Second-Order SMO Improves SVM Online and Active Learning.
Tobias GlasmachersChristian IgelPublished in: Neural Comput. (2008)
Keyphrases
- active learning
- support vector machine svm
- svm classifier
- sequential minimal optimization
- online learning
- support vectors
- support vector
- support vector machine
- batch mode
- training set
- knn
- training support vector machines
- machine learning
- feature selection
- quadratic programming
- k nearest neighbor
- training examples
- higher order
- pool based active learning
- multi class
- real time
- learning strategies
- classification method
- sample selection
- selective sampling
- semi supervised learning
- learning algorithm
- active learning framework
- pattern recognition
- statistical learning theory
- feature vectors
- random sampling
- generalization ability
- labeled data
- unlabeled data
- learning process
- ls svm
- training data