首页> 外文会议>International Summer School on Neural Nets; 20031031-20031106; Erice; IT >A Complex Systems Approach to an Interpretation of Dynamic Brain Activity Ⅰ: Chaotic Itinerancy Can Provide a Mathematical Basis for Information Processing in Cortical Transitory and Nonstationary Dynamics
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A Complex Systems Approach to an Interpretation of Dynamic Brain Activity Ⅰ: Chaotic Itinerancy Can Provide a Mathematical Basis for Information Processing in Cortical Transitory and Nonstationary Dynamics

机译:解释动态大脑活动的复杂系统方法Ⅰ:混沌迭代可以为皮质暂时性和非平稳性动力学中的信息处理提供数学基础

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The transitory activity of neuron assemblies has been observed in various areas of animal and human brains. We here highlight some typical transitory dynamics observed in laboratory experiments and provide a dynamical systems interpretation of such behaviors. Using the information theory of chaos, it is shown that a certain type of chaos is capable of dynamically maintaining the input information rather than destroying it. Taking account of the fact that the brain works in a noisy environment, the hypothesis can be proposed that chaos exhibiting noise-induced order is appropriate for the representation of the dynamics concerned. The transitory dynamics typically observed in the brain seems to appear in high-dimensional systems. A new dynamical systems interpretation for the cortical dynamics is reviewed, cast in terms of high-dimensional transitory dynamics. This interpretation differs from the conventional one, which is usually cast in terms of low-dimensional attractors. We focus our attention on, in particular, chaotic itinerancy, a dynamic concept describing transitory dynamics among "exotic attractors" , or "attractor ruins". We also emphasize the functional significance of chaotic itinerancy.
机译:在动物和人脑的各个区域都观察到了神经元组装体的瞬时活动。在这里,我们重点介绍了在实验室实验中观察到的一些典型的瞬态动力学,并提供了此类行为的动力学系统解释。使用混沌的信息理论,表明某种类型的混沌能够动态维护输入信息而不是破坏输入信息。考虑到大脑在嘈杂的环境中工作的事实,可以提出这样的假设,即表现出噪声诱发顺序的混沌适合于表示有关的动力学。通常在大脑中观察到的瞬时动力学似乎出现在高维系统中。审查了一种新的动力学系统对皮层动力学的解释,根据高维瞬态动力学进行了解释。这种解释不同于传统的解释,传统的解释通常是针对低维吸引子。我们特别关注混沌迭代,这是一个动态概念,描述了“外来吸引子”或“吸引者废墟”之间的短暂动态。我们还强调了混沌迭代的功能意义。

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