Data Clustering and Micro-perturbation for Privacy-Preserving Data Sharing and Analysis.
Xiao-Bai LiSumit SarkarPublished in: ICIS (2010)
Keyphrases
- privacy preserving
- data clustering
- data sharing
- private data
- data privacy
- privacy protection
- privacy preserving data mining
- data perturbation
- differential privacy
- homomorphic encryption
- sensitive data
- privacy preservation
- cluster analysis
- sensitive information
- distributed data
- data access
- unsupervised learning
- peer to peer
- data analysis
- clustering algorithm
- private information
- privacy guarantees
- data providers
- vertically partitioned data
- real world
- data integration
- k means
- personal information
- privacy concerns
- training data
- machine learning