Journal of Neurophysiology · 2007 · 82 citations · 42 references
Life SciencesBiophysicsNeuroscienceComputational NeuroscienceElectrophysiologyTime Series AnalysisBrain Network AnalysisElectroencephalogram AnalysisElectroencephalographyNeural Circuit DynamicsNeural OscillationsNeuronal DynamicsCorrelation AnalysisCorrelation MatrixCorrelation Matrix ModelingNeural Oscillation ModelingNeural Time Series AnalysisNeuronal SynchronizationSeizuresSynchronization
The purpose of the present paper is to develop a method, based on equal-time correlation, correlation matrix analysis and surrogate resampling, that is able to quantify and describe properties of synchronization of population neuronal activity recorded simultaneously from multiple sites. Initially, Lorenz-type oscillators were used to model multiple time series with different patterns of synchronization. Eigenvalue and eigenvector decomposition was then applied to identify "clusters" of locally synchronized activity and to calculate a "global synchronization index." This method was then applied to multichannel data recorded from an in vitro model of epileptic seizures. The results demonstrate that this novel method can be successfully used to analyze synchronization between multiple neuronal population series.
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Random-matrix physics: spectrum and strength fluctuations
Thomas A. Brody, J. Flores, J.B. French et al. · Reviews of Modern Physics · 1981 · 2.1K citations
Improved Surrogate Data for Nonlinearity Tests
Thomas Schreiber, Andreas Schmitz · Physical Review Letters · 1996 · 1.5K citations · Full text
Computing, Biostatistics, Statistics +13