Computational Sample Complexity
Scott E. DecaturOded GoldreichDana RonPublished in: Electron. Colloquium Comput. Complex. (1997)
Keyphrases
- sample complexity
- theoretical analysis
- pac learning
- learning problems
- special case
- lower bound
- active learning
- vc dimension
- generalization error
- learning algorithm
- upper bound
- pac learnability
- concept classes
- sample size
- supervised learning
- training examples
- average case
- covering numbers
- learning tasks
- irrelevant features
- cross validation
- training data