Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets.
Guy HacohenAvihu DekelDaphna WeinshallPublished in: ICML (2022)
Keyphrases
- active learning
- active learning strategies
- learning algorithm
- sampling strategies
- budget constraints
- positive and negative
- random sampling
- relevance feedback
- training examples
- transfer learning
- selective sampling
- imbalanced data classification
- real time
- annotation effort
- experimental design
- class imbalance
- cost sensitive
- learning strategies
- supervised learning
- learning process
- pairwise
- information retrieval