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Cognitive Network Neuroscience

机译:认知网络神经科学

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Network science provides theoretical, computational, and empirical tools that can be used to understand the structure and function of the human brain in novel ways using simple concepts and mathematical representations. Network neuroscience is a rapidly growing field that is providing considerable insight into human structural connectivity, functional connectivity while at rest, changes in functional networks over time (dynamics), and how these properties differ in clinical populations. In addition, a number of studies have begun to quantify network characteristics in a variety of cognitive processes and provide a context for understanding cognition from a network perspective. In this review, we outline the contributions of network science to cognitive neuroscience. We describe the methodology of network science as applied to the particular case of neuroimaging data and review its uses in investigating a range of cognitive functions including sensory processing, language, emotion, attention, cognitive control, learning, and memory. In conclusion, we discuss current frontiers and the specific challenges that must be overcome to integrate these complementary disciplines of network science and cognitive neuroscience. Increased communication between cognitive neuroscientists and network scientists could lead to significant discoveries under an emerging scientific intersection known as cognitive network neuroscience.
机译:网络科学提供了理论,计算和经验工具,可使用简单的概念和数学表示形式以新颖的方式来理解人脑的结构和功能。网络神经科学是一个快速发展的领域,它为人们的结构连通性,静止状态下的功能连通性,功能网络随时间的变化(动力学)以及这些特性在临床人群中的差异提供了可观的见解。此外,许多研究已开始量化各种认知过程中的网络特征,并提供了从网络角度理解认知的环境。在这篇综述中,我们概述了网络科学对认知神经科学的贡献。我们描述了适用于神经影像数据特殊情况的网络科学方法,并回顾了其在调查一系列认知功能(包括感觉处理,语言,情感,注意力,认知控制,学习和记忆)中的用途。总之,我们讨论了当前的前沿领域以及整合网络科学和认知神经科学这些互补学科必须克服的特定挑战。在被称为认知网络神经科学的新兴科学交叉点下,认知神经科学家与网络科学家之间越来越多的交流可能会导致重大发现。

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