Maximum Margin Classifiers with Specified False Positive and False Negative Error Rates.
J. Saketha NathChiranjib BhattacharyyaPublished in: SDM (2007)
Keyphrases
- false positive and false negative
- maximum margin
- support vector
- generalization error
- training data
- learning algorithm
- structured prediction
- hyperplane
- multiple kernel learning
- support vector machine
- markov networks
- training set
- machine learning algorithms
- svm classifier
- pattern classification
- multi task
- training samples
- cross validation
- feature selection
- kernel function
- class labels
- active learning
- maximum likelihood
- naive bayes
- binary classification
- training examples
- data sets
- graphical models
- supervised learning
- pattern recognition
- decision trees
- machine learning
- belief propagation
- document classification
- hidden variables
- classification accuracy
- hidden markov models
- bayesian networks