Keyphrases
- finite sample
- sample size
- uniform convergence
- statistical learning theory
- error bounds
- nearest neighbor
- generalization bounds
- parzen window
- maximum a posteriori
- data dependent
- statistical learning
- mutual information
- sufficient conditions
- generalization error
- learning problems
- vc dimension
- model selection
- learning rate
- machine learning
- probability distribution
- high dimensional
- risk minimization
- lower bound
- objective function
- training data