Bounding the Invertibility of Privacy-preserving Instance Encoding using Fisher Information.
Kiwan MaengChuan GuoSanjay KariyappaG. Edward SuhPublished in: NeurIPS (2023)
Keyphrases
- privacy preserving
- fisher information
- privacy preservation
- privacy preserving data mining
- upper bound
- vertically partitioned data
- data privacy
- positive definite
- probability density function
- privacy concerns
- private information
- sensitive information
- noise level
- euclidean space
- free energy
- sufficient conditions
- geodesic distance
- multidimensional scaling
- bayesian networks
- data sets
- data analysis