An improved incremental training approach for large scaled dataset based on support vector machine.
Jingcai GuoPublished in: BDCAT (2016)
Keyphrases
- support vector machine
- training dataset
- training set
- training process
- training algorithm
- text classification tasks
- benchmark datasets
- multi class
- incremental learning
- reduced set
- training data
- svm training
- fold cross validation
- training procedure
- support vector
- generalization ability
- support vectors
- classification performances
- data sets
- svm classifier
- support vector machine svm
- feature selection
- hyperplane
- kernel methods
- test set
- training examples
- training samples
- data driven
- batch mode
- supervised learning
- decision forest
- restricted boltzmann machine
- machine learning
- incremental version
- database