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格兰杰因果关系在神经科学领域的发展及缺陷 被引量:3

Development and Limitations of Granger Causality in Neuroscience
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摘要 针对格兰杰因果关系在神经科学领域的应用,查阅国内外格兰杰应用的相关文献资料,选取有效信息进行归纳整理。介绍了格兰杰因果关系在神经科学领域的发展,包括时频域格兰杰因果关系、非线性格兰杰因果关系的应用。根据格兰杰因果关系的定义,指出该关系存在仅使用线性回归模型的部分信息等缺陷,并对其在神经科学领域的发展进行了展望,且提出对格兰杰因果关系不断改进的必要性。 The application of Granger Causality in the field of neuroscience is discussed with an analysis of relevant literature. We introduce the development of Granger Causality, covering its application in time and frequency domain, and nonlinear Causality. According to the definitions of Granger causality, we point out that Granger causality only used partial information of the linear regression model, and suggest the necessity of continuous improvement of Granger causality.
作者 贾欣欣
出处 《电子科技》 2015年第8期178-181,共4页 Electronic Science and Technology
关键词 格兰杰因果关系 线性回归模型 传递函数 脑电信号 granger causality linear regression model transfer function EEG
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参考文献30

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