Machine Learning for Healthcare Applications

Machine Learning for Healthcare Applications – Ebook Instant Download/Delivery ISBN(s): 9781119792604,1119792606

Product details:

• ISBN 10: 1119792606
• ISBN 13: 9781119792604
• Author: Sachi Nandan Mohanty

When considering the idea of using machine learning in healthcare, it is a Herculean task to present the entire gamut of information in the field of intelligent systems. It is, therefore the objective of this book to keep the presentation narrow and intensive. This approach is distinct from others in that it presents detailed computer simulations for all models presented with explanations of the program code. It includes unique and distinctive chapters on disease diagnosis, telemedicine, medical imaging, smart health monitoring, social media healthcare, and machine learning for COVID-19. These chapters help develop a clear understanding of the working of an algorithm while strengthening logical thinking. In this environment, answering a single question may require accessing several data sources and calling on sophisticated analysis tools. While data integration is a dynamic research area in the database community, the specific needs of research have led to the development of numerous middleware systems that provide seamless data access in a result-driven environment.

Since this book is intended to be useful to a wide audience, students, researchers and scientists from both academia and industry may all benefit from this material. It contains a comprehensive description of issues for healthcare data management and an overview of existing systems, making it appropriate for introductory and instructional purposes. Prerequisites are minimal; the readers are expected to have basic knowledge of machine learning.

Table contents:

Part 1 : Introduction to Intelligent Healthcare Systems

Part 2 : Machine Learning/Deep Learning-Based Model Development

Part 3 : Internet of Medical Things (IoMT) for Healthcare

Part 4 : Machine Learning Applications for COVID-19

Part 5 : Case Studies of Application Areas of Machine Learning in the Healthcare System

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