Uncertainty-aware complementary label queries for active learning.
Shengyuan LiuKe ChenTianlei HuYunqing MaoPublished in: Frontiers Inf. Technol. Electron. Eng. (2023)
Keyphrases
- active learning
- query processing
- label noise
- web search engines
- active learning framework
- query language
- efficient processing
- response time
- query evaluation
- multi label
- database
- random sampling
- range queries
- query logs
- database queries
- complex queries
- uncertain data
- imprecise information
- unlabeled instances
- selective sampling
- aggregate queries
- active learning strategies
- learning strategies
- labeling effort
- data sets
- training set
- machine learning
- learning algorithm
- search engine
- training examples