PAC Learning Guarantees Under Covariate Shift.
Artidoro PagnoniStefan GramatoviciSamuel LiuPublished in: CoRR (2018)
Keyphrases
- pac learning
- covariate shift
- model selection
- sample size
- uniform distribution
- learning problems
- semi supervised learning
- training and test data
- domain adaptation
- learning theory
- sample complexity
- active learning
- data generation
- membership queries
- supervised learning
- cross validation
- vc dimension
- test data
- learning tasks
- machine learning
- test set
- unsupervised learning
- training data
- feature selection
- special case
- learning algorithm