Privacy-Preserving Gradient Boosting Decision Trees.
Qinbin LiZhaomin WuZeyi WenBingsheng HePublished in: AAAI (2020)
Keyphrases
- privacy preserving
- gradient boosting
- decision trees
- base learners
- loss function
- privacy preservation
- privacy preserving data mining
- ensemble methods
- naive bayes
- vertically partitioned data
- private information
- random forest
- machine learning
- data privacy
- machine learning algorithms
- privacy concerns
- training data
- random forests
- record linkage
- data mining
- base classifiers
- feature extraction
- meta learning
- database
- sensitive information
- training set
- classification rules
- active learning
- nearest neighbor