Sample Complexity of Uniform Convergence for Multicalibration.
Eliran ShabatLee CohenYishay MansourPublished in: NeurIPS (2020)
Keyphrases
- sample complexity
- uniform convergence
- vc dimension
- covering numbers
- generalization error
- theoretical analysis
- special case
- supervised learning
- learning problems
- upper bound
- lower bound
- pac learning
- learning algorithm
- active learning
- upper and lower bounds
- training examples
- sample size
- concept classes
- training data
- unlabeled data
- model selection
- sufficient conditions
- small number
- concept class
- reinforcement learning
- semi supervised