Boosting Algorithms for Maximizing the Soft Margin.
Manfred K. WarmuthKaren A. GlocerGunnar RätschPublished in: NIPS (2007)
Keyphrases
- soft margin
- boosting algorithms
- multi class
- loss function
- cost sensitive
- generalization ability
- binary classification
- generalization error
- parameter selection
- weak classifiers
- support vector machine
- support vector
- base classifiers
- pairwise
- misclassification costs
- learning algorithm
- upper bound
- lower bound
- data sets
- machine learning