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.
Chapter 1 Data Analytics in Healthcare Systems – Principles, Challenges, and Applications
S. Suganthi, Vaishali Gupta, Varsha Sisaudia, and T. Poongodi
Chapter 2 Systematic View and Impact of Machine Learning in Healthcare Systems
Neethu Narayanan, Arjun K. P., Sreenarayanan N. M., and Deepa C. M.
Chapter 3 Foundation of Machine Learning-Based Data Classification Techniques for Health Care
Bindu Babu, S. Sudha, and L. Godlin Atlas
Chapter 4 Deep Learning for Computer-Aided Medical Diagnosis
Sreenarayanan N. M., Deepa C. M., Arjun K. P., and Neethu Narayanan
Chapter 5 Machine Learning Classifiers in Health Care
K. Sambath Kumar and A. Rajendran
Chapter 6 Machine Learning Approaches for Analysis in Healthcare Informatics
Jagadeesh K. and A. Rajendran
Chapter 7 Prediction of Epidemic Disease Outbreaks, Using Machine Learning
Vaishali Gupta and Sanjeev Kumar Prasad
Chapter 8 Machine Learning–Based Case Studies for Healthcare Analytics: Electronic Health Records, Smart Health Monitoring, Disease Prediction, Precision Medicine, and Clinical Support Systems
T. Kokilavani and T. Lucia Agnes Beena
Chapter 9 Applications of Computational Methods and Modeling in Drug Delivery
Rishabha Malviya and Akanksha Sharma
Chapter 10 Healthcare Data Analytics Using Business Intelligence Tool
Annapurani K., Poovammal E., C. Ruvinga, and Ibrahim Venkat
Chapter 11 Machine Learning-Based Data Classification Techniques in Healthcare Using Massive Online Analysis Framework
B. Ida Seraphim and E. Poovammal
Chapter 12 Prediction of Coronavirus (COVID-19) Disease Health Monitoring with Clinical Support System and its Objectives
G. S. Pradeep Ghantasala, Anu Radha Reddy, and M. Arvindhan