空间抽象的建筑理论

J. Weng
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引用次数: 3

摘要

大脑在发育过程中是如何抽象的,这是一个很大的谜团。运动行为如何改变皮层表征也不清楚。这里介绍的建筑理论表明,对于每个皮质区域,自下而上的空间和自上而下的空间是其表征的两个来源-桥梁表征,将两个空间的流形嵌入到一个空间中。桥表征具有以下特性:(A)发达神经元的反应对无关的感觉信息(即不变量)相对不敏感,但对分类的相关感觉信息(即判别式)相对更敏感;(b)神经元根据抽象类形成地形皮质区域。这两种属性都将无意义的原始感官输入转换为具有抽象含义的内部表示。最抽象的区域可以被认为是额叶皮质(或运动区域,如果每个运动的放电模式代表一个独特的抽象类)。这种皮层表征系统既不是纯粹的符号系统,也不是单一的意义系统,而是符号-抽象的双向系统:自下而上的注意、自上而下的注意和识别在整个发育网络中都是紧密结合和高度分布的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A theory of architecture for spatial abstraction
A great mystery is how the brain abstracts during the process of development. It is also unclear how motor actions alter cortical representation. The architecture theory introduced here indicates that for each cortical area, the bottom-up space and top-down space are two sources of its representation — bridge representation which embeds manifolds of both spaces into a single space. A bridge representation has the following properties (a) responses from developed neurons are relatively less sensitive to irrelevant sensory information (i.e., invariants) but are relatively more sensitive to relevant sensory information for classification (i.e., discriminants), (b) neurons form topographic cortical areas according to abstract classes. Both properties transform meaningless (iconic, pixel like) raw sensory inputs into an internal representation with abstract meanings. The most abstract area can be considered as frontal cortex (or motor area if each firing pattern of the motor represents a unique abstract class). Such a cortical representation system is neither a purely symbolic system nor a monolithic meaning system, but is iconic-abstract two-way: bottom-up attention, top-down attention and recognition are all tightly integrated and highly distributed throughout the developmental network.
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