Early hospital mortality prediction of intensive care unit patients using an ensemble learning approach.
Aya AwadMohamed Bader-El-DenJames McNicholasJim S. BriggsPublished in: Int. J. Medical Informatics (2017)
Keyphrases
- intensive care unit
- ensemble learning
- prognostic models
- intensive care
- intensive care units
- decision support system
- ensemble methods
- prediction accuracy
- medical data
- generalization ability
- high risk
- blood pressure
- cardiac surgery
- clinical data
- random forest
- prostate cancer
- concept drift
- base classifiers
- prediction model
- health care
- logistic regression
- medical knowledge
- learning algorithm
- patient data
- heart rate
- survival analysis
- regression model
- decision trees
- knowledge base