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Life and Understanding: The Origins of Understanding in Self-Organizing Nervous Systems

机译:生命与理解:自组织神经系统理解的起源

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摘要

This article is motivated by a formulation of biotic self-organization in Friston (), where the emergence of “life” in coupled material entities (e.g., macromolecules) was predicated on bounded subsets that maintain a degree of statistical independence from the rest of the network. Boundary elements in such systems constitute a Markov blanket; separating the internal states of a system from its surrounding states. In this article, we ask whether Markov blankets operate in the nervous system and underlie the development of intelligence, enabling a progression from the ability to sense the environment to the ability to understand it. Markov blankets have been previously hypothesized to form in neuronal networks as a result of phase transitions that cause network subsets to fold into bounded assemblies, or packets (Yufik and Sheridan, ; Yufik, ). The ensuing neuronal packets hypothesis builds on the notion of neuronal assemblies (Hebb, , ), treating such assemblies as flexible but stable biophysical structures capable of withstanding entropic erosion. In other words, structures that maintain their integrity under changing conditions. In this treatment, neuronal packets give rise to perception of “objects”; i.e., quasi-stable (stimulus bound) feature groupings that are conserved over multiple presentations (e.g., the experience of perceiving “apple” can be interrupted and resumed many times). Monitoring the variations in such groups enables the apprehension of behavior; i.e., attributing to objects the ability to undergo changes without loss of self-identity. Ultimately, “understanding” involves self-directed composition and manipulation of the ensuing “mental models” that are constituted by neuronal packets, whose dynamics capture relationships among objects: that is, dependencies in the behavior of objects under varying conditions. For example, movement is known to involve rotation of population vectors in the motor cortex (Georgopoulos et al., , ). The neuronal packet hypothesis associates “understanding” with the ability to detect and generate coordinated rotation of population vectors—in neuronal packets—in associative cortex and other regions in the brain. The ability to coordinate vector representations in this way is assumed to have developed in conjunction with the ability to postpone overt motor expression of implicit movement, thus creating a mechanism for prediction and behavioral optimization via mental modeling that is unique to higher species. This article advances the notion that Markov blankets—necessary for the emergence of life—have been subsequently exploited by evolution and thus ground the ways that living organisms adapt to their environment, culminating in their ability to understand it.
机译:本文是由弗里斯顿()提出的一种生物自组织的动机所驱动的,其中耦合物质实体(例如,大分子)中“生命”的出现是基于有界子集的,这些子集保持了与其余部分的统计独立性。网络。这种系统中的边界元素构成了马尔可夫覆盖层。将系统的内部状态与其周围的状态分开。在本文中,我们要问马尔可夫毯子是否在神经系统中起作用,并且是智力发展的基础,从而使人们从感知环境的能力向了解环境的能力发展。之前已经假设,马尔科夫毯会在神经元网络中形成,这是由于相变导致网络子集折叠成有界的集合或数据包(Yufik和Sheridan,Yufik,)。随后的神经元数据包假设建立在神经元集合的概念之上(Hebb,,),将这些集合视为能够抵抗熵侵蚀的灵活但稳定的生物物理结构。换句话说,在不断变化的条件下保持其完整性的结构。在这种治疗中,神经元包会引起对“物体”的感知。即,在多个演示文稿中保存的准稳定(刺激约束)特征分组(例如,感知“苹果”的经验可以被打断并恢复很多次)。监测这些群体的变化可以理解行为。即归因于对象进行更改的能力而不会失去自我认同。最终,“理解”涉及由神经元数据包构成的随后的“心理模型”的自我指导的组成和操纵,神经元数据包的动力学捕获对象之间的关系:即,对象在不同条件下行为的依赖性。例如,已知运动涉及运动皮质中种群矢量的旋转(Georgopoulos等,,)。神经元数据包假设将“理解”与检测和生成关联向量皮层和大脑其他区域中的神经元数据包中种群矢量协调旋转的能力联系在一起。假定以这种方式协调矢量表示的能力与推迟隐式运动的公开运动表达的能力结合在一起发展,从而创建了一种通过心理建模进行预测和行为优化的机制,该机制是高等物种所独有的。本文提出了马尔可夫毯子这一概念,它是生命出现所必需的,后来被进化所利用,从而奠定了生物体适应环境的方式,并最终提高了他们对环境的理解能力。

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