Extracting UMLS Concepts from Medical Text Using General and Domain-Specific Deep Learning Models.
Kathleen C. FraserIsar NejadgholiBerry de BruijnMuqun LiAstha LaPlanteKhaldoun Zine El AbidinePublished in: CoRR (2019)
Keyphrases
- learning models
- umls metathesaurus
- domain specific
- medical domain
- domain ontology
- free text
- semantic network
- learning paradigms
- natural language processing systems
- machine learning algorithms
- loss function
- information retrieval
- medical knowledge
- text mining
- machine learning
- learning tasks
- semi supervised learning
- intermediate concepts
- learning problems
- learning algorithm
- object recognition
- conditional random fields
- higher order