Optimizing SVR Hyperparameters via Fast Cross-Validation using AOSVR.
Masayuki KarasuyamaRyohei NakanoPublished in: IJCNN (2007)
Keyphrases
- cross validation
- hyperparameters
- model selection
- support vector
- support vector regression
- grid search
- gaussian process
- regression model
- regularization parameter
- regression problems
- rbf kernel
- training set
- gaussian processes
- support vector machine
- ls svm
- kernel function
- feature selection
- information criterion
- machine learning
- genetic algorithm
- parameter optimization