Fast model selection by limiting SVM training times.
Aydin DemirciogluDaniel HornTobias GlasmachersBernd BischlClaus WeihsPublished in: CoRR (2016)
Keyphrases
- model selection
- svm training
- cross validation
- generalization ability
- support vector machine
- svm classification
- regression model
- machine learning
- mixture model
- feature selection
- hyperparameters
- parameter estimation
- sample size
- generalization error
- kernel methods
- variable selection
- support vectors
- training examples
- maximum likelihood
- model selection criteria
- svm classifier
- kernel matrix