Performance of different synchronization measures in real data: A case study on electroencephalographic signals

被引:618
作者
Quiroga, RQ
Kraskov, A
Kreuz, T
Grassberger, P
机构
[1] Forschungszentrum Julich, John Neumann Inst Comp, D-52425 Julich, Germany
[2] Univ Bonn, Dept Epileptol, D-53105 Bonn, Germany
来源
PHYSICAL REVIEW E | 2002年 / 65卷 / 04期
关键词
D O I
10.1103/PhysRevE.65.041903
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We study the synchronization between left and right hemisphere rat electroencephalographic (EEG) channels by using various synchronization measures, namely nonlinear interdependences, phase synchronizations, mutual information, cross correlation, and the coherence function. In passing we show a close relation between two recently proposed phase synchronization measures and we extend the definition of one of them. In three typical examples we observe that except mutual information, all these measures give a useful quantification that is hard to be guessed beforehand from the raw data. Despite their differences, results are qualitatively the same. Therefore, we claim that the applied measures are valuable for the study of synchronization in real data. Moreover, in the particular case of EEG signals their use as complementary variables could be of clinical relevance.
引用
收藏
页数:14
相关论文
共 42 条
[1]  
[Anonymous], ELECTROENCEPHALOGRAP
[2]   A robust method for detecting interdependences: application to intracranially recorded EEG [J].
Arnhold, J ;
Grassberger, P ;
Lehnertz, K ;
Elger, CE .
PHYSICA D-NONLINEAR PHENOMENA, 1999, 134 (04) :419-430
[3]  
Cohen L., 1995, TIME FREQUENCY ANAL
[4]  
DASILVA FHL, 1993, ELECTROENCEPHALOGRAP, P1097
[5]   Detecting phase synchronization in a chaotic laser array [J].
DeShazer, DJ ;
Breban, R ;
Ott, E ;
Roy, R .
PHYSICAL REVIEW LETTERS, 2001, 87 (04) :44101-1
[6]   ABERRANT TRANSIENTS IN THE EEG OF EPILEPTIC RATS - A SPECTRAL ANALYTICAL APPROACH [J].
DRINKENBURG, WHIM ;
VANLUIJTELAAR, ELJM ;
VANSCHAIJK, WJ ;
COENEN, AML .
PHYSIOLOGY & BEHAVIOR, 1993, 54 (04) :779-783
[7]   STABILITY THEORY OF SYNCHRONIZED MOTION IN COUPLED-OSCILLATOR SYSTEMS [J].
FUJISAKA, H ;
YAMADA, T .
PROGRESS OF THEORETICAL PHYSICS, 1983, 69 (01) :32-47
[8]   GENERALIZED DIMENSIONS OF STRANGE ATTRACTORS [J].
GRASSBERGER, P .
PHYSICS LETTERS A, 1983, 97 (06) :227-230
[9]   FINITE-SAMPLE CORRECTIONS TO ENTROPY AND DIMENSION ESTIMATES [J].
GRASSBERGER, P .
PHYSICS LETTERS A, 1988, 128 (6-7) :369-373
[10]   NONLINEAR TIME SEQUENCE ANALYSIS [J].
Grassberger, Peter ;
Schreiber, Thomas ;
Schaffrath, Carsten .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1991, 1 (03) :521-547