Minimizing the Cross Validation Error to Mix Kernel Matrices of Heterogeneous Biological Data.
Koji TsudaShinsuke UdaTaishin KinKiyoshi AsaiPublished in: Neural Process. Lett. (2004)
Keyphrases
- cross validation
- biological data
- generalization error
- high throughput
- model selection
- support vector
- microarray data
- hyperparameters
- kernel matrix
- variable selection
- statistical methods
- data analysis
- training set
- data sources
- kernel methods
- knowledge discovery
- kernel function
- data integration
- ls svm
- microarray
- feature selection
- machine learning
- maximum likelihood
- training data
- bayesian inference
- statistical models
- linear combination
- distance measure