Wavelets in Neuroscience

This book examines theoretical and applied aspects of wavelet analysis in neurophysics, describing in detail different practical applications of the wavelet theory in the areas of neurodynamics and neurophysiology and providing a review of fundamental work that has been carried out in these fields o...

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Những tác giả chính:	Hramov, A.E, Koronovskii, A.A, Makarov, V.A, Pavlov, A.N, Sitnikova, E
Định dạng:	Sách
Ngôn ngữ:	English
Được phát hành:	Springer 2016
Những chủ đề:	Calculus Mathematics Neurosciences Wavelets
Truy cập trực tuyến:	https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/59838
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spelling	oai:scholar.dlu.edu.vn:DLU123456789-598382023-11-11T06:53:33Z Wavelets in Neuroscience Hramov, A.E Koronovskii, A.A Makarov, V.A Pavlov, A.N Sitnikova, E Calculus Mathematics Neurosciences Wavelets This book examines theoretical and applied aspects of wavelet analysis in neurophysics, describing in detail different practical applications of the wavelet theory in the areas of neurodynamics and neurophysiology and providing a review of fundamental work that has been carried out in these fields over the last decade. Chapters 1 and 2 introduce and review the relevant foundations of neurophysics and wavelet theory, respectively, pointing on one hand to the various current challenges in neuroscience and introducing on the other the mathematical techniques of the wavelet transform in its two variants (discrete and continuous) as a powerful and versatile tool for investigating the relevant neuronal dynamics. Chapter 3 then analyzes results from examining individual neuron dynamics and intracellular processes. The principles for recognizing neuronal spikes from extracellular recordings and the advantages of using wavelets to address these issues are described and combined with approaches based on wavelet neural networks (chapter 4). The features of time-frequency organization of EEG signals are then extensively discussed, from theory to practical applications (chapters 5 and 6). Lastly, the technical details of automatic diagnostics and processing of EEG signals using wavelets are examined (chapter 7). 2016-03-16T03:01:48Z 2016-03-16T03:01:48Z 2015 Book 978-3-662-43850-3 978-3-662-43849-7 https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/59838 en application/pdf Springer
institution	Thư viện Trường Đại học Đà Lạt
collection	Thư viện số
language	English
topic	Calculus Mathematics Neurosciences Wavelets
spellingShingle	Calculus Mathematics Neurosciences Wavelets Hramov, A.E Koronovskii, A.A Makarov, V.A Pavlov, A.N Sitnikova, E Wavelets in Neuroscience
description	This book examines theoretical and applied aspects of wavelet analysis in neurophysics, describing in detail different practical applications of the wavelet theory in the areas of neurodynamics and neurophysiology and providing a review of fundamental work that has been carried out in these fields over the last decade. Chapters 1 and 2 introduce and review the relevant foundations of neurophysics and wavelet theory, respectively, pointing on one hand to the various current challenges in neuroscience and introducing on the other the mathematical techniques of the wavelet transform in its two variants (discrete and continuous) as a powerful and versatile tool for investigating the relevant neuronal dynamics. Chapter 3 then analyzes results from examining individual neuron dynamics and intracellular processes. The principles for recognizing neuronal spikes from extracellular recordings and the advantages of using wavelets to address these issues are described and combined with approaches based on wavelet neural networks (chapter 4). The features of time-frequency organization of EEG signals are then extensively discussed, from theory to practical applications (chapters 5 and 6). Lastly, the technical details of automatic diagnostics and processing of EEG signals using wavelets are examined (chapter 7).
format	Book
author	Hramov, A.E Koronovskii, A.A Makarov, V.A Pavlov, A.N Sitnikova, E
author_facet	Hramov, A.E Koronovskii, A.A Makarov, V.A Pavlov, A.N Sitnikova, E
author_sort	Hramov, A.E
title	Wavelets in Neuroscience
title_short	Wavelets in Neuroscience
title_full	Wavelets in Neuroscience
title_fullStr	Wavelets in Neuroscience
title_full_unstemmed	Wavelets in Neuroscience
title_sort	wavelets in neuroscience
publisher	Springer
publishDate	2016
url	https://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/59838
_version_	1819841074311462912

Wavelets in Neuroscience

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