Uncertainty and the Social Planner's Problem: Why Sample Complexity Matters.
Cyrus CousinsPublished in: FAccT (2022)
Keyphrases
- sample complexity
- theoretical analysis
- pac learning
- upper bound
- lower bound
- vc dimension
- learning problems
- learning algorithm
- special case
- supervised learning
- active learning
- generalization error
- concept classes
- sample size
- sequential decision problems
- training examples
- sample complexity bounds
- pac learnability
- domain independent
- reinforcement learning
- irrelevant features
- covering numbers
- machine learning
- heuristic search
- prior knowledge
- training data
- number of irrelevant features