Selecting the hypothesis space for improving the generalization ability of Support Vector Machines.
Davide AnguitaAlessandro GhioLuca OnetoSandro RidellaPublished in: IJCNN (2011)
Keyphrases
- generalization ability
- hypothesis space
- learning algorithm
- support vector
- learning machines
- hypothesis spaces
- ensemble learning
- learning tasks
- version space
- bp neural network
- support vector machine
- support vector machine svm
- ensemble methods
- active learning
- generalization bounds
- positive examples
- training examples
- machine learning
- genetic algorithm
- supervised learning
- learning process
- cross validation
- machine learning algorithms
- small number
- svm training
- kernel function
- sample complexity
- classification accuracy
- feature selection