Machine Learning and Analytics in Healthcare Systems : Principles and Applications (Green Engineering and Technology)

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Machine Learning and Analytics in Healthcare Systems : Principles and Applications (Green Engineering and Technology)

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  • 製本 Hardcover:ハードカバー版/ページ数 262 p.
  • 言語 ENG
  • 商品コード 9780367487935
  • DDC分類 006.31

Full Description

This book provides applications of machine learning in healthcare systems and seeks to close the gap between engineering and medicine. It will combine the design and problem-solving skills of engineering with health sciences, in order to advance healthcare treatment. The book will include areas such as diagnosis, monitoring, and therapy.

The book will provide real-world case studies, gives a detailed exploration of applications in healthcare systems, offers multiple perspectives on a variety of disciplines, while also letting the reader know how to avoid some of the consequences of old methods with data sharing.

The book can be used as a reference for practitioners, researchers and for students at basic and intermediary levels in Computer Science, Electronics and Communications.

Contents

Chapter 1 Data Analytics in Healthcare Systems - Principles, Challenges, and Applications

Chapter 2 Systematic View and Impact of Machine Learning in Healthcare Systems

Chapter 3 Foundation of Machine Learning-Based Data Classification Techniques for Health Care

Chapter 4 Deep Learning for Computer-Aided Medical Diagnosis

Chapter 5 Machine Learning Classifiers in Health Care

Chapter 6 Machine Learning Approaches for Analysis in Healthcare Informatics

Chapter 7 Prediction of Epidemic Disease Outbreaks, Using Machine Learning

Chapter 8 Machine Learning-Based Case Studies for Healthcare Analytics: Electronic Health Records, Smart Health Monitoring, Disease Prediction, Precision Medicine, and Clinical Support Systems

Chapter 9 Applications of Computational Methods and Modeling in Drug Delivery

Chapter 10 Healthcare Data Analytics Using Business Intelligence Tool

Chapter 11 Machine Learning-Based Data Classification Techniques in Healthcare Using Massive Online Analysis Framework

Chapter 12 Prediction of Coronavirus (COVID-19) Disease Health Monitoring with Clinical Support System and its Objectives

Index

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