SVM training with duplicated samples and its application in SVM-based ensemble methods.
Junshui MaAshok K. KrishnamurthyStanley C. AhaltPublished in: Neurocomputing (2004)
Keyphrases
- ensemble methods
- svm training
- generalization ability
- support vector machine
- imbalanced data
- support vectors
- support vector
- prediction accuracy
- svm classification
- random forests
- machine learning methods
- decision trees
- ensemble learning
- benchmark datasets
- training samples
- random forest
- support vector machine svm
- base classifiers
- svm classifier
- binary classification
- data sets
- base learners
- training data
- sampling methods
- training set
- kernel methods
- machine learning
- multi class
- ensemble classifier
- feature selection
- pattern recognition
- optimization algorithm
- training dataset
- face recognition
- feature subset
- semi supervised