Analyzing Neural Time Series Data: Theory and Practice by Mike X Cohen PDF

By Mike X Cohen

ISBN-10: 0262019876

ISBN-13: 9780262019873

This e-book bargains a complete advisor to the speculation and perform of studying electric mind indications. It explains the conceptual, mathematical, and implementational (via Matlab programming) features of time-, time-frequency- and synchronization-based analyses of magnetoencephalography (MEG), electroencephalography (EEG), and native box capability (LFP) recordings from people and nonhuman animals. it's the in simple terms publication at the subject that covers either the theoretical historical past and the implementation in language that may be understood by way of readers with out wide formal education in arithmetic, together with cognitive scientists, neuroscientists, and psychologists.

Readers who pass during the ebook bankruptcy via bankruptcy and enforce the examples in Matlab will enhance an figuring out of why and the way analyses are played, how one can interpret effects, what the methodological concerns are, and the way to accomplish single-subject-level and group-level analyses. Researchers who're acquainted with utilizing automatic courses to accomplish complicated analyses will examine what occurs once they click on the "analyze now" button. The publication presents pattern information and downloadable Matlab code. all the 38 chapters covers one research subject, and those themes development from uncomplicated to complex. so much chapters finish with workouts that extra boost the cloth lined within the bankruptcy. the various equipment offered (including convolution, the Fourier rework, and Euler's formulation) are primary and shape the basis for different complicated info research tools. Readers who grasp the equipment within the e-book can be organized to profit different methods.

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Most of the exercises ask you to take Matlab code presented in that chapter and further develop the code to perform additional analyses that were introduced. Thus, the results you produce from the exercises will, in many cases, look similar to the figures in that chapter. For this reason it will be helpful to use the provided sample data for the exercises rather than using your own data. Some exercises have right and wrong answers; others do not. Some exercises, for example, ask you to perform an analysis using a variety of parameters.

11 EEG or MEG? EEG and MEG measure similar physiological properties and often but not always produce similar results. There are some differences in what EEG and MEG measure, and there are practical considerations, but choosing between EEG and MEG is a less difficult decision than choosing between EEG and fMRI. In terms of measurement, EEG can detect both radial and tangential sources (this refers to the orientation of the activity dipole with respect to the skull) and is maximally sensitive to radial dipoles on gyral crowns.

But raw voltage values are difficult to compare and should not be overinterpreted. 7 μV in magnitude, it is not appropriate to conclude that the effect has increased since the 1980s. There are many possible causes for the difference in voltage values across the two studies, and you should interpret the general pattern of effects and the time-frequency-electrode characteristics of the effects rather than the difference in microvolt values. For this reason, you should not be concerned that many time-frequency-based analyses transform the original data scale.

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Analyzing Neural Time Series Data: Theory and Practice by Mike X Cohen


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