Differential Privacy in Artificial Intelligence: From Theory to Practice (NowOpen)
Language: English
Published by now publishers Inc, 2025
- Hardcover
- New
Seller: Revaluation Books, Exeter, United KingdomRevaluation Books
AbeBooks seller since January 6, 2003
Condition: New
£ 126.19
Quantity: 2 available
Add to basketItem description from seller
475 pages. 6.14x1.38x9.21 inches. In Stock. This item is printed on demand.
Seller Inventory # __1638284768
- Title
- Differential Privacy in Artificial Intelligence: From Theory to Practice (NowOpen)
- Author
- Fioretto, Ferdinando (Editor)/ Van Hentenryck, Pascal (Editor)
- Publisher
- now publishers Inc
- Publication year
- 2025
- Condition
- Brand New
- Binding
- Hardcover
- Language
- English
- ISBN 10
- 1638284768
- ISBN 13
- 9781638284765
- Item weight
- 0.98 kilograms
The ebook edition of this title is Open Access and freely available to read online.
Differential Privacy in Artificial Intelligence: From Theory to Practice is a comprehensive resource designed to review the principles and applications of differential privacy in a world increasingly driven by data. This book delves into the theoretical underpinnings of differential privacy, its use in machine learning systems, practical implementation details, and its broader social and legal ramifications. Intended as a primer and a deep dive, it lays a solid foundation by introducing essential concepts and mechanisms critical to understanding differential privacy.
From theoretical foundations to practical application, the book is organized into five distinct parts. Part I reviews the foundational notions of differential privacy in the central and local models, delving into composition and privacy amplification. The discussion extends to practical strategies for data release and the creation of synthetic data, which is essential for real-world applications. Part II focuses on the application of differential privacy in optimization and learning, examining the integration of privacy measures in machine learning, including private optimization methods and private federated learning.
Beyond technical applications, the book highlights the use of differential privacy in critical sectors such as healthcare and energy, and discusses its implications in image and video analysis in Part III. Part IV provides a thorough look at the tools and challenges in deploying privacy-preserving models, including insights into programming frameworks and machine learning tools. Finally, Part V addresses the societal impact of differential privacy, discussing its intersection with public policy, law, fairness, and bias.
Targeted at researchers, practitioners, and policymakers; Differential Privacy in Artificial Intelligence: From Theory to Practice aims to be an essential guide for anyone committed to advancing privacy in the digital age, providing the knowledge needed to develop and deploy effective and ethical privacy solutions across various domains.
"Synopsis" may belong to another edition of this title.
Revaluation Books
Exeter, United Kingdom
AbeBooks seller since January 6, 2003
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Edward Bowditch Ltd
Exstowe, Exton
Exeter, United Kingdom EX3 0PP
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