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Inferring Functional Neural Connectivity with Phase Synchronization Analysis: A Review of Methodology

机译:通过相位同步分析推断功能性神经连接性:方法学综述

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摘要

Functional neural connectivity is drawing increasing attention in neuroscience research. To infer functional connectivity from observed neural signals, various methods have been proposed. Among them, phase synchronization analysis is an important and effective one which examines the relationship of instantaneous phase between neural signals but neglecting the influence of their amplitudes. In this paper, we review the advances in methodologies of phase synchronization analysis. In particular, we discuss the definitions of instantaneous phase, the indexes of phase synchronization and their significance test, the issues that may affect the detection of phase synchronization and the extensions of phase synchronization analysis. In practice, phase synchronization analysis may be affected by observational noise, insufficient samples of the signals, volume conduction, and reference in recording neural signals. We make comments and suggestions on these issues so as to better apply phase synchronization analysis to inferring functional connectivity fromneural signals.
机译:功能性神经连通性在神经科学研究中引起了越来越多的关注。为了从观察到的神经信号推断功能连接性,已经提出了各种方法。其中,相位同步分析是一种重要而有效的方法,它可以检查神经信号之间的瞬时相位之间的关系,而忽略其幅度的影响。在本文中,我们回顾了相位同步分析方法学的进展。特别是,我们讨论了瞬时相位的定义,相位同步的指标及其意义测试,可能影响相位同步检测的问题以及相位同步分析的扩展。实际上,相位同步分析可能会受到观察噪声,信号样本不足,体积传导和记录神经信号参考的影响。我们针对这些问题提出意见和建议,以便更好地将相位同步分析应用于从神经信号。

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