Accurate Bayesian Data Classification without Hyperparameter Cross-validation.
Mansoor SheikhA. C. C. CoolenPublished in: CoRR (2017)
Keyphrases
- cross validation
- model selection
- hyperparameters
- support vector
- bayesian methods
- data sets
- cross validated
- training samples
- unseen data
- database
- training set
- prior knowledge
- nearest neighbor classifiers
- training data
- error estimates
- feature space
- leave one out cross validation
- statistical inference
- binary classifiers
- regression problems
- generalization error
- decision trees
- incomplete data
- bayesian networks
- supervised learning
- data points