CLAMP-PA: A machine learning based pre-annotation pipeline for corpus construction of clinical concepts.
Yaoyun ZhangQiang WeiJingqi WangHua XuPublished in: AMIA (2018)
Keyphrases
- machine learning
- supervised machine learning
- active learning
- concept formation
- visual concepts
- annotated corpus
- pattern recognition
- feature engineering
- clinical pathway
- medical domain
- wikipedia articles
- semantic annotation
- inductive logic programming
- inductive learning
- decision trees
- knowledge discovery
- artificial intelligence
- inter annotator agreement
- construction process
- manually annotated
- semi automatically
- patient data
- information extraction
- learning algorithm
- data analysis
- knowledge representation
- text mining
- background knowledge
- knowledge acquisition
- automatic annotation
- supervised learning
- medical knowledge
- medical data
- support vector machine
- hand crafted
- learning paradigms
- machine learning methods
- metadata
- feature selection
- learning tasks