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portada Differential Privacy for Dynamic Data (Springerbriefs in Electrical and Computer Engineering)
Type
Physical Book
Publisher
Author
Year
2020
Language
English
Pages
121
Format
Paperback
ISBN13
9783030410384
Edition No.
1
Categories

Differential Privacy for Dynamic Data (Springerbriefs in Electrical and Computer Engineering)

Jerome Le Ny (Author) · Springer · Paperback

Differential Privacy for Dynamic Data (Springerbriefs in Electrical and Computer Engineering) - Jerome Le Ny

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Synopsis "Differential Privacy for Dynamic Data (Springerbriefs in Electrical and Computer Engineering) "

This Springer brief provides the necessary foundations to understand differential privacy and describes practical algorithms enforcing this concept for the publication of real-time statistics based on sensitive data. Several scenarios of interest are considered, depending on the kind of estimator to be implemented and the potential availability of prior public information about the data, which can be used greatly to improve the estimators' performance. The brief encourages the proper use of large datasets based on private data obtained from individuals in the world of the Internet of Things and participatory sensing. For the benefit of the reader, several examples are discussed to illustrate the concepts and evaluate the performance of the algorithms described. These examples relate to traffic estimation, sensing in smart buildings, and syndromic surveillance to detect epidemic outbreaks.

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