同义高级替换： The random forest RF approach is a classification tree-based machine learning algorithm proposed by Breiman 2001 The model uses a resampling method to extract multiple samples from the origina

The random forest (RF) technique is a classification tree-based machine learning algorithm presented by Breiman (2001). The methodology employs a resampling technique to obtain multiple samples from the original sample, constructs a decision tree model for each sample, and subsequently combines the multiple decision trees for prediction. Comprehensive visualizations were generated utilizing the 'ggplot2' library in R software and Origin 2022.