Spectral decay vs. correlation dimension of EEG
نویسندگان
چکیده
The paper relates to possible connection between spectrum power-law decay and correlation dimension estimation for electroencephalogram (EEG). EEG signals recorded during relaxed wakefulness were analysed. Power-law decay of about 2.28 prevailing over the exponential falling off was established when exponent from the whole EEG spectrum was taken. The correlation dimension was also estimated. The two measures proved to be highly correlated. Concurrent experimental applications of spectral decay and correlation dimension confirm comparability of their discriminative powers. However, estimating the spectral decay is clearly more effective than the data demanding and disputable computation of correlation dimension. r 2007 Elsevier B.V. All rights reserved.
منابع مشابه
Fractal complexity of EEG signal
The paper deals with the presence of exponential or power-law decay in the power spectra of electroencephalogram (EEG). About 2300 EEG time series recorded during relaxed wakefulness were analysed. The whole spectrum of EEG was studied and power-law decay of about 2.28 prevailing over the exponential falling off was established. Correspondence between spectrum power-law decay and correlation di...
متن کاملEEG: Spectral Characteristics vs. Correlation Dimension
In real systems like EEG the chaos is very difficult to prove or exclude. The scepticism against finite dimension estimates is understandable. It is hard to believe that a complicated system as the brain, which is continually interacting with many other complex systems, should manifest as deterministic low-dimensional dynamics. Predominantly, it is a manifestation of a mixture of noise, some cy...
متن کاملAREGU July 46/1
González, Julián, Antoni Gamundi, Rubén Rial, M. Cristina Nicolau, Luis De Vera, and Ernesto Pereda. Nonlinear, fractal, and spectral analysis of the EEG of lizard, Gallotia galloti. Am. J. Physiol. 277 (Regulatory Integrative Comp. Physiol. 46): R86–R93, 1999.—Electroencephalogram (EEG) from dorsal cortex of lizard Gallotia galloti was analyzed at different temperatures to test the presence of...
متن کاملNon-linear Analysis of Single Electroencephalography (EEG) for Sleep-Related Healthcare Applications
OBJECTIVES Soft-computing techniques are commonly used to detect medical phenomena and to help with clinical diagnoses and treatment. The purpose of this paper is to analyze the single electroencephalography (EEG) signal with the chaotic methods in order to identify the sleep stages. METHODS Data acquisition (polysomnography) was performed on four healthy young adults (all males with a mean a...
متن کاملPost-seizure EEG fractal dimension and spectral power predict antidepressant response to unilateral ECT
BACKGROUND Measures of EEG during ECT, for example, smaller post-seizure fractal dimension have predicted antidepressant response. The earlier study on this subject used bilateral ECT. This study aims to examine if this finding holds good even for unilateral ECT, using both fractal dimension and spectral power analysis of EEG. METHODS Fifty-one right-handed, drug-free patients with major depr...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Neurocomputing
دوره 71 شماره
صفحات -
تاریخ انتشار 2008