Combining Multiple Kernels by Augmenting the Kernel Matrix.
Fei YanKrystian MikolajczykJosef KittlerMuhammad Atif TahirPublished in: MCS (2010)
Keyphrases
- combining multiple
- kernel matrix
- kernel methods
- kernel function
- kernel learning
- kernel matrices
- positive semidefinite
- feature space
- reproducing kernel hilbert space
- semidefinite programming
- low rank
- support vector
- support vector machine
- input space
- metric learning
- machine learning
- multiple kernel learning
- model selection
- training samples
- learning problems
- support vectors
- linear combination
- ls svm
- learning tasks
- dimensionality reduction
- least squares
- low dimensional
- text classification
- semi supervised
- multi class
- polynomial kernels
- missing data