Random Forest Algorithm: A Comprehensive Guide - Implementation and Visualization

The RF approach is a classification tree-based algorithm introduced by Breiman (2001). It employs resampling to obtain multiple samples from the original sample, constructs decision tree models for each sample, and combines them for prediction. Full maps were generated using the 'ggplot2' package in R software and Origin 2022.