A review on consistency and robustness properties of support vector machines for heavy-tailed distributions.
Arnout Van MessemAndreas ChristmannPublished in: Adv. Data Anal. Classif. (2010)
Keyphrases
- support vector
- heavy tailed distributions
- learning machines
- kernel function
- convex constraints
- large margin classifiers
- desirable properties
- artificial intelligence
- multi class
- loss function
- generalization ability
- distributed databases
- high robustness
- binary classification
- structural properties
- real time
- logistic regression
- support vector machine
- machine learning
- data sets