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Federated Learning Systems
Language: en
Pages: 207
Authors: Muhammad Habib ur Rehman
Categories: Technology & Engineering
Type: BOOK - Published: 2021-06-11 - Publisher: Springer Nature

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This book covers the research area from multiple viewpoints including bibliometric analysis, reviews, empirical analysis, platforms, and future applications. Th
Federated Learning
Language: en
Pages: 291
Authors: Qiang Yang
Categories: Computers
Type: BOOK - Published: 2020-11-25 - Publisher: Springer Nature

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This book provides a comprehensive and self-contained introduction to federated learning, ranging from the basic knowledge and theories to various key applicati
Advances and Open Problems in Federated Learning
Language: en
Pages: 226
Authors: Peter Kairouz
Categories:
Type: BOOK - Published: 2021-06-23 - Publisher:

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The term Federated Learning was coined as recently as 2016 to describe a machine learning setting where multiple entities collaborate in solving a machine learn
Federated Learning for Wireless Networks
Language: en
Pages: 257
Authors: Choong Seon Hong
Categories: Computers
Type: BOOK - Published: 2022-01-01 - Publisher: Springer Nature

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Recently machine learning schemes have attained significant attention as key enablers for next-generation wireless systems. Currently, wireless systems are most
The Algorithmic Foundations of Differential Privacy
Language: en
Pages: 286
Authors: Cynthia Dwork
Categories: Computers
Type: BOOK - Published: 2014 - Publisher:

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The problem of privacy-preserving data analysis has a long history spanning multiple disciplines. As electronic data about individuals becomes increasingly deta