Towards a Realistic Decentralized Naive Bayes with Differential Privacy.
Lodovico GiarettaThomas MarchioroEvangelos P. MarkatosSarunas GirdzijauskasPublished in: ICSBT/SECRYPT (Revised Selected Papers) (2022)
Keyphrases
- naive bayes
- differential privacy
- differentially private
- decision trees
- classification accuracy
- privacy preserving
- text classification
- logistic regression
- naive bayes classifier
- bayesian networks
- text categorization
- feature selection
- training data
- averaged one dependence estimators
- privacy preservation
- data sharing
- personal information
- bayesian network classifiers
- peer to peer
- real world
- active learning
- data privacy
- low variance
- augmented naive bayes
- data integration
- conditional independence assumption