Accuracy-Privacy Trade-off in Deep Ensemble: A Membership Inference Perspective.
Shahbaz RezaeiZubair ShafiqXin LiuPublished in: SP (2023)
Keyphrases
- trade off
- high accuracy
- bias variance
- neural network
- ensemble pruning
- computational cost
- ensemble members
- prediction accuracy
- training data
- machine learning
- random forest
- ensemble methods
- correlation coefficient
- viewpoint
- privacy preserving
- learning algorithm
- statistical databases
- private information
- inference process
- individual classifiers
- private data
- classification accuracy
- data sets