Sample complexity of population recovery.
Yury PolyanskiyAnanda Theertha SureshYihong WuPublished in: CoRR (2017)
Keyphrases
- sample complexity
- theoretical analysis
- learning problems
- upper bound
- pac learning
- special case
- supervised learning
- vc dimension
- generalization error
- learning algorithm
- active learning
- lower bound
- training examples
- sample size
- pac learnability
- sample complexity bounds
- concept classes
- linear threshold
- training data
- uniform convergence
- reinforcement learning
- semi supervised
- machine learning
- number of irrelevant features
- covering numbers
- pac model
- irrelevant features
- average case
- machine learning algorithms
- data points