LEADER 05017nam 22007695 450 001 9910349319403321 005 20220627192643.0 010 $a3-030-29184-7 024 7 $a10.1007/978-3-030-29184-6 035 $a(CKB)4100000009374876 035 $a(DE-He213)978-3-030-29184-6 035 $a(MiAaPQ)EBC5905203 035 $a(PPN)269146172 035 $a(EXLCZ)994100000009374876 100 $a20190925d2019 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aMagnetic Resonance Brain Imaging $eModeling and Data Analysis Using R /$fby Jörg Polzehl, Karsten Tabelow 205 $a1st ed. 2019. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2019. 215 $a1 online resource (XVIII, 231 p. 77 illus., 48 illus. in color.) 225 1 $aUse R!,$x2197-5736 311 $a3-030-29182-0 327 $a1 Introduction -- 2 Magnetic Resonance Imaging in a nutshell -- 3 Medical imaging data formats -- 4 Functional Magnetic Resonance Imaging -- 5 DiffusionWeighted Imaging -- 6 Multi Parameter Mapping -- Appendix -- References -- Index. 330 $aThis book discusses the modeling and analysis of magnetic resonance imaging (MRI) data acquired from the human brain. The data processing pipelines described rely on R. The book is intended for readers from two communities: Statisticians who are interested in neuroimaging and looking for an introduction to the acquired data and typical scientific problems in the field; and neuroimaging students wanting to learn about the statistical modeling and analysis of MRI data. Offering a practical introduction to the field, the book focuses on those problems in data analysis for which implementations within R are available. It also includes fully worked examples and as such serves as a tutorial on MRI analysis with R, from which the readers can derive their own data processing scripts. The book starts with a short introduction to MRI and then examines the process of reading and writing common neuroimaging data formats to and from the R session. The main chapters cover three common MR imaging modalities and their data modeling and analysis problems: functional MRI, diffusion MRI, and Multi-Parameter Mapping. The book concludes with extended appendices providing details of the non-parametric statistics used and the resources for R and MRI data.The book also addresses the issues of reproducibility and topics like data organization and description, as well as open data and open science. It relies solely on a dynamic report generation with knitr and uses neuroimaging data publicly available in data repositories. The PDF was created executing the R code in the chunks and then running LaTeX, which means that almost all figures, numbers, and results were generated while producing the PDF from the sources. 410 0$aUse R!,$x2197-5736 606 $aStatistics  606 $aRadiology 606 $aOptical data processing 606 $aBiostatistics 606 $aSignal processing 606 $aImage processing 606 $aSpeech processing systems 606 $aR (Computer program language) 606 $aStatistics for Life Sciences, Medicine, Health Sciences$3https://scigraph.springernature.com/ontologies/product-market-codes/S17030 606 $aImaging / Radiology$3https://scigraph.springernature.com/ontologies/product-market-codes/H29005 606 $aComputer Imaging, Vision, Pattern Recognition and Graphics$3https://scigraph.springernature.com/ontologies/product-market-codes/I22005 606 $aBiostatistics$3https://scigraph.springernature.com/ontologies/product-market-codes/L15020 606 $aStatistics and Computing/Statistics Programs$3https://scigraph.springernature.com/ontologies/product-market-codes/S12008 606 $aSignal, Image and Speech Processing$3https://scigraph.springernature.com/ontologies/product-market-codes/T24051 615 0$aStatistics . 615 0$aRadiology. 615 0$aOptical data processing. 615 0$aBiostatistics. 615 0$aSignal processing. 615 0$aImage processing. 615 0$aSpeech processing systems. 615 0$aR (Computer program language). 615 14$aStatistics for Life Sciences, Medicine, Health Sciences. 615 24$aImaging / Radiology. 615 24$aComputer Imaging, Vision, Pattern Recognition and Graphics. 615 24$aBiostatistics. 615 24$aStatistics and Computing/Statistics Programs. 615 24$aSignal, Image and Speech Processing. 676 $a519.5 700 $aPolzehl$b Jörg$4aut$4http://id.loc.gov/vocabulary/relators/aut$0781365 702 $aTabelow$b Karsten$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910349319403321 996 $aMagnetic Resonance Brain Imaging$92498802 997 $aUNINA