Active Learning for the Automation of Medical Systematic Review Creation.
Omar F. El-GayarJun LiuPrem TimsinaPublished in: AMCIS (2015)
Keyphrases
- systematic review
- active learning
- empirical studies
- machine learning
- learning algorithm
- medical experts
- learning process
- relevance feedback
- medical diagnosis
- medical data
- learning strategies
- semi supervised
- medical imaging
- training examples
- experimental design
- active learning strategies
- selective sampling
- medical information
- imbalanced data classification
- annotation effort
- medical devices
- patient records
- training set
- expert systems
- medical domain
- data sets
- batch mode active learning
- cost sensitive