大脑是概率性的、电生理上复杂的和三位一体的:计算神经科学的一个有偏见的随机漫步视角。

IF 1.2 4区 心理学 Q3 PSYCHOLOGY, MULTIDISCIPLINARY
International Journal of Psychological Research Pub Date : 2024-08-21 eCollection Date: 2024-07-01 DOI:10.21500/20112084.7397
Juan Fernando Gómez-Molina
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引用次数: 0

摘要

追求一个统一的理论,捕捉大脑和精神的复杂性仍然是理论神经科学的一个重大挑战。本文提出了一种新颖的三位一体框架,该框架利用了集体偏差随机漫步(cBRW)的概念。我们的方法努力超越生物学的特殊性,提供一个高层次的抽象,仍然普遍适用于各种神经现象。尽管计算神经科学有着坚实的传统基础,但神经过程的复杂微妙需要一种新的概率方法。我们的目标是利用概率概念的直观性质-如定位和状态的概率,均匀概率分布-来研究大脑中电荷和信号的随机组织。这种电生理学的复杂性来自看似矛盾的现实,即微小的电事件虽然是随机的,但集体产生了可预测的长期振荡。这些振荡表现为三组激活状态。我们的框架将大脑分类为一个三位一体的系统,包括对概率现象和cBRW模型的经典、半经典和非经典解释,以及三组状态。我们的结论是,通过欣赏而不是忽视大脑中电荷和信号的微小随机移动,我们可以获得理论脑科学的三位一体数学基础,这个器官的强大功能,以及我们可以开发的电磁接口。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Brains are Probabilistic, Electrophysiologically Intricate and Triune: A Biased- Random Walk Perspective on Computational Neuroscience.

The pursuit of a unified theory that captures the intricacies of the brain and mind continues to be a significant challenge in theoretical neuroscience. This paper presents a novel, triune framework that utilizes the concept of collective biased random walk (cBRW). Our approach strives to transcend biological specifics, offering a high-level abstraction that remains general and applicable across various neural phenomena. Despite the solid traditional foundation of computational neuroscience, the intricate delicacy of neural processes calls for a renewed probabilistic approach. We aim to utilize the intuitive nature of probability concepts -such as the probability of localization and state, and uniform probability distribution- to study the stochastic organization of electric charges and signals in the brain. This electrophysiological intricacy emerges from the seemingly paradoxical reality that tiny electric events, while random, collectively give rise to predictable, long-range oscillations. These oscillations manifest in three groups of activation states. Our framework categorizes the brain as a triune system, accommodating classical, semiclassical, and non-classical interpretations of both probabilistic phenomena and cBRW models, alongside three groups of states. We conclude that by appreciating, rather than overlooking, the tiny random walks of electric charges and signals in the brain, we can gain a triune mathematical foundation for theoretical brain science, the powerful capabilities of this organ, and the electromagnetic interfaces we can develop.

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来源期刊
International Journal of Psychological Research
International Journal of Psychological Research PSYCHOLOGY, MULTIDISCIPLINARY-
CiteScore
2.30
自引率
9.10%
发文量
22
审稿时长
16 weeks
期刊介绍: The International Journal of Psychological Research (Int.j.psychol.res) is the Faculty of Psychology’s official publication of San Buenaventura University in Medellin, Colombia. Int.j.psychol.res relies on a vast and diverse theoretical and thematic publishing material, which includes unpublished productions of diverse psychological issues and behavioral human areas such as psychiatry, neurosciences, mental health, among others.
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