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A Fog Computing Solution for Context-Based Privacy Leakage Detection for Android Healthcare Devices

Intelligent medical service system integrates wireless internet of things (WIoT), including medical sensors, wireless communications, and middleware techniques, so as to collect and analyze patients’ data to examine their physical conditions by many personal health devices (PHDs) in real time. Howev...

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Detalles Bibliográficos
Autores principales: Gu, Jingjing, Huang, Ruicong, Jiang, Li, Qiao, Gongzhe, Du, Xiaojiang, Guizani, Mohsen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427819/
https://www.ncbi.nlm.nih.gov/pubmed/30857140
http://dx.doi.org/10.3390/s19051184
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author Gu, Jingjing
Huang, Ruicong
Jiang, Li
Qiao, Gongzhe
Du, Xiaojiang
Guizani, Mohsen
author_facet Gu, Jingjing
Huang, Ruicong
Jiang, Li
Qiao, Gongzhe
Du, Xiaojiang
Guizani, Mohsen
author_sort Gu, Jingjing
collection PubMed
description Intelligent medical service system integrates wireless internet of things (WIoT), including medical sensors, wireless communications, and middleware techniques, so as to collect and analyze patients’ data to examine their physical conditions by many personal health devices (PHDs) in real time. However, large amount of malicious codes on the Android system can compromise consumers’ privacy, and further threat the hospital management or even the patients’ health. Furthermore, this sensor-rich system keeps generating large amounts of data and saturates the middleware system. To address these challenges, we propose a fog computing security and privacy protection solution. Specifically, first, we design the security and privacy protection framework based on the fog computing to improve tele-health and tele-medicine infrastructure. Then, we propose a context-based privacy leakage detection method based on the combination of dynamic and static information. Experimental results show that the proposed method can achieve higher detection accuracy and lower energy consumption compared with other state-of-art methods.
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spelling pubmed-64278192019-04-15 A Fog Computing Solution for Context-Based Privacy Leakage Detection for Android Healthcare Devices Gu, Jingjing Huang, Ruicong Jiang, Li Qiao, Gongzhe Du, Xiaojiang Guizani, Mohsen Sensors (Basel) Article Intelligent medical service system integrates wireless internet of things (WIoT), including medical sensors, wireless communications, and middleware techniques, so as to collect and analyze patients’ data to examine their physical conditions by many personal health devices (PHDs) in real time. However, large amount of malicious codes on the Android system can compromise consumers’ privacy, and further threat the hospital management or even the patients’ health. Furthermore, this sensor-rich system keeps generating large amounts of data and saturates the middleware system. To address these challenges, we propose a fog computing security and privacy protection solution. Specifically, first, we design the security and privacy protection framework based on the fog computing to improve tele-health and tele-medicine infrastructure. Then, we propose a context-based privacy leakage detection method based on the combination of dynamic and static information. Experimental results show that the proposed method can achieve higher detection accuracy and lower energy consumption compared with other state-of-art methods. MDPI 2019-03-08 /pmc/articles/PMC6427819/ /pubmed/30857140 http://dx.doi.org/10.3390/s19051184 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Gu, Jingjing
Huang, Ruicong
Jiang, Li
Qiao, Gongzhe
Du, Xiaojiang
Guizani, Mohsen
A Fog Computing Solution for Context-Based Privacy Leakage Detection for Android Healthcare Devices
title A Fog Computing Solution for Context-Based Privacy Leakage Detection for Android Healthcare Devices
title_full A Fog Computing Solution for Context-Based Privacy Leakage Detection for Android Healthcare Devices
title_fullStr A Fog Computing Solution for Context-Based Privacy Leakage Detection for Android Healthcare Devices
title_full_unstemmed A Fog Computing Solution for Context-Based Privacy Leakage Detection for Android Healthcare Devices
title_short A Fog Computing Solution for Context-Based Privacy Leakage Detection for Android Healthcare Devices
title_sort fog computing solution for context-based privacy leakage detection for android healthcare devices
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427819/
https://www.ncbi.nlm.nih.gov/pubmed/30857140
http://dx.doi.org/10.3390/s19051184
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