An Improved Sample Complexity for Rank-1 Matrix Sensing.
Yichuan DengZhihang LiZhao SongPublished in: CoRR (2023)
Keyphrases
- sample complexity
- theoretical analysis
- pac learning
- learning problems
- upper bound
- learning algorithm
- active learning
- vc dimension
- lower bound
- special case
- generalization error
- supervised learning
- pac learnability
- sample size
- training examples
- concept classes
- irrelevant features
- sample complexity bounds
- covering numbers
- machine learning
- number of irrelevant features
- low rank
- learning tasks
- cross validation
- unsupervised learning
- learning process
- training set