Model averaging for support vector classifier by cross-validation.
Jiahui ZouChaoxia YuanXinyu ZhangGuohua ZouAlan T. K. WanPublished in: Stat. Comput. (2023)
Keyphrases
- cross validation
- support vector
- model averaging
- hyperparameters
- unseen data
- nearest neighbor classifiers
- posterior distribution
- bayesian methods
- training set
- svm classifier
- support vector machine
- model selection
- variable selection
- supervised classification
- kernel function
- feature selection
- generalization error
- classification accuracy
- radial basis function
- leave one out cross validation
- svm classification
- generalization ability
- feature set
- information criterion
- markov networks
- naive bayes classifier
- latent variables
- closed form
- supervised learning
- decision trees