Differential Privacy

Simson L. Garfinkel (Autor)

Buch | Softcover

256 Seiten

2025
MIT Press (Verlag)
978-0-262-55165-6 (ISBN)

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A robust yet accessible introduction to the idea, history, and key applications of differential privacy the gold standard of algorithmic privacy protection. Differential privacy (DP) is an increasingly popular, though controversial, approach to protecting personal data. DP protects confidential data by introducing carefully calibrated random numbers, called statistical noise, when the data is used. Google, Apple, and Microsoft have all integrated the technology into their software, and the US Census Bureau used DP to protect data collected in the 2020 census. In this book, Simson Garfinkel presents the underlying ideas of DP, and helps explain why DP is needed in today s information-rich environment, why it was used as the privacy protection mechanism for the 2020 census, and why it is so controversial in some communities. When DP is used to protect confidential data, like an advertising profile based on the web pages you have viewed with a web browser, the noise makes it impossible for someone to take that profile and reverse engineer, with absolute certainty, the underlying confidential data on which the profile was computed. The book also chronicles the history of DP and describes the key participants and its limitations. Along the way, it also presents a short history of the US Census and other approaches for data protection such as de-identification and k-anonymity.

Simson L. Garfinkel researches and writes at the intersection of AI, privacy, and digital forensics. He is a fellow of the AAAS, the ACM, and the IEEE.

Contents
Series Foreword
Preface
Introduction
1 Concepts and Theories
2 Differential Privacy Issues
3 Future Directions
Acknowledgments
Glossary
Notes
Bibliography
Further Reading
List of Figures
Index
Author Bio

Erscheinungsdatum	10.04.2025
Zusatzinfo	22 BLACK AND WHITE ILLUS.
Sprache	englisch
Maße	127 x 178 mm
Themenwelt	Geschichte ► Teilgebiete der Geschichte ► Technikgeschichte
	Informatik ► Netzwerke ► Sicherheit / Firewall
	Sozialwissenschaften ► Soziologie
ISBN-10	0-262-55165-9 / 0262551659
ISBN-13	978-0-262-55165-6 / 9780262551656
Zustand	Neuware