Dual margin approach on a Lagrangian support vector machine.
Jae Pil HwangSeongkeun ParkEuntai KimPublished in: Int. J. Comput. Math. (2011)
Keyphrases
- support vector machine
- soft margin
- support vector
- decision boundary
- duality gap
- maximum margin
- training set
- multi class
- dual formulation
- svm classifier
- hyperplane
- dual variables
- feature vectors
- lagrangian relaxation
- multi class support vector machines
- optimal solution
- parameter selection
- kernel methods
- lagrangian dual
- generalization ability
- primal dual
- classification method
- kernel function
- support vector machine svm
- nearest neighbor
- machine learning
- column generation
- data sets
- k nearest neighbor
- decision forest
- feature space
- objective function
- pattern classification
- training samples
- standard svm
- knn
- neural network