Extracting medical events from clinical records using conditional random fields and parameter tuning for hidden Markov models.
Carolina Fócil AriasGrigori SidorovAlexander F. GelbukhFernando ArcePublished in: J. Intell. Fuzzy Syst. (2018)
Keyphrases
- hidden markov models
- parameter tuning
- medical records
- patient records
- discharge summaries
- medical data
- ink bleed
- patient data
- health care
- event detection
- parameter settings
- speech recognition
- clinical data
- sequential data
- gesture recognition
- sequence classification
- baum welch
- conditional random fields
- hidden states
- continuous hidden markov models
- markov models
- markov model
- viterbi algorithm
- discriminative training
- hidden semi markov models
- machine learning
- event recognition
- clustering algorithm