A practice-oriented framework for measuring privacy and utility in data sanitization systems.
Michal SramkaReihaneh Safavi-NainiJörg DenzingerMina AskariPublished in: EDBT/ICDT Workshops (2010)
Keyphrases
- data sets
- data analysis
- information loss
- computer systems
- raw data
- differentially private
- privacy guarantees
- differential privacy
- image data
- synthetic data
- training data
- data structure
- privacy requirements
- attribute values
- data quality
- original data
- database
- privacy preserving
- data collection
- distributed systems
- personal data
- knowledge discovery
- probabilistic model
- database views
- data mining algorithms
- missing data
- distributed data
- data privacy
- data publishing
- probability distribution
- end users
- individual privacy