Learning patient-level prediction models across multiple healthcare databases: evaluation of ensembles for increasing model transportability.
Jenna Marie RepsRoss D. WilliamsMartijn J. SchuemiePatrick B. RyanPeter R. RijnbeekPublished in: BMC Medical Informatics Decis. Mak. (2022)
Keyphrases
- learning models
- probabilistic model
- databases
- predictive model
- prediction model
- prior knowledge
- models built
- accurate models
- learned models
- hybrid model
- experimental data
- bayesian framework
- multiple models
- hidden variables
- metamodel
- statistical model
- computational model
- statistical models
- neural network model
- computational models
- process model
- qualitative models
- parameter estimation
- learning scheme
- model validation
- reinforcement learning
- data model
- evaluation model
- linear model
- database
- parametric models
- autoregressive
- probability distribution
- prediction accuracy
- learning process
- regression model
- information systems