An Integrative Account of Neural Network Interaction: Neuro-Messenger Theory

Tien-Wen Lee
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引用次数: 2

Abstract

Neural interaction is realized by information exchange. It seemed that the information amount does not keep constant and may be reduced during the travel between neural nodes. In addition, recent research of neural coding has suggested that neural information could be represented by parsimonious spiking pattern, named sparse coding. Based on the above observation, neuro-messenger theory (NMT) is proposed to explicate the communicative process between the source and the target neural nodes. Neuro-messenger is a sparse code which does not have to carry every detail of the dynamics in source node. Other formats of neural coding (e.g., temporal and rate coding) could be the precursors of neuro-messengers, and the repeated spatiotemporal patterns buried in the ongoing brain activities may be the circulated neuro-messengers from diverse origins. Referred to chaos/complexity theory, information can be recovered at target node where neuro-messenger serves as a facilitator to locate the trajectory at proper attractor, and hence the associated psychological entity. In contrast to conventional concepts of encoding and decoding, the processes of encoding in source node, issuing neuro-messengers, and recovering information at target node are summarized as “three-facet coding scheme”. The design of neuro-messenger enables the brain to utilize energy in an efficient and economical way. NMT may have substantial implication in several major psychiatric disorders. Some psychiatric conditions could be mediated by abnormal neuro-messengers that coerce the regional neuro-dynamics to delve into maladaptive attractors and hence the characteristic symptoms.
神经网络相互作用的综合解释:神经信使理论
神经交互是通过信息交换来实现的。在神经节点之间的传递过程中,信息量似乎不是恒定的,可能会减少。此外,最近的神经编码研究表明,神经信息可以用简洁的尖峰模式来表示,称为稀疏编码。基于上述观察,神经信使理论(NMT)被提出来解释源和目标神经节点之间的交流过程。神经信使是一种稀疏编码,它不需要在源节点上携带动态的每一个细节。其他形式的神经编码(如时间编码和速率编码)可能是神经信使的前体,而埋藏在正在进行的脑活动中的重复时空模式可能是来自不同来源的循环神经信使。参考混沌/复杂性理论,信息可以在目标节点恢复,神经信使作为促进者将轨迹定位在适当的吸引子上,从而定位相关的心理实体。与传统的编码和解码概念不同,将源节点编码、目标节点发送神经信使和恢复信息的过程概括为“三面编码方案”。神经信使的设计使大脑能够高效、经济地利用能量。NMT可能对几种主要精神疾病有实质性的影响。一些精神疾病可能是由异常的神经信使介导的,这些神经信使迫使区域神经动力学深入研究不适应的吸引子,从而产生特征性症状。
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