Sample Complexity of Composite Likelihood.
Joseph K. BradleyCarlos GuestrinPublished in: AISTATS (2012)
Keyphrases
- sample complexity
- theoretical analysis
- learning problems
- learning algorithm
- upper bound
- vc dimension
- supervised learning
- pac learning
- special case
- lower bound
- active learning
- maximum likelihood
- generalization error
- concept classes
- pac learnability
- linear threshold
- training examples
- concept class
- sample size
- irrelevant features
- covering numbers
- average case
- uniform convergence