Machine Learning and Artificial Intelligence in Radiation Oncology

Machine Learning and Artificial Intelligence in Radiation Oncology
Author: Barry S. Rosenstein
Publisher: Academic Press
Total Pages: 480
Release: 2023-12-02
Genre: Science
ISBN: 0128220015

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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 learning to clinical radiation oncology. It addresses the existing void in a resource to educate practicing clinicians about how machine learning can be used to improve clinical and patient-centered outcomes. This book is divided into three sections: the first addresses fundamental concepts of machine learning and radiation oncology, detailing techniques applied in genomics; the second section discusses translational opportunities, such as in radiogenomics and autosegmentation; and the final section encompasses current clinical applications in clinical decision making, how to integrate AI into workflow, use cases, and cross-collaborations with industry. The book is a valuable resource for oncologists, radiologists and several members of biomedical field who need to learn more about machine learning as a support for radiation oncology. Presents content written by practicing clinicians and research scientists, allowing a healthy mix of both new clinical ideas as well as perspectives on how to translate research findings into the clinic Provides perspectives from artificial intelligence (AI) industry researchers to discuss novel theoretical approaches and possibilities on academic collaborations Brings diverse points-of-view from an international group of experts to provide more balanced viewpoints on a complex topic


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
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
Machine Learning in Radiation Oncology
Language: en
Pages: 0
Authors: Issam El Naqa
Categories: Medical
Type: BOOK - Published: 2016-10-12 - 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 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