Keyphrases
- upper bound
- vc dimension
- function classes
- sample complexity
- lower bound
- linear functions
- covering numbers
- concept classes
- worst case
- upper and lower bounds
- lower and upper bounds
- generalization bounds
- statistical learning theory
- data dependent
- generalization error
- sample size
- target function
- pac learning
- learning machines
- concept class
- uniform convergence
- special case
- theoretical analysis
- learning problems
- learning tasks
- machine learning algorithms
- np hard
- real valued functions
- active learning