Exponential Savings in Agnostic Active Learning through Abstention.
Nikita PuchkinNikita ZhivotovskiyPublished in: CoRR (2021)
Keyphrases
- annotation effort
- active learning
- random sampling
- semi supervised
- learning algorithm
- machine learning
- online learning
- labeled data
- unlabeled data
- learning strategies
- learning process
- semi supervised learning
- selective sampling
- batch mode active learning
- training set
- training examples
- batch mode
- imbalanced data classification
- cost savings
- sample selection
- pool based active learning
- databases
- efficient computation
- experimental design
- generalization error
- transfer learning
- decision trees
- website
- social networks
- neural network