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Subhi J. AlAref M.D. (editor) - Machine Learning in Cardiovascular Medicine

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Machine Learning in Cardiovascular Medicine addresses the ever-expanding applications of artificial intelligence (AI), specifically machine learning (ML), in healthcare and within cardiovascular medicine. The book focuses on emphasizing ML for biomedical applications and provides a comprehensive summary of the past and present of AI, basics of ML, and clinical applications of ML within cardiovascular medicine for predictive analytics and precision medicine. It helps readers understand how ML works along with its limitations and strengths, such that they can could harness its computational power to streamline workflow and improve patient care. It is suitable for both clinicians and engineers; providing a template for clinicians to understand areas of application of machine learning within cardiovascular research; and assist computer scientists and engineers in evaluating current and future impact of machine learning on cardiovascular medicine.

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Subhi J. AlAref M.D. (editor)
Machine Learning in Cardiovascular Medicine

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Table of Contents
List of Figures
  1. Figures in Chapter 1
  2. Figures in Chapter 2
  3. Figures in Chapter 3
  4. Figures in Chapter 4
  5. Figures in Chapter 5
  6. Figures in Chapter 6
  7. Figures in Chapter 7
  8. Figures in Chapter 8
  9. Figures in Chapter 9
  10. Figures in Chapter 10
  11. Figures in Chapter 11
  12. Figures in Chapter 12
  13. Figures in Chapter 13
  14. Figures in Chapter 14
  15. Figures in Chapter 15
  16. Figures in Chapter 16
  17. Figures in Chapter 17
List of Tables
  1. Tables in Chapter 2
  2. Tables in Chapter 3
  3. Tables in Chapter 5
  4. Tables in Chapter 8
  5. Tables in Chapter 14
  6. Tables in Chapter 15
Landmarks
Machine Learning in Cardiovascular Medicine Editors Subhi J AlAref - photo 1
Machine Learning in Cardiovascular Medicine
Editors
Subhi J. Al'Aref
Assistant Professor of Medicine, University of Arkansas for Medical Sciences, Little Rock, Arkansas, United States
Gurpreet Singh
Senior Manager, Data Science Capabilities, Global Vx Tech, Glaxosmithkline, Philadelphia, United States
Lohendran Baskaran
Visiting Assistant Professor of Research in Radiology, Weill Cornell Medicine, New York, New York, United States
Consultant, Department of Cardiovascular Medicine, National Heart Centre, Singapore
Dimitris Metaxas
Rutgers School of Arts and Sciences, The State University of New Jersey, Piscataway, NJ, United States
Table of Contents Copyright Academic Press is an imprint of Elsevier 125 London - photo 2
Table of Contents
Copyright
Academic Press is an imprint of Elsevier
125 London Wall, London EC2Y 5AS, United Kingdom
525 B Street, Suite 1650, San Diego, CA 92101, United States
50 Hampshire Street, 5th Floor, Cambridge, MA 02139, United States
The Boulevard, Langford Lane, Kidlington, Oxford OX5 1GB, United Kingdom
Copyright 2021 Elsevier Inc. All rights reserved.
No part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, recording, or any information storage and retrieval system, without permission in writing from the publisher. Details on how to seek permission, further information about the Publishers permissions policies and our arrangements with organizations such as the Copyright Clearance Center and the Copyright Licensing Agency, can be found at our website: www.elsevier.com/permissions.
This book and the individual contributions contained in it are protected under copyright by the Publisher (other than as may be noted herein).
Notices
Knowledge and best practice in this field are constantly changing. As new research and experience broaden our understanding, changes in research methods, professional practices, or medical treatment may become necessary.
Practitioners and researchers must always rely on their own experience and knowledge in evaluating and using any information, methods, compounds, or experiments described herein. In using such information or methods they should be mindful of their own safety and the safety of others, including parties for whom they have a professional responsibility.
To the fullest extent of the law, neither the Publisher nor the authors, contributors, or editors, assume any liability for any injury and/or damage to persons or property as a matter of products liability, negligence or otherwise, or from any use or operation of any methods, products, instructions, or ideas contained in the material herein.
Library of Congress Cataloging-in-Publication Data
A catalog record for this book is available from the Library of Congress
British Library Cataloguing-in-Publication Data
A catalogue record for this book is available from the British Library
ISBN: 978-0-12-820273-9
For information on all Academic Press publications visit our website at https://www.elsevier.com/books-and-journals
Publisher: Stacy Masucci
Acquisitions Editor: Katie Chan
Editorial Project Manager: Susan Ikeda
Production Project Manager: Selvaraj Raviraj
Cover Designer: Christian J.Bilbow
Typeset by TNQ Technologies

Dedications Subhi J AlAref MD First and foremost I would like to - photo 3

Dedications

Subhi J. Al'Aref, MD : First and foremost, I would like to dedicate this textbook to my wife Nadia who is my soulmate, love of my life, and my better half. I would like to thank my parents, Jamal and Nisreen , and my parents-in-law, Dr. Samir Darwish and Ms. Sahar Darwish, for being my backbone in life and providing limitless love, support, and care. I would also like to dedicate this textbook to my family, especially Omar, Jumana, Samik, Zeid, Reem, Rami & Hussein, Mustafa, Yasmine, Hassan, Sarah, and Sareen . Words can never express how much I love you.

Gurpreet Singh, PhD: I would like to dedicate this book to my wife Simran for being a constant source of love, my mentor Prof. Lakshminarayana Samavedham for his encouragement, and my parents and parents-in-law, S. Tarlochan Singh , Sdn. Narinder Kaur , S. Visheshver Singh Narula, and Late Sdn. Harmit Kaur Bajaj, for their support. Also, to my friends and siblings, you all have been a source of inspiration that has always instilled confidence in myself and has kept me motivated. Thank you.

Lohendran Baskaran, MBBS: To my family, thank you for your support, and for letting me chart my own journey. To friends, colleagues and collaborators, thank you for your support, past, present and future.

Dimitris Metaxas, PhD : I would like to dedicate this book to my wife Geanne for her continuous love and support and my two daughters Ada and Christina. To my late parents Nickolas and Ada for teaching me how to lead, excel, inspire, and help others. To my colleagues and collaborators, especially Dr. Leon Axel for the close to 30 years of excellence in collaborative cardiac research and results. To my students for their hard work, innovation, perseverance, and support resulting in many awards and publications in prestigious conferences and journals.

Contributors

Aaron D. Aguirre

Cardiology Division, Massachusetts General Hospital, Harvard Medical School, Boston, MA, United States

Wellman Center for Photomedicine, Massachusetts General Hospital, Boston, MA, United States

Center for Systems Biology, Massachusetts General Hospital, Boston, MA, United States

Mouaz H. Al-Mallah , Houston Methodist DeBakey Heart and Vascular Center, Houston, TX, United States

Jamal Al Ani , Department of Medicine and Medical Education, Weill Cornell Medicine-Qatar, Doha, Qatar

Subhi J. AlAref , Division of Cardiology, Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, United States

Ahmed M. Altibi , Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, United States

Leon Axel , Department of Radiology, New York University School of Medicine, New York, NY, United States

Andrea Baggiano , Centro Cardiologico Monzino, IRCCS, Milan, Italy

Lohendran Baskaran

Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine/NewYork-Presbyterian, New York, NY, United States

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