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Wavelets in Neuroscience - Alexander E. Hramov, Alexey A. Koronovskii, Valeri A. Makarov, Vladimir A. Maksimenko, Alexey N. Pavlov, Evgenia Sitnikova

Wavelets in Neuroscience

Buch | Hardcover
XVI, 384 Seiten
2021 | 2nd ed. 2021
Springer International Publishing (Verlag)
978-3-030-75991-9 (ISBN)
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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.



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.


Erscheinungsdatum
Reihe/Serie Springer Series in Synergetics
Zusatzinfo XVI, 384 p. 174 illus., 69 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 757 g
Themenwelt Mathematik / Informatik Mathematik Angewandte Mathematik
Naturwissenschaften Biologie Humanbiologie
Naturwissenschaften Biologie Zoologie
Naturwissenschaften Physik / Astronomie Angewandte Physik
Schlagworte Data Analysis in Neurophysics • Dynamical Systems in Neuroscience • Neurodynamics and Neurophysiology • neuronal networks • Neuronal Spikes and Activity • Wavelet Theory and Analysis
ISBN-10 3-030-75991-1 / 3030759911
ISBN-13 978-3-030-75991-9 / 9783030759919
Zustand Neuware
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