Rethinking Privacy Preserving Deep Learning: How to Evaluate and Thwart Privacy Attacks.
Lixin FanKamWoh NgCe JuTianyu ZhangChang LiuChee Seng ChanQiang YangPublished in: CoRR (2020)
Keyphrases
- privacy preserving
- deep learning
- data publishing
- privacy preserving data mining
- privacy preservation
- private information
- vertically partitioned data
- secure multiparty computation
- privacy requirements
- unsupervised learning
- privacy issues
- machine learning
- preserving privacy
- privacy concerns
- data anonymization
- mental models
- privacy protection
- differential privacy
- privacy guarantees
- private data
- sensitive information
- multi party
- data privacy
- privacy sensitive
- privacy preserving association rule mining
- anonymized data
- sensitive data
- horizontally partitioned data
- scalar product
- personal data
- location privacy
- weakly supervised
- record linkage
- homomorphic encryption
- privacy preserving classification
- user privacy
- feature selection
- third party
- knowledge discovery
- data mining techniques
- data perturbation
- security protocols
- data mining