Machine Learning in Radiation Oncology

Machine Learning in Radiation Oncology
Author: Issam El Naqa
Publisher: Springer
Total Pages: 336
Release: 2015-06-19
Genre: Medical
ISBN: 3319183052

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​This book provides a complete overview of the role of machine learning in radiation oncology and medical physics, covering basic theory, methods, and a variety of applications in medical physics and radiotherapy. An introductory section explains machine learning, reviews supervised and unsupervised learning methods, discusses performance evaluation, and summarizes potential applications in radiation oncology. Detailed individual sections are then devoted to the use of machine learning in quality assurance; computer-aided detection, including treatment planning and contouring; image-guided radiotherapy; respiratory motion management; and treatment response modeling and outcome prediction. The book will be invaluable for students and residents in medical physics and radiation oncology and will also appeal to more experienced practitioners and researchers and members of applied machine learning communities.


Machine Learning in Radiation Oncology
Language: en
Pages: 336
Authors: Issam El Naqa
Categories: Medical
Type: BOOK - Published: 2015-06-19 - Publisher: Springer

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​This book provides a complete overview of the role of machine learning in radiation oncology and medical physics, covering basic theory, methods, and a varie
Artificial Intelligence In Radiation Oncology
Language: en
Pages: 393
Authors: Seong K Mun
Categories: Science
Type: BOOK - Published: 2022-12-27 - Publisher: World Scientific

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The clinical use of Artificial Intelligence (AI) in radiation oncology is in its infancy. However, it is certain that AI is capable of making radiation oncology
Artificial Intelligence in Medical Imaging
Language: en
Pages: 373
Authors: Erik R. Ranschaert
Categories: Medical
Type: BOOK - Published: 2019-01-29 - Publisher: Springer

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This book provides a thorough overview of the ongoing evolution in the application of artificial intelligence (AI) within healthcare and radiology, enabling rea
Artificial Intelligence in Radiation Oncology and Biomedical Physics
Language: en
Pages: 201
Authors: Gilmer Valdes
Categories: Computers
Type: BOOK - Published: 2023-08-14 - Publisher: CRC Press

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This pioneering book explores how machine learning and other AI techniques impact millions of cancer patients who benefit from ionizing radiation. It features c
Machine Learning and Artificial Intelligence in Radiation Oncology
Language: en
Pages: 480
Authors: Barry S. Rosenstein
Categories: Science
Type: BOOK - Published: 2023-12-02 - Publisher: Academic Press

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Machine Learning and Artificial Intelligence in Radiation Oncology: A Guide for Clinicians is designed for the application of practical concepts in machine lear