SVM-Optimization and Steepest-Descent Line Search.
Hans Ulrich SimonNikolas ListPublished in: COLT (2009)
Keyphrases
- line search
- quadratic programming
- global convergence
- step size
- risk minimization
- conjugate gradient
- support vector
- support vector machine
- objective function
- convergence rate
- linear programming
- support vector machine svm
- linear program
- primal dual
- knn
- training algorithm
- learning rate
- optimization procedure
- svm classifier
- training data
- ls svm
- training process
- feature selection
- search space
- feature vectors
- active learning
- optimization algorithm
- generalization ability
- particle swarm optimization
- global optimization
- neural network
- kernel function