Sample Complexity Lower Bounds for Linear System Identification.
Yassir JedraAlexandre ProutièrePublished in: CoRR (2019)
Keyphrases
- sample complexity
- lower bound
- upper bound
- vc dimension
- upper and lower bounds
- theoretical analysis
- pac learning
- pac learnability
- concept class
- concept classes
- np hard
- learning algorithm
- special case
- supervised learning
- lower and upper bounds
- uniform convergence
- constant factor
- learning problems
- active learning
- average case
- optimal solution
- objective function
- linear functions
- generalization error
- sample complexity bounds
- semi supervised learning
- worst case
- model selection
- decision trees
- feature selection