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Homomorphic Encryption for Data Science (HE4DS)
Engelsk
Bogcover for Homomorphic Encryption for Data Science (HE4DS) af Omri Soceanu, Ehud Aharoni, Allon Adir, Nir Drucker, Hayim Shaul, Ronen Levy, 9783031654930
Specifikationer
Sprog:
Engelsk
Sider:
304
ISBN-13:
9783031654930
Indbinding:
Hardback
ISBN-10:
3031654935
Kategori:
Udg. Dato:
10 nov 2024
Størrelse i cm:
23,5 x 15,5
Oplagsdato:
10 nov 2024

Homomorphic Encryption for Data Science (HE4DS)

Engelsk
Hardback 2024
Format:

Bog beskrivelse

This book provides basic knowledge required by an application developer to understand and use the Fully Homomorphic Encryption (FHE) technology for privacy preserving Data-Science applications. The authors present various techniques to leverage the unique features of FHE and to overcome its characteristic limitations.

Specifically, this book summarizes polynomial approximation techniques used by FHE applications and various data packing schemes based on a data structure called tile tensors, and demonstrates how to use the studied techniques in several specific privacy preserving applications. Examples and exercises are also included throughout this book.

The proliferation of practical FHE technology has triggered a wide interest in the field and a common wish to experience and understand it. This book aims to simplify the FHE world for those who are interested in privacy preserving data science tasks, and for an audience that does not necessarily have a deep cryptographic background, including undergraduate and graduate-level students in computer science, and data scientists who plan to work on private data and models.

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Specifikationer
Sprog:
Engelsk
Sider:
304
ISBN-13:
9783031654930
Indbinding:
Hardback
ISBN-10:
3031654935
Kategori:
Udg. Dato:
10 nov 2024
Størrelse i cm:
23,5 x 15,5
Oplagsdato:
10 nov 2024
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