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IoMT-Based Smart Healthcare of Elderly People Using Deep Extreme Learning Machine

Muath Jarrah1, Hussam Al Hamadi4,*, Ahmed Abu-Khadrah2, Taher M. Ghazal1,3

1 School of Information Technology, Skyline University College, University City Sharjah, 1797, Sharjah, UAE
2 College of Computing and Informatics, Saudi Electronic University, Riyadh, 11673, Saudi Arabia
3 Center for Cyber Security, Faculty of Information Science and Technology, University Kebangsaan Malaysia (UKM), 43600, Bangi, Selangor, Malaysia
4 Center for Cyber-Physical Systems, Khalifa University, 127788, Abu Dhabi, UAE

* Corresponding Author: Hussam Al Hamadi. Email: email

Computers, Materials & Continua 2023, 76(1), 19-33. https://doi.org/10.32604/cmc.2023.032775

Abstract

The Internet of Medical Things (IoMT) enables digital devices to gather, infer, and broadcast health data via the cloud platform. The phenomenal growth of the IoMT is fueled by many factors, including the widespread and growing availability of wearables and the ever-decreasing cost of sensor-based technology. There is a growing interest in providing solutions for elderly people living assistance in a world where the population is rising rapidly. The IoMT is a novel reality transforming our daily lives. It can renovate modern healthcare by delivering a more personalized, protective, and collaborative approach to care. However, the current healthcare system for outdoor senior citizens faces new challenges. Traditional healthcare systems are inefficient and lack user-friendly technologies and interfaces appropriate for elderly people in an outdoor environment. Hence, in this research work, a IoMT based Smart Healthcare of Elderly people using Deep Extreme Learning Machine (SH-EDELM) is proposed to monitor the senior citizens’ healthcare. The performance of the proposed SH-EDELM technique gives better results in terms of 0.9301 accuracy and 0.0699 miss rate, respectively.

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APA Style
Jarrah, M., Hamadi, H.A., Abu-Khadrah, A., Ghazal, T.M. (2023). Iomt-based smart healthcare of elderly people using deep extreme learning machine. Computers, Materials & Continua, 76(1), 19-33. https://doi.org/10.32604/cmc.2023.032775
Vancouver Style
Jarrah M, Hamadi HA, Abu-Khadrah A, Ghazal TM. Iomt-based smart healthcare of elderly people using deep extreme learning machine. Comput Mater Contin. 2023;76(1):19-33 https://doi.org/10.32604/cmc.2023.032775
IEEE Style
M. Jarrah, H.A. Hamadi, A. Abu-Khadrah, and T.M. Ghazal "IoMT-Based Smart Healthcare of Elderly People Using Deep Extreme Learning Machine," Comput. Mater. Contin., vol. 76, no. 1, pp. 19-33. 2023. https://doi.org/10.32604/cmc.2023.032775



cc This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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