Effective sample size, dimensionality, and generalization in covariate shift adaptation.
Felipe Maia PoloRenato VicentePublished in: Neural Comput. Appl. (2023)
Keyphrases
- sample size
- covariate shift
- model selection
- upper bound
- cross validation
- random sampling
- small sample
- domain adaptation
- feature selection
- progressive sampling
- statistical power
- pac learning
- high dimensionality
- active learning
- feature space
- dimensionality reduction
- worst case
- random sample
- training and test data
- high dimensional
- objective function