Bounding the Invertibility of Privacy-preserving Instance Encoding using Fisher Information.
Kiwan MaengChuan GuoSanjay KariyappaG. Edward SuhPublished in: CoRR (2023)
Keyphrases
- privacy preserving
- fisher information
- privacy preserving data mining
- vertically partitioned data
- privacy preservation
- probability density function
- positive definite
- private information
- upper bound
- sensitive information
- noise level
- geodesic distance
- sufficient conditions
- privacy concerns
- data privacy
- euclidean space
- differential privacy
- secure multiparty computation
- free energy
- exponential family
- projective transformations
- estimation error
- similarity measure
- feature selection