23 May 2005 Effect of memory on measures of complexity
Author Affiliations +
Proceedings Volume 5841, Fluctuations and Noise in Biological, Biophysical, and Biomedical Systems III; (2005); doi: 10.1117/12.609088
Event: SPIE Third International Symposium on Fluctuations and Noise, 2005, Austin, Texas, United States
Abstract
We have studied the memory effect on typical complex measures such as fractal dimension and entropy based on the sample entropy algorithm. First, it is shown how is the stochastic process of complex measures (a local fractal dimension and a local sample entropy) for real EEG data from healthy people and demented ones. The features of multi-scale entropy for EEGs are also shown. Then, the natures of complex measures for theoretical models such as Brownian oscillators and stochastic complex Ginzburg-Landau equation are exhibited. The memory effects on the complex measures for real EEG data are discussed by comparing theoretical models.
© (2005) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Hidetoshi Konno, Kohsuke Nishimura, "Effect of memory on measures of complexity", Proc. SPIE 5841, Fluctuations and Noise in Biological, Biophysical, and Biomedical Systems III, (23 May 2005); doi: 10.1117/12.609088; https://doi.org/10.1117/12.609088
PROCEEDINGS
12 PAGES


SHARE
KEYWORDS
Electroencephalography

Stochastic processes

Fractal analysis

Oscillators

Data modeling

Linear filtering

Error analysis

Back to Top