Sample complexity of population recovery.
Yury PolyanskiyAnanda Theertha SureshYihong WuPublished in: COLT (2017)
Keyphrases
- sample complexity
- theoretical analysis
- pac learning
- learning algorithm
- lower bound
- vc dimension
- supervised learning
- upper bound
- special case
- learning problems
- pac learnability
- active learning
- generalization error
- training examples
- sample size
- average case
- concept classes
- uniform convergence
- data mining
- state space
- small number
- feature vectors
- training set
- feature space
- decision trees
- machine learning
- linear threshold