Ensemble of surrogates and cross-validation for rapid and accurate predictions using small data sets.
Reza AlizadehLiangyue JiaAnand Balu NellippallilGuoxin WangJia HaoJanet K. AllenFarrokh MistreePublished in: Artif. Intell. Eng. Des. Anal. Manuf. (2019)
Keyphrases
- cross validation
- small data sets
- regression problems
- training set
- data sets
- model selection
- akaike information criterion
- variable selection
- hyperparameters
- base learners
- support vector
- generalization error
- cross validated
- regularization parameter
- ensemble methods
- nearest neighbor classifiers
- information criterion
- training data
- unseen data
- ensemble learning
- random forests
- base classifiers
- neural network
- error estimates
- ls svm
- random forest
- sample size
- logistic regression