Risk Bounds for Random Regression Graphs.
Andrea CaponnettoSteve SmalePublished in: Found. Comput. Math. (2007)
Keyphrases
- risk bounds
- data dependent
- learning algorithm
- regression model
- statistical learning theory
- regression problems
- empirical risk minimization
- stochastic processes
- model selection
- linear regression
- reproducing kernel hilbert space
- active learning
- vc dimension
- ridge regression
- support vector
- lower bound
- regression methods
- probabilistic model
- pairwise