Adversarial active learning for the identification of medical concepts and annotation inconsistency.
Gang YuYiwen YangXuying WangHuachun ZhenGuoping HeZheming LiYonggen ZhaoQiang ShuLiqi ShuPublished in: J. Biomed. Informatics (2020)
Keyphrases
- active learning
- umls metathesaurus
- learning algorithm
- selective sampling
- supervised learning
- learning strategies
- annotation effort
- training set
- random sampling
- machine learning
- learning process
- training examples
- medical knowledge
- classical logic
- medical data
- transfer learning
- data sets
- labeled data
- semi supervised
- semi supervised learning
- medical imaging
- experimental design
- image retrieval
- expert systems
- feature space
- clinical pathway
- training data
- decision trees
- pool based active learning
- medical image annotation