Sample Complexity of Testing the Manifold Hypothesis.
Hariharan NarayananSanjoy K. MitterPublished in: NIPS (2010)
Keyphrases
- sample complexity
- theoretical analysis
- upper bound
- learning problems
- pac learning
- special case
- vc dimension
- active learning
- learning algorithm
- lower bound
- supervised learning
- generalization error
- training examples
- pac learnability
- sample size
- covering numbers
- number of irrelevant features
- low dimensional
- average case
- learning tasks
- transfer learning
- machine learning algorithms
- sample complexity bounds
- image classification