Near-optimal Differentially Private Principal Components.

Kamalika Chaudhuri Anand D. Sarwate Kaushik Sinha

Published in: NIPS (2012)

Keyphrases

principal components
differentially private
differential privacy
principal component analysis
dimensionality reduction
covariance matrix
kernel space
feature set
privacy guarantees
neural network
database systems
privacy preserving
principal component regression