Reliable Probability Estimates Based on Support Vector Machines for Large Multiclass Datasets.
Antonis LambrouHarris PapadopoulosIlia NouretdinovAlexander GammermanPublished in: AIAI (2) (2012)
Keyphrases
- multi class
- large margin classifiers
- probability estimates
- cost sensitive
- class probabilities
- binary classifiers
- multi class classification
- binary classification
- support vector
- support vector machine
- probability estimation
- misclassification costs
- multiclass classification
- feature selection
- pairwise
- learning machines
- class distribution
- generalization ability
- base classifiers
- benchmark datasets
- multiclass problems
- error correcting output codes
- decision trees
- class probability estimates
- data sets
- naive bayes
- class imbalance
- kernel function
- generative model
- classification accuracy