Orthogonal Signal Correction inside Cross-validation Improves Error Estimation in PLS Models.
Niclas AnderssonDavid I. WilsonPublished in: Modelling, Identification and Control (2003)
Keyphrases
- cross validation
- model selection
- error estimation
- error estimates
- generalization error
- regression model
- unseen data
- variable selection
- parameter estimation
- support vector
- hyperparameters
- cross validated
- input variables
- machine learning
- information criterion
- ls svm
- data sets
- sample size
- probabilistic model
- pairwise
- gaussian process
- support vector machine
- regularization parameter
- high dimensional
- partial least squares
- feature selection
- leave one out cross validation
- active learning
- provably correct
- multi class