Karsten Tabelow's Books

Magnetic Resonance Brain Imaging

Modelling and Data Analysis Using R

By: Jörg Polzehl,Karsten Tabelow

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Magnetic Resonance Brain Imaging

Modelling and Data Analysis Using R

By: Jörg Polzehl,Karsten Tabelow

This book discusses modelling and analysis of Magnetic Resonance Imaging (MRI) data of the human brain. For the data processing pipelines we rely on R, the software environment for statistical computing and graphics. The book is intended for readers from two communities: Statisticians, who are interested in neuroimaging and look for an introduction to the acquired data and typical scientific problems in the field and neuroimaging students, who want to learn about the statistical modeling and analysis of MRI data. Being a practical introduction, the book focuses on those problems in data analysis for which implementations within R are available. By providing full worked-out examples the book thus serves as a tutorial for MRI analysis with R, from which the reader can derive its own data processing scripts. The book starts with a short introduction into MRI. The next chapter considers the process of reading and writing common neuroimaging data formats to and from the R session. The main chapters then cover four common MR imaging modalities and their data modeling and analysis problems: functional MRI, diffusion MRI, Multi-Parameter Mapping and Inversion Recovery MRI. The book concludes with extended Appendices on details of the utilize non-parametric statistics and on resources for R and MRI data. The book also addresses the issues of reproducibility and topics like data organization and description, open data and open science. It completely relies on a dynamic report generation with knitr: The books R-code and intermediate results are available for reproducibility of the examples.

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Page Count

268

Publisher

Springer Nature

Published Date

ISBN 10

3031389492

ISBN 13

9783031389498

Magnetic Resonance Brain Imaging

Modeling and Data Analysis Using R

By: Jörg Polzehl,Karsten Tabelow

Write a review Read reviews Take a Quiz Solve Book Puzzle

Magnetic Resonance Brain Imaging

Modeling and Data Analysis Using R

By: Jörg Polzehl,Karsten Tabelow

This book discusses the modeling and analysis of magnetic resonance imaging (MRI) data acquired from the human brain. The data processing pipelines described rely on R. The book is intended for readers from two communities: Statisticians who are interested in neuroimaging and looking for an introduction to the acquired data and typical scientific problems in the field; and neuroimaging students wanting to learn about the statistical modeling and analysis of MRI data. Offering a practical introduction to the field, the book focuses on those problems in data analysis for which implementations within R are available. It also includes fully worked examples and as such serves as a tutorial on MRI analysis with R, from which the readers can derive their own data processing scripts. The book starts with a short introduction to MRI and then examines the process of reading and writing common neuroimaging data formats to and from the R session. The main chapters cover three common MR imaging modalities and their data modeling and analysis problems: functional MRI, diffusion MRI, and Multi-Parameter Mapping. The book concludes with extended appendices providing details of the non-parametric statistics used and the resources for R and MRI data.The book also addresses the issues of reproducibility and topics like data organization and description, as well as open data and open science. It relies solely on a dynamic report generation with knitr and uses neuroimaging data publicly available in data repositories. The PDF was created executing the R code in the chunks and then running LaTeX, which means that almost all figures, numbers, and results were generated while producing the PDF from the sources.

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Page Count

242

Publisher

Springer Nature

Published Date

ISBN 10

3030291847

ISBN 13

9783030291846

Magnetic Resonance Brain Imaging

Modelling and Data Analysis Using R

By: Jörg Polzehl,Karsten Tabelow

Write a review Read reviews Take a Quiz Solve Book Puzzle

Magnetic Resonance Brain Imaging

Modelling and Data Analysis Using R

By: Jörg Polzehl,Karsten Tabelow

Average ratings

N/A

Write a review

Solve jigsaw puzzle

Age

Page Count

268

Publisher

Springer Nature

Published Date

ISBN 10

3031389492

ISBN 13

9783031389498

Book's by Karsten Tabelow

Magnetic Resonance Brain Imaging

Magnetic Resonance Brain Imaging

Magnetic Resonance Brain Imaging

Magnetic Resonance Brain Imaging

Magnetic Resonance Brain Imaging

Magnetic Resonance Brain Imaging

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