Published Year: 2022
Page count: 514
File Size: 16 MB
Language: English
Published by: Springer
Visited by: 188
Rating/Review: 4.4
ISBN: 3030830462
9783030830465

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Machine and Deep Learning in Oncology, Medical Physics and Radiology

4.4

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Beginner Artificial Intelligence (AI) English

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This book, now in an extensively revised and updated second edition, provides a comprehensive overview of both machine learning and deep learning and their role in oncology, medical physics, and radiology. Readers will find thorough coverage of basic theory, methods, and demonstrative applications in these fields. An introductory section explains machine and deep learning, reviews learning methods, discusses performance evaluation, and examines software tools and data protection. Detailed individual sections are then devoted to the use of machine and deep learning for medical image analysis, treatment planning and delivery, and outcomes modeling and decision support. Resources for varying applications are provided in each chapter, and software code is embedded as appropriate for illustrative purposes. The book will be invaluable for students and residents in medical physics, radiology, and oncology and will also appeal to more experienced practitioners and researchers and members of applied machine learning communities.

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