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Statistical Analysis of fMRI Data, second edition (Mit Press) ハードカバー – 2019/9/17
購入オプションとあわせ買い
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.
- 本の長さ568ページ
- 言語英語
- 出版社The MIT Press
- 発売日2019/9/17
- 寸法18.57 x 3.07 x 23.65 cm
- ISBN-100262042681
- ISBN-13978-0262042680
商品の説明
レビュー
"Understanding the complexities associated with the generation of brain function images is essential, but this information is often difficult to obtain. This lovely new book by Ashby is a major step in meeting that need. I recommend it with enthusiasm to new initiates to imaging as well as seasoned veterans."--Marcus Raichle, Professor of Radiology, Neurology, Neurobiology, and Biomedical Engineering at Washington University in St Louis
著者について
登録情報
- 出版社 : The MIT Press; 第2版 (2019/9/17)
- 発売日 : 2019/9/17
- 言語 : 英語
- ハードカバー : 568ページ
- ISBN-10 : 0262042681
- ISBN-13 : 978-0262042680
- 寸法 : 18.57 x 3.07 x 23.65 cm
- Amazon 売れ筋ランキング: - 118,612位洋書 (洋書の売れ筋ランキングを見る)
- - 17位Memory Management Algorithms
- - 226位Computer Technology (洋書)
- - 26,019位Education & Reference
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