Analyzing Neural Time Series Data: Theory and Practice (The MIT Press)

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Pages: 600

Size: 2.399,23 Kb

Publication Date: January 17,2014

Category: Diagnostic Imaging



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A comprehensive guidebook to the conceptual, mathematical, and implementational areas of analyzing electrical human brain signals, which includes data from MEG, EEG, and LFP recordings. Researchers who are aware of using automated applications to execute advanced analyses will find out what goes on when they click on the “analyze now” key. It clarifies the conceptual, mathematical, and implementational (via Matlab programming) areas of time-, time-regularity- and synchronization-structured analyses of magnetoencephalography (MEG), electroencephalography (EEG), and regional field potential (LFP) recordings from humans and non-human animals.

Visitors who master the techniques in the reserve will be ready to learn other techniques.

This reserve offers a thorough guide to the idea and practice of examining electrical brain indicators.

The publication provides sample data and downloadable Matlab code. Each one of the 38 chapters covers one evaluation subject, and these topics improvement from easy to advanced. Many chapters conclude with exercises that additional develop the material protected in the chapter. Most of the strategies presented (which includes convolution, the Fourier transform, and Euler’s formula) are key and type the groundwork for various other advanced data analysis strategies.

Readers who feel the publication chapter by chapter and put into action the illustrations in Matlab will establish a knowledge of why and how analyses are performed, how exactly to interpret outcomes, what the methodological problems are, and how exactly to perform single-subject-level and group-level analyses. It’s the only publication on this issue that covers both theoretical history and the execution in language which can be comprehended by visitors without extensive formal trained in mathematics, which includes cognitive researchers, neuroscientists, and psychologists.


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