Statistical Minimax Lower Bounds for Transfer Learning in Linear Binary Classification.
Seyed Mohammadreza Mousavi KalanMahdi SoltanolkotabiAmir Salman AvestimehrPublished in: ISIT (2022)
Keyphrases
- transfer learning
- binary classification
- lower bound
- learning problems
- learning tasks
- multi class
- cost sensitive
- generalization error
- active learning
- support vector
- multi label
- upper bound
- support vector machine
- reinforcement learning
- worst case
- semi supervised learning
- machine learning
- machine learning algorithms
- text categorization
- multi task
- labeled data
- class imbalance
- cross domain
- multi task learning
- learning algorithm
- collaborative filtering
- objective function
- ensemble methods
- text classification
- prediction accuracy
- text mining
- domain adaptation
- data analysis
- high dimensional
- training data
- training examples
- data sets
- unlabeled data