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The book introduces the R software and provides step-by-step instructions for downloading and installing it. It offers R-codes for tasks such as loading and plotting both raster and vector data, pre-processing and filtering raster data, processing vector data, unsupervised and supervised classification of raster data, and thematic mapping of both raster and vector data. Furthermore, it provides R-codes for advanced machine learning algorithms like random forest and support vector machine for supervised classification of raster data.
Content of the book Remote Sensing Data Analysis in R
Download and Installation of R
Data availability and downloading
Raster data in R
Radiometric Calibration
Vector data in R
Coordinate Reference Systems (CRS) in R
Subset Raster
Vector Data Analysis
Mosaic Raster Images
Resampling of Raster Images
Raster data statistics
Image Contrast Enhancement
Spatial Filters
Transformations
Unsupervised Classification
Supervised Classification
Digital terrain analysis
Thematic mapping