Comparison of Random Forest and XGBoost Classifiers Using Integrated Optical and SAR Features for Mapping Urban Impervious Surface.
Zhenfeng ShaoMuhammad Nasar AhmadAkib JavedPublished in: Remote. Sens. (2024)
Keyphrases
- random forest
- feature set
- feature reduction
- random forests
- ensemble classifier
- decision trees
- fold cross validation
- feature importance
- feature selection
- selected features
- feature ranking
- classification accuracy
- feature extraction
- rotation forest
- ensemble learning
- svm classifier
- feature vectors
- ensemble methods
- classification models
- class labels
- feature subset
- extracted features
- feature space
- higher order
- feature selection algorithms
- support vector
- benchmark datasets
- training examples
- image features
- training set
- training data
- data sets