How Long to Read Differential Privacy

How Long Does it Take to Read Differential Privacy?

It takes the average reader 2 hours and 20 minutes to read Differential Privacy by Ninghui Li

Assuming a reading speed of 250 words per minute. Learn more

Description

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. We start by inspecting the definition and basic properties of DP, and the main primitives for achieving DP. Then, we give a detailed discussion on the the semantic privacy guarantee provided by DP and the caveats when applying DP. Next, we review the state of the art mechanisms for publishing histograms for low-dimensional datasets, mechanisms for conducting machine learning tasks such as classification, regression, and clustering, and mechanisms for publishing information to answer marginal queries for high-dimensional datasets. Finally, we explain the sparse vector technique, including the many errors that have been made in the literature using it. The planned Volume 2 will cover usage of DP in other settings, including high-dimensional datasets, graph datasets, local setting, location privacy, and so on. We will also discuss various relaxations of DP.

How long is Differential Privacy?

Differential Privacy by Ninghui Li is 140 pages long, and a total of 35,000 words.

This makes it 47% the length of the average book. It also has 43% more words than the average book.

How Long Does it Take to Read Differential Privacy Aloud?

The average oral reading speed is 183 words per minute. This means it takes 3 hours and 11 minutes to read Differential Privacy aloud.

What Reading Level is Differential Privacy?

Differential Privacy is suitable for students ages 10 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Differential Privacy?

Differential Privacy by Ninghui Li is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

To buy Differential Privacy by Ninghui Li on Amazon click the button below.