ON THE EVIDENCE FOR LOW-DIMENSIONAL CHAOS IN AN EPILEPTIC ELECTROENCEPHALOGRAM

被引:136
作者
THEILER, J
机构
[1] LOS ALAMOS NATL LAB,CTR NONLINEAR STUDIES,LOS ALAMOS,NM 87545
[2] LOS ALAMOS NATL LAB,DIV THEORET,LOS ALAMOS,NM 87545
关键词
D O I
10.1016/0375-9601(94)00856-K
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
A variant of the method of surrogate data is applied to a single time series from an electroencephalogram (EEG) recording of a patient undergoing an epileptic seizure. The time series is a nearly periodic pattern of spike-and-wave complexes. The surrogate data sets are generated by shuffling the individual spike-and-wave cycles, and correspond to a null hypothesis that there is no deterministic structure in the cycle-to-cycle variability of the original data. Using estimates of autocorrelation, correlation dimension, and Lyapunov exponent as discriminating statistics, the evidence for dynamical correlations between successive spike-and-wave patterns is evaluated both formally and informally.
引用
收藏
页码:335 / 341
页数:7
相关论文
共 37 条
[21]  
RAPP P, 1992, BIOLOGIST, V40, P89
[22]   USING COARSE-GRAINED MEASURES TO CHARACTERIZE ELECTROMYOGRAPHIC SIGNALS [J].
Rapp, P. E. ;
Goldberg, G. ;
Albano, A. M. ;
Janicki, M. B. ;
Murphy, D. ;
Niemeyer, E. ;
Jimenez-Montano, M. A. .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1993, 3 (03) :525-541
[23]  
RAPP P E, 1989, Brain Topography, V2, P99, DOI 10.1007/BF01128848
[24]  
Rapp PE, 1986, NONLINEAR OSCIL, P175
[25]  
RAPP PE, 1994, IN PRESS J NEUROSCI
[26]   MEASUREMENT OF THE LYAPUNOV SPECTRUM FROM A CHAOTIC TIME-SERIES [J].
SANO, M ;
SAWADA, Y .
PHYSICAL REVIEW LETTERS, 1985, 55 (10) :1082-1085
[27]   NONLINEAR DYNAMICS AND STOCK RETURNS [J].
SCHEINKMAN, JA ;
LEBARON, B .
JOURNAL OF BUSINESS, 1989, 62 (03) :311-337
[28]  
TAKENS F, 1985, LECT NOTES MATH, V1125, P99
[29]   SPURIOUS DIMENSION FROM CORRELATION ALGORITHMS APPLIED TO LIMITED TIME-SERIES DATA [J].
THEILER, J .
PHYSICAL REVIEW A, 1986, 34 (03) :2427-2432
[30]   TESTING FOR NONLINEARITY IN TIME-SERIES - THE METHOD OF SURROGATE DATA [J].
THEILER, J ;
EUBANK, S ;
LONGTIN, A ;
GALDRIKIAN, B ;
FARMER, JD .
PHYSICA D, 1992, 58 (1-4) :77-94