Machine learning in medicine

著者

    • El-Baz, Ayman
    • Suri, Jasjit S.

書誌事項

Machine learning in medicine

edited by Ayman El-Baz, Jasjit S. Suri

(Chapman & Hall/CRC healthcare informatics series)

CRC / Chapman & Hall, 2021

  • : hbk

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注記

Includes bibliographical references and index

内容説明・目次

内容説明

Provides a comprehensive overview of machine learning and deep learning techniques for biomedical imaging Includes thoracic imaging, abdominal imaging, brain imaging, and retinal imaging Covers new and emerging methods in machine learning Features contributions from leading experts Presents tools to improve computer aided diagnosis

目次

Preface. Acknowledgements. Editors. Contributors. Chapter 1 Another Set of Eyes in Anesthesiology. Chapter 2 Dermatological Machine Learning Clinical Decision Support System. Chapter 3 Vision and AI. Chapter 4 Thermal Dose Modeling for Thermal Ablative Cancer Treatments by Cellular Neural Networks. Chapter 5 Ensembles of Convolutional Neural Networks with Different Activation Functions for Small to Medium-Sized Biomedical Datasets. Chapter 6 Analysis of Structural MRI Data for Epilepsy Diagnosis Using Machine Learning Techniques. Chapter 7 Artificial Intelligence-Powered Ultrasound for Diagnosis and Improving Clinical Workflow. Chapter 8 Machine Learning for E/MEG-Based Identification of Alzheimer's Disease. Chapter 9 Some Practical Challenges with Possible Solutions for Machine Learning in Medical Imaging. Chapter 10 Detection of Abnormal Activities Stemming from Cognitive Decline Using Deep Learning. Chapter 11 Classification of Left Ventricular Hypertrophy and NAFLD through Decision Tree Algorithm. Chapter 12 The Cutting Edge of Surgical Practice: Applications of Machine Learning to Neurosurgery. Chapter 13 A Novel MRA-Based Framework for the Detection of Cerebrovascular Changes and Correlation to Blood Pressure. Chapter 14 Early Classification of Renal Rejection Types: A Deep Learning Approach. Index.

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詳細情報

  • NII書誌ID(NCID)
    BC09217440
  • ISBN
    • 9781138106901
  • 出版国コード
    us
  • タイトル言語コード
    eng
  • 本文言語コード
    eng
  • 出版地
    Boca Raton, FL
  • ページ数/冊数
    xx, 291 p.
  • 大きさ
    25 cm
  • 親書誌ID
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