Multiclass Boosting with Hinge Loss based on Output Coding.
Tianshi GaoDaphne KollerPublished in: ICML (2011)
Keyphrases
- multi class
- hinge loss
- boosting algorithms
- soft margin
- binary classification
- loss function
- base classifiers
- multiclass classification
- cost sensitive
- risk minimization
- support vector machine
- pairwise
- convex optimization
- multi class classification
- perceptron algorithm
- potential functions
- feature selection
- decision boundary
- class probabilities
- linear classifiers
- binary classifiers
- support vector
- data sets
- line search
- learning algorithm
- pairwise constraints
- generalization ability