Keyphrases
- upper bound
- vc dimension
- function classes
- sample complexity
- lower bound
- linear functions
- covering numbers
- concept classes
- upper and lower bounds
- sample size
- worst case
- statistical learning theory
- target function
- generalization bounds
- pac learning
- concept class
- data dependent
- special case
- agnostic learning
- learning machines
- lower and upper bounds
- reproducing kernel hilbert space
- uniform convergence
- machine learning
- learning problems
- decision trees
- learning algorithm