Training data reduction to speed up SVM training.
Senzhang WangZhoujun LiChunyang LiuXiaoming ZhangHaijun ZhangPublished in: Appl. Intell. (2014)
Keyphrases
- svm training
- training data
- support vectors
- support vector machine
- standard svm
- generalization ability
- training set
- training dataset
- training process
- kernel methods
- decision trees
- support vector
- data sets
- test data
- svm classification
- learning algorithm
- training procedure
- classification accuracy
- training examples
- training samples
- machine learning
- supervised learning
- test set
- decomposition method
- pattern recognition
- training algorithm
- stochastic gradient descent
- labeled data
- multi class
- class distribution
- similarity measure
- imbalanced data
- matrix factorization
- input space