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Wavelets in Neuroscience
~
Koronovskii, Alexey A.
Wavelets in Neuroscience
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Wavelets in Neuroscience/ by Alexander E. Hramov, Alexey A. Koronovskii, Valeri A. Makarov, Vladimir A. Maksimenko, Alexey N. Pavlov, Evgenia Sitnikova.
作者:
Hramov, Alexander E.
其他作者:
Sitnikova, Evgenia.
面頁冊數:
XVI, 384 p. 174 illus., 69 illus. in color.online resource. :
Contained By:
Springer Nature eBook
標題:
Graph Theory. -
電子資源:
https://doi.org/10.1007/978-3-030-75992-6
ISBN:
9783030759926
Wavelets in Neuroscience
Hramov, Alexander E.
Wavelets in Neuroscience
[electronic resource] /by Alexander E. Hramov, Alexey A. Koronovskii, Valeri A. Makarov, Vladimir A. Maksimenko, Alexey N. Pavlov, Evgenia Sitnikova. - 2nd ed. 2021. - XVI, 384 p. 174 illus., 69 illus. in color.online resource. - Springer Series in Synergetics,2198-333X. - Springer Series in Synergetics,.
Mathematical Methods of Signal Processing in Neuroscience -- Brief Tour of Wavelet Theory -- Analysis of Single Neuron Recordings -- Classification of Neuronal Spikes from Extracellular Recordings -- Analysis of Gamma-Waves in Multielectrode LFP Recordings -- Wavelet Approach to the Study of Rhythmic Neuronal Activity -- Wavelet-based Approach to Epilepsy -- Analysis of Visual Sensory Processing in the Brain and Brain-Computer Interfaces for Human Attention Control -- Analysis and Real-Time Classification of Motor-related EEG and MEG Patterns -- Conclusion.
This book illustrates how modern mathematical wavelet transform techniques offer fresh insights into the complex behavior of neural systems at different levels: from the microscopic dynamics of individual cells to the macroscopic behavior of large neural networks. It also demonstrates how and where wavelet-based mathematical tools can provide an advantage over classical approaches used in neuroscience. The authors well describe single neuron and populational neural recordings. This 2nd edition discusses novel areas and significant advances resulting from experimental techniques and computational approaches developed since 2015, and includes three new topics: • Detection of fEPSPs in multielectrode LFPs recordings. • Analysis of Visual Sensory Processing in the Brain and BCI for Human Attention Control; • Analysis and Real-time Classification of Motor-related EEG Patterns; The book is a valuable resource for neurophysiologists and physicists familiar with nonlinear dynamical systems and data processing, as well as for graduate students specializing in these and related areas.
ISBN: 9783030759926
Standard No.: 10.1007/978-3-030-75992-6doiSubjects--Topical Terms:
786670
Graph Theory.
LC Class. No.: QH505
Dewey Class. No.: 571.4
Wavelets in Neuroscience
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