Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Differential Privacy: From Theory to Practice

Differential Privacy: From Theory to Practice

Li, Ninghui
Lyu, Min
Su, Dong

Paperback

Series: Synthesis Lectures on Information Security, Privacy, and Tru

General ComputersComputer Security

ISBN10: 3031012224
ISBN13: 9783031012228
Publisher: Springer Nature
Published: Oct 26 2016
Pages: 124
Weight: 0.56
Height: 0.30 Width: 7.50 Depth: 9.25
Language: English

Over the last decade, differential privacy (DP) has emerged as the de facto standard privacy notion for research in privacy-preserving data analysis and publishing. The DP notion offers strong privacy guarantee and has been applied to many data analysis tasks.

This Synthesis Lecture is the first of two volumes on differential privacy. This lecture differs from the existing books and surveys on differential privacy in that we take an approach balancing theory and practice. We focus on empirical accuracy performances of algorithms rather than asymptotic accuracy guarantees. At the same time, we try to explain why these algorithms have those empirical accuracy performances. We also take a balanced approach regarding the semantic meanings of differential privacy, explaining both its strong guarantees and its limitations.

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