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Security and Privacy in Federated Learning
Hardcover
Series: Digital Privacy and Security
General ComputersComputer Security
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ISBN13: 9789811986918
Publisher: Springer Nature
Published: Mar 11 2023
Pages: 133
Weight: 0.85
Height: 0.55 Width: 6.22 Depth: 9.29
Language: English
In this book, the authors highlight the latest research findings on the security and privacy of federated learning systems. The main attacks and counterattacks in this booming field are presented to readers in connection with inference, poisoning, generative adversarial networks, differential privacy, secure multi-party computation, homomorphic encryption, and shuffle, respectively.
The book offers an essential overview for researchers who are new to the field, while also equipping them to explore this uncharted territory. For each topic, the authors first present the key concepts, followed by the most important issues and solutions, with appropriate references for further reading.
The book is self-contained, and all chapters can be read independently. It offers a valuable resource for master's students, upper undergraduates, Ph.D. students, and practicing engineers alike.
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