Predictive Soil Mapping with R

Predictive Soil Mapping with R by Tomislav Hengl, published by Lulu.com on December 20, 2018, is a comprehensive resource that delves into the application of statistical and machine learning techniques for soil mapping. This edition spans 372 pages and is presented in English, offering insights into the production of spatial and spatiotemporal predictions of soil variables, including maps of soil properties and classes at various resolutions.
Readers will find a multidisciplinary approach that integrates statistics, data science, soil science, and remote sensing, among other fields. The book focuses on understanding core concepts of soil mapping and mastering R packages essential for creating high-quality soil maps. Additionally, it addresses the optimization of processes involved in soil mapping, aiming to reduce production costs while enhancing the quality of the outputs.
Official synopsis Publisher
Predictive Soil Mapping (PSM) is based on applying statistical and/or machine learning techniques to fit models for the purpose of producing spatial and/or spatiotemporal predictions of soil variables i.e. maps of soil properties and classes at different resolutions. It is a multidisciplinary field combining statistics, data science, soil science, physical geography, remote sensing, geoinformation science and a number of other sciences. Predictive Soil Mapping with R is about understanding the main concepts behind soil mapping, mastering R packages that can be used to produce high quality soil maps, and about optimizing all processes involved so that also the production costs can be reduced. The online version of the book is available at: https: //envirometrix.github.io/PredictiveSoilMapping/ Pull requests and general comments are welcome. These materials are based on technical tutorials initially developed by the ISRIC’s Global Soil Information Facilities (GSIF) development team over the period 2014-2017.
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