AIC and BIC based approaches for SVM parameter value estimation with RBF kernels.
Sergey DemyanovJames BaileyKotagiri RamamohanaraoChristopher LeckiePublished in: ACML (2012)
Keyphrases
- support vector
- support vector machine svm
- model selection
- support vector machine
- rbf kernel
- information criterion
- maximum likelihood
- radial basis function
- kernel function
- kernel parameters
- cross validation
- gaussian kernel
- kernel methods
- parameter estimation
- neural network
- bayesian information criterion
- polynomial kernels
- selection criterion
- multiple kernel learning
- hyperplane
- feature selection
- string kernels
- learning machines
- mixture model
- text classification