Machine Learning and Analytics in Healthcare Systems : Principles and Applications

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Machine Learning and Analytics in Healthcare Systems : Principles and Applications

  • 言語:ENG
  • ISBN:9780367564865
  • eISBN:9781000406207

ファイル: /

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.

Table of 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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