Survey of research on differential privacy

LI Yanga · Jisuanji yingyong yanjiu · 2012

Differential privacy approach makes data distortion to preserve privacy by means of adding noise.To a rigorous defined attacking model,differential privacy ensures that adding little amount of noise have a low risk of privacy disclosure.This paper surveyed the definition of differential privacy,showed the newest results in research,introduced algorithms of classify,clustering on differentially private learning,and presented a differential privacy application framework PINQ(privacy integrated queries).Finally,this paper discussed directions for future research.

Read the paper · More papers on PaperTik