Differential Privacy and Applications - Zhu, Tianqing; Li, Gang.; Zhou, Wanlei; Yu, Philip S.; SpringerLink (Online service) (Cham : Springer International Publishing : Imprint: Springer, 2017)
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.
Keywords: Data mining; Computer security; Artificial intelligence; Data Mining and Knowledge Discovery; Systems and Data Security; Privacy; Artificial Intelligence