A GPU-tailored approach for training kernelized SVMs.
Andrew CotterNathan SrebroJoseph KeshetPublished in: KDD (2011)
Keyphrases
- support vector
- kernel function
- training set
- training support vector machines
- linear svm
- training speed
- training algorithm
- multi class
- early stopping
- real time
- support vector machine
- training process
- discriminative classifiers
- learning machines
- training examples
- svm training
- test set
- support vector machine svm
- supervised learning
- feature space
- training data
- reduced set
- feature selection
- stochastic gradient descent
- annotation effort
- kernel methods
- batch mode
- generalization ability
- machine learning
- data sets