FDPBoost: Federated differential privacy gradient boosting decision trees.
Yingjie LiYan FengQuan QianPublished in: J. Inf. Secur. Appl. (2023)
Keyphrases
- gradient boosting
- differential privacy
- decision trees
- differentially private
- loss function
- base learners
- privacy preserving
- privacy preservation
- data sharing
- data privacy
- naive bayes
- machine learning algorithms
- personal information
- ensemble methods
- training data
- machine learning
- random forest
- random forests
- meta learning
- databases
- feature space
- distributed data
- search logs
- language model
- probabilistic model
- data sources
- database systems
- social networks
- pairwise