Criterion for Evaluating the Predictive Ability of Nonlinear Regression Models without Cross-Validation.
Hiromasa KanekoKimito FunatsuPublished in: J. Chem. Inf. Model. (2013)
Keyphrases
- cross validation
- regression model
- model selection
- multivariate regression
- selection criterion
- generalized linear
- information criterion
- response variable
- hyperparameters
- variable selection
- regression analysis
- generalization error
- feature selection
- regression methods
- linear model
- sample size
- prediction model
- regression problems
- gaussian process
- cross validated
- support vector regression
- training set
- regression method
- unseen data
- target variable
- explanatory variables
- regression trees
- bayesian information criterion
- support vector
- error estimates
- multiple linear regression
- predictive model
- learning machines
- data mining
- linear regression
- machine learning