Machine Learning for Smart Healthcare Management Using IoT

Yigit, Yagmur; Duran, Kubra; Moradpoor, Naghmeh; Maglaras, Leandros; Van Huynh, Nguyen; Canberk, Berk

Abstract

This chapter explores the significant impact of Machine Learning (ML) and the Internet of Things (IoT) on smart healthcare management, marking a new era of innovation with enhanced patient care and health outcomes. The fusion of IoT devices for real-time health monitoring with ML algorithms enables personalized medical interventions by analyzing vast amounts of patient data for predictive diagnostics and tailored treatment plans. Furthermore, the integration includes digital twin technology for precise diagnoses and treatments and highlights blockchain’s role in safeguarding data integrity and privacy. Additionally, the chapter examines the broader applications of Artificial Intelligence (AI) in healthcare, such as advanced ML models and natural language processing, to improve healthcare processes and medical analysis. Despite the promising potential of ML and IoT in transforming healthcare, challenges like data security and the development of scalable, interoperable solutions remain. The chapter underscores the crucial influence of ML and IoT in advancing efficient, accessible, and sophisticated healthcare services.

Citation

Yigit, Y., Duran, K., Moradpoor, N., Maglaras, L., Van Huynh, N., & Canberk, B. (2024). Machine Learning for Smart Healthcare Management Using IoT. In IoT and ML for Information Management: A Smart Healthcare Perspective (135-166). Springer. https://doi.org/10.1007/978-981-97-5624-7_4

• Online Publication Date: Aug 27, 2024
• Publication Date: 2024
• Deposit Date: Oct 30, 2023
• Publicly Available Date: Aug 28, 2025
• Publisher: Springer
• Pages: 135-166
• Series Title: Studies in Computational Intelligence
• Series Number: 1169
• Series ISSN: 1860-949X
• Book Title: IoT and ML for Information Management: A Smart Healthcare Perspective
• Chapter Number: 5
• ISBN: 978-981-97-5623-0; 978-981-97-5626-1
• DOI: https://doi.org/10.1007/978-981-97-5624-7_4
• Keywords: Machine Learning, Smart Healthcare, IoT, Healthcare Management, Remote Healthcare Monitoring, Telemedicine Systems, Medical Big Data, Sensors, Data Privacy, Data Security, Personalized Healthcare
• Public URL: http://researchrepository.napier.ac.uk/Output/3226166
• Contract Date: Oct 28, 2023