A comparison of logistic regression models with alternative machine learning methods to predict the risk of in-hospital mortality in emergency medical admissions via external validation.
Muhammad FaisalAndy ScallyRobin HowesKevin BeatsonDonald RichardsonMohammed A. MohammedPublished in: Health Informatics J. (2020)
Keyphrases
- machine learning methods
- logistic regression models
- prognostic models
- risk factors
- logistic regression
- statistical methods
- high risk
- machine learning
- machine learning algorithms
- machine learning approaches
- intensive care
- ensemble methods
- regression model
- receiver operating characteristic
- health care
- risk assessment
- prostate cancer
- classification trees
- data mining
- risk management
- tree models
- decision trees
- data sets
- text classification
- linear models
- bayesian networks
- learning algorithm