Multifractal Analysis of Physiological Data: A Non-Subjective Approach

被引:0
作者
Ambika, G. [1 ]
Harikrishnan, K. P. [1 ]
Misra, R. [1 ]
机构
[1] Indian Inst Sci Educ & Res, Pune 411008, Maharashtra, India
来源
COMPLEX DYNAMICS IN PHYSIOLOGICAL SYSTEMS: FROM HEART TO BRAIN | 2009年
关键词
Time series analysis; generalized dimension; multifractal spectrum; TIME-SERIES; CARDIAC-ARRHYTHMIAS; STRANGE ATTRACTORS; CHAOS; DYNAMICS; NONLINEARITY; SURROGATE; HEART;
D O I
10.1007/978-1-4020-9143-8_2
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
We have recently proposed an algorithmic scheme [22] for the non-subjective computation of correlation dimension from time series data. Here it is extended for the computation of generalized dimensions and the multifractal spectrum and applied to a number of EEG and ECG data sets from normal as well as certain pathological states of the brain and the cardiac system. Comparisons are drawn using a standard low dimensional chaotic system. Our method has the advantage that the analysis is done under identical prescriptions built into the algorithm and hence the comparison of resulting indices becomes non-subjective. This also enables a quantitative characterization of the relative complexity between practical time series such as, those corresponding to the changes in the physiological states of the same system, from the view point of underlying dynamics.
引用
收藏
页码:21 / +
页数:3
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