Achieving Minimax Rates in Pool-Based Batch Active Learning.
Claudio GentileZhilei WangTong ZhangPublished in: CoRR (2022)
Keyphrases
- active learning
- batch mode
- batch mode active learning
- learning algorithm
- batch size
- random sampling
- semi supervised
- active learner
- training set
- labeled data
- semi supervised learning
- learning strategies
- incremental learning
- active learning strategies
- experimental design
- generalization error
- transfer learning
- training examples
- unlabeled data
- supervised learning
- game tree
- selective sampling
- sample selection
- worst case
- data sets
- evaluation function
- version space
- alpha beta
- online learning
- music emotion classification