Using Analytic QP and Sparseness to Speed Training of Support Vector Machines.
John C. PlattPublished in: NIPS (1998)
Keyphrases
- learning machines
- support vector
- support vector machine
- maximum margin
- training examples
- large margin classifiers
- training speed
- training set
- high speed
- training algorithm
- training process
- cross validation
- logistic regression
- linear programming
- sequential minimal optimization
- hyperplane
- loss function
- training data
- real time
- multi class
- kernel methods
- feature selection
- learning algorithm
- svm classifier
- classification accuracy
- active learning
- feature space
- support vectors
- face recognition
- decomposition algorithm
- reduced set
- standard svm
- data sets