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Statistical Analysis of fMRI Data (Hardcover, second edition)
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Statistical Analysis of fMRI Data (Hardcover, second edition)
Series: The MIT Press
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A guide to all aspects of experimental design and data analysis for
fMRI experiments, completely revised and updated for the second
edition. Functional magnetic resonance imaging (fMRI), which allows
researchers to observe neural activity in the human brain
noninvasively, has revolutionized the scientific study of the mind.
An fMRI experiment produces massive amounts of highly complex data
for researchers to analyze. This book describes all aspects of
experimental design and data analysis for fMRI experiments,
covering every step-from preprocessing to advanced methods for
assessing functional connectivity-as well as the most popular
multivariate approaches. The goal is not to describe which buttons
to push in the popular software packages but to help researchers
understand the basic underlying logic, the assumptions, the
strengths and weaknesses, and the appropriateness of each method.
The field of fMRI research has advanced dramatically in recent
years, in both methodology and technology, and this second edition
has been completely revised and updated. Six new chapters cover
experimental design, functional connectivity analysis through the
methods of psychophysiological interactions and beta-series
regression, decoding using multi-voxel pattern analysis, dynamic
causal modeling, and representational similarity analysis. Other
chapters offer new material on recently discovered problems related
to head movements, the multivariate GLM, meta-analysis, and other
topics. All complex derivations now appear at the end of the
relevant chapter to improve readability. A new appendix describes
how to build a design matrix with effect coding for group analysis.
As in the first edition, MATLAB code is provided with which readers
can implement many of the methods described.
General
Imprint: |
MIT Press
|
Country of origin: |
United States |
Series: |
The MIT Press |
Release date: |
September 2019 |
First published: |
2019 |
Authors: |
F.Gregory Ashby
(Professor)
|
Dimensions: |
229 x 178 x 30mm (L x W x T) |
Format: |
Hardcover
|
Pages: |
568 |
Edition: |
second edition |
ISBN-13: |
978-0-262-04268-0 |
Categories: |
Books
|
LSN: |
0-262-04268-1 |
Barcode: |
9780262042680 |
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