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Handbook of Functional MRI Data Analysis, by Russell A. Poldrack, Jeanette A. Mumford, Thomas E. Nichols
Free PDF Handbook of Functional MRI Data Analysis, by Russell A. Poldrack, Jeanette A. Mumford, Thomas E. Nichols
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Functional magnetic resonance imaging (fMRI) has become the most popular method for imaging brain function. Handbook for Functional MRI Data Analysis provides a comprehensive and practical introduction to the methods used for fMRI data analysis. Using minimal jargon, this book explains the concepts behind processing fMRI data, focusing on the techniques that are most commonly used in the field. This book provides background about the methods employed by common data analysis packages including FSL, SPM, and AFNI. Some of the newest cutting-edge techniques, including pattern classification analysis, connectivity modeling, and resting state network analysis, are also discussed. Readers of this book, whether newcomers to the field or experienced researchers, will obtain a deep and effective knowledge of how to employ fMRI analysis to ask scientific questions and become more sophisticated users of fMRI analysis software.
- Sales Rank: #176375 in Books
- Brand: Brand: Cambridge University Press
- Published on: 2011-08-22
- Original language: English
- Number of items: 1
- Dimensions: 9.96" h x .75" w x 8.46" l, 1.45 pounds
- Binding: Hardcover
- 238 pages
- Used Book in Good Condition
Review
"Wow! Very often in neuroimaging a title has little relationship to what follows. That is clearly not the case with the Handbook of Functional MRI Data Analysis by Poldrack, Mumford, and Nichols. This relatively slender volume is all that handbook should be: It is crafted by true experts in the field, it is structured so that a newcomer can understand a method's strengths and weaknesses, but it also contains meaty information useful to experts. The book touches on all of the major analytical approaches current in the field and, while I don't agree with every choice the authors make, their advice is always well-conceived. This will be a standard reference on every neuroimager's shelf."
Steven Petersen, Washington University, St Louis
"This book, by some of the best in the field, will no doubt be the go-to book found in every imaging lab and recommended for all trainees. Poldrack, Mumford, and Nichols cover the most basic to sophisticated imaging analyses in a wonderfully accessible way."
B. J. Casey, Sackler Institute, Weill Cornell Medical College
"This is a great and timely book. The authors start with the basic concepts of fMRI and image analysis, develop the standard processings and statistical models, and finally explain in a simple and didactic style more advanced topics such as connectivity and machine learning techniques ... This textbook provides a comprehensive, and yet very clear, introduction to all of the important aspects of FMRI data analysis. It is extremely readable, and I would strongly recommend anyone new to the field of neuroimaging to read this from cover to cover. Psychologists and medics will find it accessible, and not mathematically daunting, while engineers and other methods researchers will find the breadth of imaging-related issues a very valuable background."
Steve Smith, FMRIB Analysis Group, Oxford
"The book is a must in any research laboratory or clinical environment using fMRI, and it is the perfect reading for students or researchers, whether they want to develop fMRI data analysis methods or understand and apply these methods. I believe this book will be a best-seller in our field and a reference for many years because it ideally fills the gap between introductory and advanced research textbooks."
Jean-Baptiste Poline, Neurospin, Institut d'Imagerie Biomédicale, CEA, France
About the Author
Dr Russell A. Poldrack is the Director of the Imaging Research Center and Professor of Psychology and Neurobiology at the University of Texas, Austin. He has published more than 100 articles in the field of cognitive neuroscience, in journals including Science, Nature, Neuron, Nature Neuroscience and PNAS. He is well known for his writings on how neuroimaging can be used to make inferences about psychological function, as well as for his research using fMRI and other imaging techniques to understand the brain systems that support learning and memory, decision making and executive function.
Dr Jeanette A. Mumford is a Research Assistant Professor in the Department of Psychology at the University of Texas, Austin. Trained in biostatistics, her research has focused on the development and characterisation of new methods for statistical modeling and analysis of fMRI data. Her work has examined the impact of different group modeling strategies and developed new tools for modeling network structure in resting-state fMRI data. She is the developer of the fmriPower software package, which provides power analysis tools for fMRI data.
Dr Thomas E. Nichols is the Head of Neuroimaging Statistics at the University of Warwick, United Kingdom. He has been working in functional neuroimaging since 1992, when he joined the University of Pittsburgh's PET Facility as programmer and statistician. He is known for his work on inference in brain imaging, using both parametric and nonparametric methods, and he is an active contributor to the FSL and SPM software packages. In 2009 he received the Wiley Young Investigator Award from the Organization for Human Brain Mapping in recognition for his contributions to statistical modeling and inference of neuroimaging data.
Most helpful customer reviews
8 of 9 people found the following review helpful.
Excellent resource for lab
By Postdoc
I purchased this volume as a complimentary reference text to the Huettel fMRI book. This book is very clearly written and easy to read. It would make a good text for an introductory course on fMRI. It also includes descriptions of more recent analysis techniques and links to the appropriate software packages online. Overall, a good value for the money. Worth having in any neuroimaging lab.
5 of 6 people found the following review helpful.
Great intro to fMRI
By cwats
This text is a very good introduction to fMRI analysis methods. I must stress that this is going to be most useful for beginners; I was able to read the whole book over the course of 2 evenings. However, it's reasonably priced, contains a lot of the essential, historical references for the field, small and easy to carry, and is good to have on-hand.
You won't find any MR physics in this, but for a more thorough treatment of that (and even of analysis methods), I would recommend Functional Magnetic Resonance Imaging, Second Edition by Huettel et al.
For a much more advanced, in-depth, technical treatment of neuroimaging analysis, I recommend Statistical Parametric Mapping: The Analysis of Functional Brain Images by Friston et al. However, that text is very math-heavy; Poldrack's text doesn't assume much math experience at all.
1 of 1 people found the following review helpful.
A great primer on fMRI
By Mark Twain
This is a well-written overview of fMRI processing. It will certainly be useful to those beginning work in the field. I think it's probably also useful as a quick reference or refresher to people who have been in the field for years to decades.
The great strength of the book is readability - I think I read it in 3 or 4 sittings with little effort. It is a good survey - it hits the high points of stages of processing and explains the differences, advantages, and disadvantages of various approaches without being longwinded or getting bogged down in details. It also notes which options are available in the various major software packages.
If you want to be reasonably up-to-date on how processing strategies across the field have evolved and are currently implemented, this book is a great place to start reading.
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