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: CoRR (2022)
Keyphrases
- machine learning
- data privacy
- data analysis
- private data
- privacy preserving
- data sets
- preserving privacy
- database
- privacy requirements
- data structure
- data sources
- private information
- sensitive information
- statistical analysis
- privacy preserving data mining
- statistical databases
- data points
- privacy issues
- personal data
- distributed data
- information loss
- data quality
- raw data
- sensitive data
- data collection
- end users
- training data
- original data
- privacy concerns
- machine learning methods
- data processing
- knowledge discovery
- bayesian networks
- differentially private