Prediction of Bedform Geometry with Neural Networks Using a Stratified Cross-Validation Approach.
Juan Pablo Toro LabbéEduardo Plaza AlvaradoBilly PeraltaPatricio Moreno CasasPublished in: SCCC (2022)
Keyphrases
- cross validation
- neural network
- model selection
- support vector
- prediction accuracy
- hyperparameters
- prediction model
- variable selection
- cross validated
- training set
- genetic algorithm
- regression problems
- ls svm
- regularization parameter
- akaike information criterion
- least squares support vector machine
- neural network model
- generalization error
- unseen data
- information criterion
- error estimates
- leave one out cross validation
- nearest neighbor classifiers
- database
- generalization ability
- high dimensional
- rbf kernel
- probabilistic model
- regression model