Invariances in kernel methods: From samples to objects.
Alexei PozdnoukhovSamy BengioPublished in: Pattern Recognit. Lett. (2006)
Keyphrases
- kernel methods
- learning tasks
- learning problems
- kernel function
- feature space
- machine learning
- kernel matrix
- support vector
- support vector machine
- training samples
- reproducing kernel hilbert space
- similarity function
- multiple kernel learning
- special case
- kernel pca
- graph kernels
- kernel trick
- active learning
- training data
- learning frameworks
- kernel ridge regression
- kernel matrices
- feature selection