Comparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases

The article presents the results of use of various fractal methods and their author modifications applied to the automated recognition of sleep phases by computer electroencephalograms. The results of the application of the Grassberger-Procaccia method, Hurst rescaled range method, the author's...

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Autores principales: O. I. Antipov, A. V. Zakharov, V. A. Neganov
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Lenguaje:RU
Publicado: Scientific Сentre for Family Health and Human Reproduction Problems 2013
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spelling oai:doaj.org-article:679e4cd0309048bcab91da7f24699e742021-11-23T06:14:26ZComparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases2541-94202587-9596https://doaj.org/article/679e4cd0309048bcab91da7f24699e742013-04-01T00:00:00Zhttps://www.actabiomedica.ru/jour/article/view/1517https://doaj.org/toc/2541-9420https://doaj.org/toc/2587-9596The article presents the results of use of various fractal methods and their author modifications applied to the automated recognition of sleep phases by computer electroencephalograms. The results of the application of the Grassberger-Procaccia method, Hurst rescaled range method, the author's modification of the method of false nearest neighbors and. the method of approximating entropy for recognition of sleep phases at polysomnography are presented in the work and. compared by relative rate and. accuracy. Brief description of peculiarities of used fractal methods is given in the article. It was showed that use of fractal methods of determinate chaos in synergic approach allows to realize differentiation of sleep stages with relatively high accuracy at significantly reduced time limits with use of only one canal of encephalogram. Reliability of obtained results was estimated. by comparison with the results obtained by certified neurophysiological specialistsO. I. AntipovA. V. ZakharovV. A. NeganovScientific Сentre for Family Health and Human Reproduction ProblemsarticlesomnologypolysomnographyelectroencephalographyfractalschaossynergeticshypnogramScienceQRUActa Biomedica Scientifica, Vol 0, Iss 2(1), Pp 9-14 (2013)
institution DOAJ
collection DOAJ
language RU
topic somnology
polysomnography
electroencephalography
fractals
chaos
synergetics
hypnogram
Science
Q
spellingShingle somnology
polysomnography
electroencephalography
fractals
chaos
synergetics
hypnogram
Science
Q
O. I. Antipov
A. V. Zakharov
V. A. Neganov
Comparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases
description The article presents the results of use of various fractal methods and their author modifications applied to the automated recognition of sleep phases by computer electroencephalograms. The results of the application of the Grassberger-Procaccia method, Hurst rescaled range method, the author's modification of the method of false nearest neighbors and. the method of approximating entropy for recognition of sleep phases at polysomnography are presented in the work and. compared by relative rate and. accuracy. Brief description of peculiarities of used fractal methods is given in the article. It was showed that use of fractal methods of determinate chaos in synergic approach allows to realize differentiation of sleep stages with relatively high accuracy at significantly reduced time limits with use of only one canal of encephalogram. Reliability of obtained results was estimated. by comparison with the results obtained by certified neurophysiological specialists
format article
author O. I. Antipov
A. V. Zakharov
V. A. Neganov
author_facet O. I. Antipov
A. V. Zakharov
V. A. Neganov
author_sort O. I. Antipov
title Comparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases
title_short Comparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases
title_full Comparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases
title_fullStr Comparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases
title_full_unstemmed Comparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases
title_sort comparison of speed and accuracy of ractal methods of determined chaos applied to recognition of sleep phases
publisher Scientific Сentre for Family Health and Human Reproduction Problems
publishDate 2013
url https://doaj.org/article/679e4cd0309048bcab91da7f24699e74
work_keys_str_mv AT oiantipov comparisonofspeedandaccuracyofractalmethodsofdeterminedchaosappliedtorecognitionofsleepphases
AT avzakharov comparisonofspeedandaccuracyofractalmethodsofdeterminedchaosappliedtorecognitionofsleepphases
AT vaneganov comparisonofspeedandaccuracyofractalmethodsofdeterminedchaosappliedtorecognitionofsleepphases
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