SoK: Let the Privacy Games Begin! A Unified Treatment of Data Inference Privacy in Machine Learning.
Ahmed SalemGiovanni CherubinDavid EvansBoris KöpfAndrew PaverdAnshuman SuriShruti TopleSantiago Zanella BéguelinPublished in: SP (2023)
Keyphrases
- machine learning
- privacy preserving
- database
- raw data
- data collection
- data processing
- data sets
- data analysis
- knowledge discovery
- private data
- privacy requirements
- data sources
- data privacy
- training data
- private information
- statistical databases
- data points
- sensitive data
- individual privacy
- sensitive information
- original data
- distributed data
- preserving privacy
- data quality
- information loss
- statistical analysis
- feature selection
- database views
- data mining
- learning algorithm
- differentially private
- user privacy
- data structure
- privacy issues
- personal data
- data mining techniques
- input data
- privacy concerns
- security issues
- labeled data