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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Scientific Сentre for Family Health and Human Reproduction Problems
2013
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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) |
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somnology polysomnography electroencephalography fractals chaos synergetics hypnogram Science Q |
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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 |
_version_ |
1718417198200913920 |