BudgetedSVM: a toolbox for scalable SVM approximations.
Nemanja DjuricLiang LanSlobodan VuceticZhuang WangPublished in: J. Mach. Learn. Res. (2013)
Keyphrases
- support vector machine svm
- support vector
- knn
- multi class
- support vector machine
- kernel function
- svm classifier
- feature selection
- svm classification
- software package
- closed form
- approximation methods
- machine learning
- generalization ability
- support vectors
- web scale
- multi class classification
- decision function
- feature vectors
- training set
- feature space
- highly scalable
- training data
- efficient computation
- ranking svm
- decision forest
- text classifiers
- probabilistic model
- cost sensitive
- pattern recognition
- classification algorithm
- image classification
- active learning