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Hands-On Geospatial Analysis with R and QGIS

You're reading from   Hands-On Geospatial Analysis with R and QGIS A beginner's guide to manipulating, managing, and analyzing spatial data using R and QGIS 3.2.2

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Product type Paperback
Published in Nov 2018
Publisher Packt
ISBN-13 9781788991674
Length 354 pages
Edition 1st Edition
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Authors (2):
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Brad Hamson Brad Hamson
Author Profile Icon Brad Hamson
Brad Hamson
Shammunul Islam Shammunul Islam
Author Profile Icon Shammunul Islam
Shammunul Islam
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Table of Contents (12) Chapters Close

Preface 1. Setting Up R and QGIS Environments for Geospatial Tasks FREE CHAPTER 2. Fundamentals of GIS Using R and QGIS 3. Creating Geospatial Data 4. Working with Geospatial Data 5. Remote Sensing Using R and QGIS 6. Point Pattern Analysis 7. Spatial Analysis 8. GRASS, Graphical Modelers, and Web Mapping 9. Classification of Remote Sensing Images 10. Landslide Susceptibility Mapping 11. Other Books You May Enjoy

Summary

In this chapter, we have learned how to model landslide data to predict the likelihood of landslides at different locations and also to produce a landslide susceptibility map. We used QGIS mainly for data preprocessing, and R for modeling. We have used a very simple model and considered only elevation and slope as explanatory variables for landslide. But, as we discussed at the start of this chapter, landslides can depend upon a number of other factors, such as human settlement, vegetation, settlement, tribal agricultural systems (Jhum, for Bangladesh), proximity to a drainage system, soil type, and so on. But, using the same technique as the one shown here, you can build a more inclusive model. Furthermore, we have considered only the logistic regression model here; using the same data preprocessing technique, you can now fit more sophisticated models, including neural...

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