Книга Security and Privacy in Federated Learning Shui Yu

Security and Privacy in Federated Learning

Автор: Shui Yu, Lei Cui
Език: Английски език
Корици: С твърди корици
Издател: Springer, Berlin
Наличност: Външен склад
Изпращаме след 10-13 дни
168.24 329.06 лв
In this book, the authors highlight the latest research findings on the security and privacy of fede...

Информация за книгата

Автор
Език
Английски език
Корици
Книга - С твърди корици
Издадена
2023
страници
170
EAN
9789811986918
Enbook ID
42079286
Издател
Теглоt
422
Размери
155 x 235

Пълно описание

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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