Fast SVM training using approximate extreme points.
Manu NandanPramod P. KhargonekarSachin S. TalathiPublished in: J. Mach. Learn. Res. (2014)
Keyphrases
- extreme points
- svm training
- finite number
- geometric properties
- generalization ability
- linear program
- optimal solution
- feasible solution
- infinite dimensional
- convex hull
- interior point methods
- kernel methods
- support vector machine
- convex sets
- decomposition method
- support vectors
- stochastic gradient descent
- image processing
- support vector
- linear constraints
- active learning
- training procedure
- learning algorithm
- svm classifier
- high dimensional data