Differential Privacy and Applications

Differential Privacy and Applications

Zhu, Tianqing; Li, Gang; Yu, Philip S.; Zhou, Wanlei

Springer International Publishing AG

09/2018

235

Mole

Inglês

9783319872117

15 a 20 dias

454

Descrição não disponível.
Preliminary of Differential Privacy.- Differentially Private Data Publishing: Settings and Mechanisms.- Differentially Private Data Publishing: Interactive Setting.- Differentially Private Data Publishing: Non-interactive Setting.- Differentially Private Data Analysis.- Differentially Private Deep Learning.- Differentially Private Applications: Where to Start?.- Differentially Private Social Network Data Publishing.- Differentially Private Recommender System.- Privacy Preserving for Tagging Recommender Systems.- Differential Location Privacy.- Differentially Private Spatial Crowdsourcing.- Correlated Differential Privacy for Non-IID Datasets.- Future Directions.
data analysis;data mining;data release;differential policy;location privacy;machine learning;privacy preserving;recommender system;differential privacy;Differentially Private Data Publishing;Differentially Private Data Analysis;Data Sharing;Private Learning;Statistical Learning;online social networks;Privacy;Security;Cryptography