Research on classification method of high-dimensional class-imbalanced datasets based on SVM.
Chunkai ZhangYing ZhouJianwei GuoGuoquan WangXuan WangPublished in: Int. J. Mach. Learn. Cybern. (2019)
Keyphrases
- classification method
- imbalanced datasets
- support vector machine svm
- support vector machine
- high dimensional
- knn
- class distribution
- cost sensitive learning
- classification algorithm
- k nearest neighbor
- imbalanced data
- minority class
- class imbalance
- text classification
- sampling methods
- ensemble methods
- decision trees
- training dataset
- svm classifier
- high dimensionality
- training set
- support vector
- feature selection algorithms
- text categorization
- low dimensional
- nearest neighbor
- multi class
- feature space
- high dimensional data
- kernel function
- dimensionality reduction