Using naive bayes to detect spammy names in social networks.
David Mandell FreemanPublished in: AISec (2013)
Keyphrases
- naive bayes
- social networks
- decision trees
- naive bayes classifier
- text classification
- classification accuracy
- text categorization
- logistic regression
- feature selection
- training data
- uci data sets
- cost sensitive
- bayesian networks
- augmented naive bayes
- naive bayes classification
- classification algorithm
- probability estimation
- bayesian classifier
- naive bayesian classifier
- uci datasets
- test instances
- averaged one dependence estimators
- text classifiers
- bayesian network classifiers
- neural network
- attribute dependencies
- probabilistic classifiers
- base classifiers
- network structure
- named entities
- combining classifiers
- independence assumption
- information extraction
- graphical models
- conditional independence assumption
- naive bayes models
- feature space
- optimization methods