Enhancing infectious disease prediction model selection with multi-objective optimization: an empirical study.
Deren XuWeng Howe ChanHabibollah HaronPublished in: PeerJ Comput. Sci. (2024)
Keyphrases
- model selection
- multi objective optimization
- infectious disease
- multi objective
- evolutionary algorithm
- cross validation
- public health
- hyperparameters
- parameter estimation
- selection criterion
- regression model
- multi objective optimization problems
- differential evolution
- genetic algorithm
- machine learning
- pareto optimal
- model selection criteria
- marginal likelihood
- variable selection
- mixture model
- particle swarm optimization
- statistical inference
- early warning
- feature selection
- automatic model selection
- multi objective genetic algorithms
- gaussian process
- objective function
- west nile virus
- bayesian information criterion
- nsga ii
- data sharing
- policy makers
- information criterion
- decision makers
- data sets
- fitness function
- closed form