Sample Complexity of Uniform Convergence for Multicalibration.
Eliran ShabatLee CohenYishay MansourPublished in: CoRR (2020)
Keyphrases
- sample complexity
- uniform convergence
- vc dimension
- covering numbers
- generalization error
- theoretical analysis
- learning algorithm
- upper bound
- learning problems
- pac learning
- special case
- supervised learning
- active learning
- lower bound
- upper and lower bounds
- concept classes
- sample size
- training examples
- cross validation
- statistical learning theory
- machine learning
- reinforcement learning
- concept class
- learning theory
- convergence rate
- distance measure