Constants Matter: The Performance Gains of Active Learning.
Stephen O. MussmannSanjoy DasguptaPublished in: ICML (2022)
Keyphrases
- active learning
- learning strategies
- machine learning
- learning process
- random sampling
- training set
- batch mode active learning
- semi supervised
- learning algorithm
- selective sampling
- supervised learning
- data sets
- generalization error
- unlabeled data
- pool based active learning
- crowd sourced
- imbalanced data classification
- class imbalance
- document clustering
- training examples
- labeled data
- artificial intelligence
- cost sensitive
- semi supervised learning
- sample complexity
- information systems
- active learning strategies
- data mining
- real world
- databases