Geocomputation with R by Robin Lovelace, Jakub Nowosad, Jannes Muenchow
- Geocomputation with R
- Robin Lovelace, Jakub Nowosad, Jannes Muenchow
- Page: 354
- Format: pdf, ePub, mobi, fb2
- ISBN: 9781138304512
- Publisher: Taylor & Francis
Free pdf files download ebook Geocomputation with R 9781138304512
Geocomputation with R is for people who want to analyze, visualize and model geographic data with open source software. It is based on R, a statistical programming language that has powerful data processing, visualization, and geospatial capabilities. The book equips you with the knowledge and skills to tackle a wide range of issues manifested in geographic data, including those with scientific, societal, and environmental implications. This book will interest people from many backgrounds, especially Geographic Information Systems (GIS) users interested in applying their domain-specific knowledge in a powerful open source language for data science, and R users interested in extending their skills to handle spatial data. The book is divided into three parts: (I) Foundations, aimed at getting you up-to-speed with geographic data in R, (II) extensions, which covers advanced techniques, and (III) applications to real-world problems. The chapters cover progressively more advanced topics, with early chapters providing strong foundations on which the later chapters build. Part I describes the nature of spatial datasets in R and methods for manipulating them. It also covers geographic data import/export and transforming coordinate reference systems. Part II represents methods that build on these foundations. It covers advanced map making (including web mapping), "bridges" to GIS, sharing reproducible code, and how to do cross-validation in the presence of spatial autocorrelation. Part III applies the knowledge gained to tackle real-world problems, including representing and modeling transport systems, finding optimal locations for stores or services, and ecological modeling. Exercises at the end of each chapter give you the skills needed to tackle a range of geospatial problems. Solutions for each chapter and supplementary materials providing extended examples are available at https://geocompr.github.io/geocompkg/articles/. Dr. Robin Lovelace is a University Academic Fellow at the University of Leeds, where he has taught R for geographic research over many years, with a focus on transport systems. Dr. Jakub Nowosad is an Assistant Professor in the Department of Geoinformation at the Adam Mickiewicz University in Poznan, where his focus is on the analysis of large datasets to understand environmental processes. Dr. Jannes Muenchow is a Postdoctoral Researcher in the GIScience Department at the University of Jena, where he develops and teaches a range of geographic methods, with a focus on ecological modeling, statistical geocomputing, and predictive mapping. All three are active developers and work on a number of R packages, including stplanr, sabre, and RQGIS.
Foreword | Geocomputation with R
Foreword | Geocomputation with R is for people who want to analyze, visualize That is, doing 'spatial' in R has always included open source code, open data
Geocomputation with R: workshop at eRum • geocompkg
This is a guest post by Robin Lovelace, Jakub Nowosad and Jannes Muenchow. Together we're writing an open source book called Geocomputation with R.
Presentations - Geocomputation with R
Geocomputation with R: Empower yourself with free software and geo* data Northwest Presentation “Geocomputation with R: An overview of the field and
Bookdown contest submission: Geocomputation with R - R
This is an open source book on geographic data in R. Source code: https://github. com/robinlovelace/geocompr publicly accessible book:
14 Ecology | Geocomputation with R
Specifically, we will compute catchment slope and catchment area from a digital elevation model using R-GIS bridges (see Chapter 9). Curvatures might also
10 Scripts, algorithms and functions | Geocomputation - Bookdown
Chapter 1 established that geocomputation is not only about using existing tools, but developing new ones, “in the form of shareable R scripts and functions”.
Geocomputation with R - the beginnings | Jakub Nowosad's website
Just over one year ago, I met Robin in Poznan, Poland, who was teaching as part of the GEOCENTRUM project at the Adam Mickiewicz
Free online book: Geocomputation with R, a book on geographic data
The rstats community on Reddit. Reddit gives you the best of the internet in one place.
12.2 Geographic algorithms - Geocomputation with R - Robin
In the introduction we promised to teach not only how to use existing tools for Geocomputation in R, but also develop new ones: “in the form of shareable R
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