Computational Sample Complexity.
Scott E. DecaturOded GoldreichDana RonPublished in: SIAM J. Comput. (1999)
Keyphrases
- sample complexity
- theoretical analysis
- learning problems
- upper bound
- learning algorithm
- pac learning
- active learning
- vc dimension
- special case
- generalization error
- supervised learning
- lower bound
- concept classes
- pac learnability
- sample size
- irrelevant features
- concept class
- uniform convergence
- covering numbers
- training examples
- machine learning