Revised Optimizer of SVR Hyperparameters Minimizing Cross-Validation Error.
Masayuki KarasuyamaDaisuke KitakoshiRyohei NakanoPublished in: IJCNN (2006)
Keyphrases
- cross validation
- hyperparameters
- generalization error
- model selection
- error estimates
- support vector
- support vector regression
- grid search
- gaussian process
- regularization parameter
- regression model
- gaussian processes
- training set
- ls svm
- rbf kernel
- feature selection
- machine learning
- error rate
- support vector machine
- kernel function
- prior knowledge
- bayesian framework
- meta learning
- information criterion
- data sets