Data representations and generalization error in kernel based learning machines.
Nicola AnconaRosalia MagliettaEttore StellaPublished in: Pattern Recognit. (2006)
Keyphrases
- learning machines
- generalization error
- model selection
- cross validation
- upper bound
- support vector
- sample complexity
- learning algorithm
- training data
- active learning
- training set
- binary classification
- support vector machine
- sample size
- kernel methods
- supervised learning
- multiple kernel learning
- lower bound
- learning tasks
- similarity search
- distance function
- pattern recognition
- multi class
- semi supervised
- data sets
- learning process
- pairwise
- objective function
- machine learning