Using partial directed coherence to describe neuronal ensemble interactions

被引:260
作者
Sameshima, K
Baccalá, LA
机构
[1] Univ Sao Paulo, Sch Med, Discipline Med Informat, BR-01246903 Sao Paulo, Brazil
[2] Univ Sao Paulo, Sch Med, Lab Funct Neurosurg, BR-01246903 Sao Paulo, Brazil
[3] Univ Sao Paulo, Escola Politecn, Dept Telecommun & Controls, Sao Paulo, Brazil
关键词
partial directed coherence; Granger causality; structural inference; feedback detection; spike train analysis; multivariate autoregressive models;
D O I
10.1016/S0165-0270(99)00128-4
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
This paper illustrates the use of the recently introduced method of partial directed coherence in approaching how interactions among neural structures change over short time spans that characterize well defined behavioral states. Central to the method is its use of multivariate time series modelling in conjunction with the concept of Granger causality. Simulated neural network models were used to illustrate the technique's power and limitations when dealing with neural spiking data. This was followed by the analysis of multi-unit activity data illustrating dynamical change in the interaction of thalamo-cortical structures in a behaving rat. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
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页码:93 / 103
页数:11
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