Estimation of Entropy in Constant Space with Improved Sample Complexity.
Maryam AliakbarpourAndrew McGregorJelani NelsonErik WaingartenPublished in: CoRR (2022)
Keyphrases
- sample complexity
- theoretical analysis
- vc dimension
- learning problems
- pac learning
- upper bound
- supervised learning
- generalization error
- active learning
- special case
- learning algorithm
- constant factor
- sample size
- data sets
- lower bound
- concept classes
- covering numbers
- cross validation
- semi supervised learning
- unsupervised learning
- prior knowledge
- irrelevant features
- reinforcement learning
- pac learnability