Barricaded Boundary Minority Oversampling LS-SVM for a Biased Binary Classification.
Hmayag PartamianYara RizkMariette AwadPublished in: DS (2018)
Keyphrases
- binary classification
- ls svm
- support vector machine
- class imbalance
- minority class
- support vector
- class distribution
- multi class
- least squares
- cost sensitive
- binary classifiers
- cross validation
- multi class classification
- svm classifier
- binary classification problems
- generalization ability
- learning problems
- test set
- prediction model
- ensemble methods
- generalization error
- hyperparameters
- active learning
- kernel methods
- training set
- variable selection
- prediction accuracy
- multiclass classification
- k nearest neighbor
- multi label
- artificial neural networks
- machine learning
- kernel function
- input variables
- nearest neighbor
- training data
- feature selection
- hyperplane
- data mining
- support vector machine svm
- classification accuracy
- feature extraction