Breaking SVM Complexity with Cross-Training.
Gökhan H. BakirLéon BottouJason WestonPublished in: NIPS (2004)
Keyphrases
- support vector machine svm
- training set
- training process
- support vector
- training set size
- training algorithm
- knn
- computational complexity
- support vector machine
- data sets
- learning machines
- text classifiers
- linear svm
- test set
- training speed
- training data
- classification performances
- training examples
- kernel function
- svm classifier
- generalization ability
- training procedure
- discriminative training
- text classification tasks
- fully labeled
- training phase
- kernel methods
- classification algorithm
- online learning
- text classification
- worst case
- computational cost
- feature selection
- machine learning
- neural network