Multiobjective model selection for non-linear regression techniques.
Luca PasolliClaudia NotarnicolaLorenzo BruzzonePublished in: IGARSS (2010)
Keyphrases
- model selection
- multi objective
- regression model
- multiobjective optimization
- cross validation
- evolutionary algorithm
- parameter estimation
- hyperparameters
- statistical learning
- sample size
- bayesian learning
- objective function
- generalization error
- meta learning
- variable selection
- error estimation
- statistical inference
- genetic algorithm
- feature selection
- multivariate regression
- gaussian process
- mixture model
- selection criterion
- machine learning
- leave one out cross validation
- information criterion
- parameter determination
- learning machines
- prior knowledge
- generalization bounds