1
Introduction
2
Data exploration
2.1
Get remote sensing data
2.2
Data visualization
2.3
Subset and rename bands
2.3.1
load all the layers
2.3.2
Spatial subset
2.4
Spectral profiles
3
Computation of indicators
3.1
NDVI Index
3.2
Principal Component Analysis
4
Clustering
5
Supervised Classifcation
5.1
Reference data
5.2
Generate sample sites
5.3
Extract values for sites
5.4
Train the classifier
5.5
Classify
5.6
Model Evaluation
5.6.1
K-fold cross validation
5.6.2
Overall accuracy
5.6.3
Kappa statistic
5.6.4
Producer and user accuracy
Spatial data analysis
Spatial data analysis
Saif Shabou
Chapter 1
Introduction
This book is based on this tutorial:
https://rspatial.org/raster/index.html