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Related papers: An AIoT-enabled Autonomous Dementia Monitoring Sys…

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Complex activity recognition plays an important role in elderly care assistance. However, the reasoning ability of edge devices is constrained by the classic machine learning model capacity. In this paper, we present a non-invasive ambient…

Human-Computer Interaction · Computer Science 2024-10-10 Yuan Sun , Jorge Ortiz

Consumer healthcare Internet of Things (IoT) devices are gaining popularity in our homes and hospitals. These devices provide continuous monitoring at a low cost and can be used to augment high-precision medical equipment. However, major…

Systems and Control · Electrical Eng. & Systems 2023-06-06 Savvas Hadjixenophontos , Anna Maria Mandalari , Yuchen Zhao , Hamed Haddadi

The emergence of an ageing population is a significant public health concern. This has led to an increase in the number of people living with progressive neurodegenerative disorders like dementia. Consequently, the strain this is places on…

Computers and Society · Computer Science 2019-03-29 C. Chalmers , P. Fergus , C. Aday Curbelo Montanez , S. Sikdar , F. Ball , B. Kendall

Cognitive impairment has become epidemic in older adult population. The recent advent of tiny wearable and ambient devices, a.k.a Internet of Things (IoT) provides ample platforms for continuous functional and cognitive health assessment of…

Human-Computer Interaction · Computer Science 2020-03-18 Mohammad Arif Ul Alam , Nirmalya Roy , Sarah Holmes , Aryya Gangopadhyay , Elizabeth Galik

The integration of Artificial Intelligence (AI) and the Internet of Medical Things (IoMT) in healthcare, through Machine Learning (ML) and Deep Learning (DL) techniques, has advanced the prediction and diagnosis of chronic diseases.…

Machine Learning · Computer Science 2024-10-02 Akeem Temitope Otapo , Alice Othmani , Ghazaleh Khodabandelou , Zuheng Ming

Internet-of-things (IoT) devices are vulnerable to malicious operations by attackers, which can cause physical and economic harm to users; therefore, we previously proposed a sequence-based method that modeled user behavior as sequences of…

Cryptography and Security · Computer Science 2021-09-30 Masaaki Yamauchi , Masahiro Tanaka , Yuichi Ohsita , Masayuki Murata , Kensuke Ueda , Yoshiaki Kato

With the advancement of the Internet of Things(IoT) and pervasive computing applications, it provides a better opportunity to understand the behavior of the aging population. However, in a nursing home scenario, common sensors and…

Computers and Society · Computer Science 2023-01-27 Billy Pik Lik Lau , Zann Koh , Yuren Zhou , Benny Kai Kiat Ng , Chau Yuen , Mui Lang Low

Independent life of the individuals suffering from Alzheimer's disease (AD) is compromised due to their memory loss. As a result, they depend on others to help them lead their daily life. In this situation, either the family members or the…

Human-Computer Interaction · Computer Science 2024-03-12 Fatemeh Ghorbani

The Medical Internet of Things, a recent technological advancement in medicine, is incredibly helpful in providing real-time monitoring of health metrics. This paper presents a non-invasive IoT system that tracks patients' emotions,…

Machine Learning · Computer Science 2022-09-15 Fiona Victoria Stanley Jothiraj , Afra Mashhadi

Internet of Things (IoT) with its growing number of deployed devices and applications raises significant challenges for network maintenance procedures. In this work, we formulate a problem of autonomous maintenance in IoT networks as a…

Networking and Internet Architecture · Computer Science 2021-01-01 George Stamatakis , Nikolaos Pappas , Alexandros Fragkiadakis , Apostolos Traganitis

In response to the social issue of the increasing number of elderly vulnerable groups going missing due to the aggravating aging population in China, our team has developed a wearable anti-loss device and intelligent early warning system…

Computer Vision and Pattern Recognition · Computer Science 2024-05-31 Liyun Deng , Lei Jin , Guangcheng Wang , Quan Shi , Han Wang

Agitation is one of the most common responsive behaviors in people living with dementia, particularly among those residing in community settings without continuous clinical supervision. Timely prediction of agitation can enable early…

Signal Processing · Electrical Eng. & Systems 2025-06-10 Ali Abedi , Charlene H. Chu , Shehroz S. Khan

The growth in the elderly population and the shift in the age pyramid have increased the demand for healthcare and well-being services. To address this concern, alongside the rising cost of medical care, the concept of ageing at home has…

Fall detection is critical to support the growing elderly population, projected to reach 2.1 billion by 2050. However, existing methods often face data scarcity challenges or compromise privacy. We propose a novel IoT-based Fall Detection…

Signal Processing · Electrical Eng. & Systems 2025-07-01 Abdallah Lakhdari , Jiajie Li , Amani Abusafia , Athman Bouguettaya

As elderly population increases, portion of dementia patients becomes larger. Thus social cost of caring dementia patients has been a major concern to many nations. This article introduces a dementia assistive system operated by various…

Computers and Society · Computer Science 2015-10-15 Dongsoo Har

Deep learning is a popular machine learning approach which has achieved a lot of progress in all traditional machine learning areas. Internet of thing (IoT) and Smart City deployments are generating large amounts of time-series sensor data…

Networking and Internet Architecture · Computer Science 2021-04-15 Xiaofeng Xie , Di Wu , Siping Liu , Renfa Li

Our research focuses on analysing human activities according to a known behaviorist scenario, in case of noisy and high dimensional collected data. The data come from the monitoring of patients with dementia diseases by wearable cameras. We…

Human activity recognition using smart home sensors is one of the bases of ubiquitous computing in smart environments and a topic undergoing intense research in the field of ambient assisted living. The increasingly large amount of data…

Neural and Evolutionary Computing · Computer Science 2018-04-20 Deepika Singh , Erinc Merdivan , Ismini Psychoula , Johannes Kropf , Sten Hanke , Matthieu Geist , Andreas Holzinger

This study investigates the integration of assistive therapeutic robotics, wearable sensors, and spatial sensors within an intelligent environment tailored for dementia care. The feasibility study aims to assess the collective impact of…

Human-Computer Interaction · Computer Science 2026-02-25 Arshia A Khan , Rupak Kumar Das , Anna Martin , Dale Dowling , Rana Imtiaz

Internet of Things (IoT) sensors in smart buildings are becoming increasingly ubiquitous, making buildings more livable, energy efficient, and sustainable. These devices sense the environment and generate multivariate temporal data of…

Machine Learning · Computer Science 2021-06-25 Raed Abdel Sater , A. Ben Hamza
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