Semi-supervised Kernel Regression Using Whitened Function Classes.
Matthias O. FranzYounghee KwonCarl Edward RasmussenBernhard SchölkopfPublished in: DAGM-Symposium (2004)
Keyphrases
- kernel regression
- semi supervised
- function classes
- vc dimension
- data dependent
- semi supervised learning
- regression model
- generalization bounds
- learning problems
- supervised learning
- labeled data
- active learning
- learning algorithm
- sample complexity
- unlabeled data
- special case
- pairwise
- regression methods
- unsupervised learning
- parameter optimization
- real valued functions
- linear functions
- linear regression
- metric learning
- reproducing kernel hilbert space
- learning theory
- generalization ability
- inductive inference
- support vector machine
- cross validation
- high dimensional
- neural network