力的基础知识,以及它如何受到脑部疾病的影响?我们针对这些问题的方法是基于这样的思想,即认知过程源自神经元通过突触连接的相互作用。这种交互式和分布式处理系统中的知识存储在连接的优势中,并通过经验逐渐获得。语义知识的退化是通过探测存储在连接中的知识的神经活动模式的退化而发生的。基于这些思想的模拟模型捕获了语义认知过程及其发展和瓦解,包括幼儿在特定领域的泛化模式,以及根据经验对概念性知识进行的重组。

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