DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation.
Boxin WangFan WuYunhui LongLuka RimanicCe ZhangBo LiPublished in: CCS (2021)
Keyphrases
- privacy preserving
- privacy preserving data mining
- vertically partitioned data
- privacy preservation
- image compression
- horizontally partitioned data
- multi party
- private information
- sensitive data
- data privacy
- sensitive information
- privacy issues
- preserving privacy
- privacy concerns
- compression algorithm
- privacy protection
- partitioned data
- data perturbation
- naive bayesian classification
- differential privacy
- record linkage
- horizontally partitioned
- database systems
- secure multiparty computation
- scalar product
- privacy preserving classification
- location privacy
- privacy guarantees