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During an infectious disease pandemic, it is critical to share electronic medical records or models (learned from these records) across regions. Applying one region's data/model to another region often have distribution shift issues that…

机器学习 · 计算机科学 2021-03-12 Ye Ye , Andrew Gu

The advent of IoT has enabled the design of connected and integrated smart health monitoring systems. These smart health monitoring systems could be realized in a smart home context to render long-term care to the elderly population. In…

信号处理 · 电气工程与系统科学 2021-07-21 Rajdeep Kumar Nath , Himanshu Thapliyal

Edge computing and 5G have made it possible to perform analytics closer to the source of data and achieve super-low latency response times, which is not possible with centralized cloud deployment. In this paper, we present a novel…

信号处理 · 电气工程与系统科学 2022-02-09 Murugan Sankaradas , Kunal Rao , Ravi Rajendran , Amit Redkar , Srimat Chakradhar

Improving efficiency of healthcare systems is a top national interest worldwide. However, the need of delivering scalable healthcare services to the patients while reducing costs is a challenging issue. Among the most promising approaches…

信号处理 · 电气工程与系统科学 2020-04-17 Alaa Awad Abdellatif , Amr Mohamed , Carla Fabiana Chiasserini , Mounira Tlili , Aiman Erbad

Deep learning (DL) technologies can transform agriculture by improving crop health monitoring and management, thus improving food safety. In this paper, we explore the potential of edge computing for real-time classification of leaf…

计算机视觉与模式识别 · 计算机科学 2024-11-07 Públio Elon Correa da Silva , Jurandy Almeida

In-home health monitoring has attracted great attention for the ageing population worldwide. With the abundant user health data accessed by Internet of Things (IoT) devices and recent development in machine learning, smart healthcare has…

网络与互联网体系结构 · 计算机科学 2020-12-15 Qiong Wu , Xu Chen , Zhi Zhou , Junshan Zhang

Stress is a growing concern in modern society adversely impacting the wider population more than ever before. The accurate inference of stress may result in the possibility for personalised interventions. However, individual differences…

机器学习 · 计算机科学 2020-04-06 Kieran Woodward , Eiman Kanjo , David J. Brown , T. M. McGinnity

Ensuring the reliability of power electronic converters is a matter of great importance, and data-driven condition monitoring techniques are cementing themselves as an important tool for this purpose. However, translating methods that work…

机器学习 · 计算机科学 2024-02-28 Pere Izquierdo Gomez , Miguel E. Lopez Gajardo , Nenad Mijatovic , Tomislav Dragicevic

Due to the characteristics of COVID-19, the epidemic develops rapidly and overwhelms health service systems worldwide. Many patients suffer from systemic life-threatening problems and need to be carefully monitored in ICUs. Thus the…

机器学习 · 计算机科学 2020-07-20 Liantao Ma , Xinyu Ma , Junyi Gao , Chaohe Zhang , Zhihao Yu , Xianfeng Jiao , Wenjie Ruan , Yasha Wang , Wen Tang , Jiangtao Wang

Machine learning at the edge offers great benefits such as increased privacy and security, low latency, and more autonomy. However, a major challenge is that many devices, in particular edge devices, have very limited memory, weak…

机器学习 · 计算机科学 2019-09-05 Yang Li , Thomas Strohmer

COVID-19 pandemic has spread rapidly and caused a shortage of global medical resources. The efficiency of COVID-19 diagnosis has become highly significant. As deep learning and convolutional neural network (CNN) has been widely utilized and…

图像与视频处理 · 电气工程与系统科学 2022-05-30 Alexandros Shikun Zhang , Naomi Fengqi Li

Elderly chronic diseases are the main cause of death in the world, accounting 60% of all death. Because elderly with chronic diseases at the early stages has no observed symptoms, and then symptoms starts to appear, it is critical to…

Pandemics always have had serious consequences unless they were effectively contained. Recent experiences with COVID-19 show that by using a smart and swift approach to deal with pandemics, avoids overwhelming of healthcare systems, and…

计算机与社会 · 计算机科学 2020-06-22 Muhammad Ilyas , Basit Qureshi

Mobile edge computing (MEC) is a promising approach for enabling cloud-computing capabilities at the edge of cellular networks. Nonetheless, security is becoming an increasingly important issue in MEC-based applications. In this paper, we…

密码学与安全 · 计算机科学 2017-09-26 Yuanfang Chen , Yan Zhang , Sabita Maharjan

A new method is proposed to decrease the transmission delay of visual and non-visual medical records by using edge computing and Dynamic Vision Sensing (DVS) technologies. The simulation results show that the proposed scheme can decrease…

分布式、并行与集群计算 · 计算机科学 2017-11-30 Ziyang Chen , Tamanna Shikh-Bahaei , Mohammad Shikh-Bahaei

Pandemic outbreaks such as COVID-19 occur unexpectedly, and need immediate action due to their potential devastating consequences on global health. Point-of-care routine assessments such as electrocardiogram (ECG), can be used to develop…

信号处理 · 电气工程与系统科学 2023-01-12 Weijie Sun , Sunil Vasu Kalmady , Nariman Sepehrvand , Luan Manh Chu , Zihan Wang , Amir Salimi , Abram Hindle , Russell Greiner , Padma Kaul

Recent advancements in technology now allow for the generation of massive quantities of data. There is a growing need to transmit this data faster and more securely such that it cannot be accessed by malicious individuals. Edge computing…

计算机与社会 · 计算机科学 2021-12-03 Rushit Dave , Naeem Seliya , Nyle Siddiqui

Smart eHealth applications deliver personalized and preventive digital healthcare services to clients through remote sensing, continuous monitoring, and data analytics. Smart eHealth applications sense input data from multiple modalities,…

Remote patient monitoring is crucial in modern healthcare, but current systems struggle with real-time analysis and prediction of vital signs. This paper presents a novel architecture combining deep learning with 5G network capabilities to…

网络与互联网体系结构 · 计算机科学 2025-01-03 Iqra Batool

The demand for real-time, affordable, and efficient smart healthcare services is increasing exponentially due to the technological revolution and burst of population. To meet the increasing demands on this critical infrastructure, there is…

机器学习 · 计算机科学 2021-03-24 Vahideh Hayyolalam , Moayad Aloqaily , Oznur Ozkasap , Mohsen Guizani
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