Reduced Set KPCA for Improving the Training and Execution Speed of Kernel Machines.
Alexander G. GrayHassan A. KingraviPatricio A. VelaPublished in: SDM (2013)
Keyphrases
- reduced set
- kernel machines
- execution speed
- support vector
- kernel function
- support vector machine
- kernel methods
- learning machines
- training set
- support vectors
- svm classifier
- classification process
- face recognition
- semi supervised learning
- linear discriminant analysis
- semi supervised
- decision trees
- kernel matrix
- training process
- supervised learning
- feature vectors
- loss function
- training algorithm
- machine learning
- training examples
- nearest neighbor
- multiple kernel learning
- kernel learning
- prior knowledge
- feature selection
- learning algorithm