Medical events extraction to analyze clinical records with conditional random fields.
Carolina Fócil AriasGrigori SidorovAlexander F. GelbukhPublished in: J. Intell. Fuzzy Syst. (2019)
Keyphrases
- conditional random fields
- medical records
- patient records
- information extraction
- discharge summaries
- medical domain
- medical treatment
- medical information
- graphical models
- medical data
- sequence labeling
- crf model
- medical experts
- hidden markov models
- random fields
- markov random field
- higher order
- image labeling
- maximum entropy
- structured prediction
- probabilistic model
- clinical data
- medical knowledge
- patient data
- pairwise
- named entity recognition
- electronic medical record
- structured learning
- web page prediction
- generative model
- health care
- markov models
- semi markov
- text mining
- undirected graphical models
- segmentation method
- dependency parsing
- approximate inference
- markov networks
- contextual features
- clinical practice