A Naive-Bayes approach to Bolstered error estimation in high-dimensional spaces.
Xingde JiangUlisses M. Braga-NetoPublished in: GlobalSIP (2014)
Keyphrases
- error estimation
- naive bayes
- decision trees
- classification accuracy
- model selection
- logistic regression
- text classification
- uci data sets
- error estimates
- naive bayes classifier
- training data
- naive bayesian classifier
- bayesian networks
- text categorization
- uci datasets
- feature selection
- classification algorithm
- cost sensitive
- augmented naive bayes
- bayesian network classifiers
- bayesian classifier
- locally weighted
- independence assumption
- generalization error
- text classifiers
- probability estimation
- test instances
- averaged one dependence estimators
- naive bayes classification
- probabilistic classifiers
- information retrieval
- naive bayes models
- learning algorithm
- support vector
- training set
- support vector machine
- objective function
- attribute dependencies
- conditional independence assumption
- sample size
- ensemble methods
- data sets