Privacy-preserving Machine Learning through Data Obfuscation.
Tianwei ZhangZecheng HeRuby B. LeePublished in: CoRR (2018)
Keyphrases
- privacy preserving
- machine learning
- data privacy
- data transformation
- data sets
- data analysis
- horizontally partitioned data
- database
- sensitive information
- preserving privacy
- private data
- privacy preserving data mining
- sensitive data
- privacy requirements
- vertically partitioned data
- data collection
- data quality
- private information
- privacy preservation
- raw data
- differentially private
- data sources
- privacy concerns
- data mining methods
- data points
- privacy sensitive
- privacy guarantees
- knowledge discovery
- data publishing
- high dimensional data
- original data
- data distribution