Federated Learning for Medical Imaging: Principles, Algorithms, and Applications

Name: Federated Learning for Medical Imaging: Principles, Algorithms, and Applications
Brand: Atlantic Books
SKU: 9780443236419
Price: 15416.0 INR
Availability: InStock

by Xiaoxiao Li , Ziyue Xu , Huazhu Fu

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ISBN13: 9780443236419
Binding: Paperback
Subject: N/A
Publisher: Academic Press
Publisher Imprint: Academic Press
Publication Date: June 2, 2025
Pages: 230
Original Price: USD 135.0
Language: English
Edition: N/A
Item Weight: 490 grams
BISAC Subject(s): Biotechnology

About The Book

Federated Learning for Medical Imaging: Principles, Algorithms, and Applications gives a deep understanding of the technology of federated learning (FL), the architecture of a federated system, and the algorithms for FL. It shows how FL allows multiple medical institutes to collaboratively train and use a precise machine learning (ML) model without sharing private medical data via practical implantation guidance. The book includes real-world case studies and applications of FL, demonstrating how this technology can be used to solve complex problems in medical imaging. The book also provides an understanding of the challenges and limitations of FL for medical imaging, including issues related to data and device heterogeneity, privacy concerns, synchronization and communication, etc.
This book is a complete resource for computer scientists and engineers, as well as clinicians and medical care policy makers, wanting to learn about the application of federated learning to medical imaging.

About The Author

Fu, Huazhu: - Huazhu Fu, Principal Scientist, Agency for Science, Technology and Research (A*STAR), Singapore.

Li, Xiaoxiao: - Xiaoxiao Li is Assistant Professor, Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, British Columbia, Canada.

Xu, Ziyue: - Ziyue Xu, Senior Scientist, NVIDIA, Santa Clara, California, United States of America.

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