New margin-based subsampling iterative technique in modified random forests for classification.
Wei FengGabriel DauphinWenjiang HuangYinghui QuanWenzhi LiaoPublished in: Knowl. Based Syst. (2019)
Keyphrases
- random forests
- decision trees
- ensemble methods
- machine learning algorithms
- tree ensembles
- regression forests
- accurate classifiers
- random forest
- machine learning methods
- machine learning
- classification and regression trees
- logistic regression
- randomized trees
- regression problems
- classification accuracy
- multi class
- benchmark datasets
- support vector
- feature set
- image classification
- binary classifiers
- class labels
- decision tree ensembles
- single pass
- feature space
- base classifiers
- prediction accuracy
- naive bayes
- head pose estimation
- text classification
- supervised learning
- pairwise
- training data
- feature selection