The effect of model selection on cost-effectiveness research: a comparison of kidney function-based microsimulation and disease grade-based microsimulation in chronic kidney disease modeling.
Shusuke HiragiHiroshi TamuraRei GotoTomohiro KurodaPublished in: BMC Medical Informatics Decis. Mak. (2018)
Keyphrases
- model selection
- cost effectiveness
- cross validation
- hyperparameters
- parameter estimation
- bayesian learning
- machine learning
- statistical learning
- cost effective
- mixture model
- regression model
- sample size
- low grade
- model selection criteria
- error estimation
- meta learning
- feature selection
- variable selection
- generalization error
- motion segmentation
- selection criterion
- statistical inference
- marginal likelihood
- automatic model selection
- real time
- graphical models
- mutual information
- generalization bounds
- leave one out cross validation
- parameter determination
- multivariate regression
- generative model