Estimating Diffusion Network Structures: Recovery Conditions, Sample Complexity & Soft-thresholding Algorithm.
Hadi DaneshmandManuel Gomez-RodriguezLe SongBernhard SchölkopfPublished in: CoRR (2014)
Keyphrases
- sample complexity
- thresholding algorithm
- learning problems
- theoretical analysis
- upper bound
- pac learning
- vc dimension
- learning algorithm
- active learning
- special case
- supervised learning
- generalization error
- lower bound
- concept classes
- sufficient conditions
- pac learnability
- training examples
- sample size
- semi supervised learning
- semi supervised
- worst case
- covering numbers
- number of irrelevant features