Guarantees for Approximate Incremental SVMs.
Nicolas UsunierAntoine BordesLéon BottouPublished in: AISTATS (2010)
Keyphrases
- support vector
- quality guarantees
- incremental learning
- machine learning
- classification using support vector machines
- batch mode
- incremental version
- training support vector machines
- support vector machine svm
- generalization ability
- knn
- maximum margin
- feature space
- radial basis function
- training set
- kernel function
- support vector machine
- data driven
- support vectors
- structured learning
- optimal solution
- data sets
- working set
- linear support vector machines
- pattern recognition
- binary classification
- kernel methods
- loss function