Variants and Performances of Novel Direct Learning Algorithms for L2 Support Vector Machines.
Ljiljana ZigicVojislav KecmanPublished in: ICAISC (2) (2014)
Keyphrases
- large margin classifiers
- support vector
- learning machines
- learning algorithm
- multi class
- maximum margin
- generalization ability
- kernel machines
- support vector machine
- kernel function
- generalization bounds
- soft margin
- cross validation
- training examples
- learning tasks
- ensemble learning
- loss function
- decision function
- training data
- machine learning algorithms
- binary classification
- logistic regression
- svm classifier
- support vector regression
- training algorithm
- feature selection
- multi class classification
- kernel classifiers
- neural network
- multiple kernel learning
- support vectors
- generalization error
- learning theory
- linear discriminant analysis
- classification accuracy
- active learning