Saturated Perceptrons for Maximum Margin and Minimum Misclassification Error.
Jesús Cid-SueiroJosé-Luis Sancho-GómezPublished in: Neural Process. Lett. (2001)
Keyphrases
- maximum margin
- misclassification error
- generalization error
- linear classifiers
- learning algorithm
- soft margin
- active learning
- cross validation
- support vector
- model selection
- upper bound
- binary classification
- hyperplane
- support vector machine
- training data
- supervised learning
- markov networks
- training set
- sample size
- pattern classification
- machine learning
- multi class
- kernel methods
- boosting algorithms
- maximum likelihood
- graphical models
- classification accuracy