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Private Facial Diagnosis as an Edge Service for Parkinson's DBS Treatment Valuation [article]

Richard Jiang, Paul Chazot, Danny Crookes, Ahmed Bouridane, M Emre Celebi
2021 arXiv   pre-print
In this paper, taking Parkinson's Diseases (PD) as a case study, we proposed an Artificial-Intelligence-of-Things (AIoT) edge-oriented privacy-preserving facial diagnosis framework to analyze the treatment  ...  In the proposed framework, a new edge-based information theoretically secure framework is proposed to implement private deep facial diagnosis as a service over a privacy-preserving AIoT-oriented multi-party  ...  ACKNOWLEDGMENT This work was supported in part by Grant (EP/P009727/1) from the EPSRC and Grant (RF-2019-492) from the Leverhulme Trust, and the Grant 1946391 by the US National Science Foundation.  ... 
arXiv:2105.07533v1 fatcat:rd2davhaxvavbdozedgesagd4a

Analysis of Privacy-Preserving Edge Computing and Internet of Things Models in Healthcare Domain

Naif Almusallam, Abdulatif Alabdulatif, Fawaz Alarfaj, Osamah Ibrahim Khalaf
2021 Computational and Mathematical Methods in Medicine  
This paper discusses the current landscape of privacy-preservation solutions in IoT and edge healthcare applications.  ...  The advent of cloud, IoT, and edge computing paradigms poses huge risks towards the privacy of data, especially, in the healthcare environment.  ...  For example, in [14] , a Lightweight Privacy-Preserving Data Aggregation Scheme for Edge Computing (LDPA-EC) has been proven to reduce the computational overheads while maintaining the privacy and integrity  ... 
doi:10.1155/2021/6834800 pmid:35003323 pmcid:PMC8739545 fatcat:wio3dibh6ralzniuqwj4tcfwc4

A Comprehensive Survey on Security and Privacy for Electronic Health Data

Se-Ra Oh, Young-Duk Seo, Euijong Lee, Young-Gab Kim
2021 International Journal of Environmental Research and Public Health  
In particular, edge and fog computing studies for e-health security and privacy were reviewed since the studies had mostly not been analyzed in other survey papers.  ...  In this paper, to investigate the security and privacy of e-health systems, we identified major components of the modern e-health systems (i.e., e-health data, medical devices, medical networks and edge  ...  [65] presented a lightweight RFID medical privacy protection scheme in IoT.  ... 
doi:10.3390/ijerph18189668 pmid:34574593 fatcat:nx7rjvy7tfczjbgmmpqgyiajuu

Table of contents

2021 IEEE Internet of Things Journal  
Iturbe 10390 Privacy-Preserving Deep Learning Based on Multiparty Secure Computation: A Survey . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ...  Lau 10922 HOTSPOT: A UAV-Assisted Dynamic Mobility-Aware Offloading for Mobile-Edge Computing in 3-D Space . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ... 
doi:10.1109/jiot.2021.3077780 fatcat:oi46xvj6efgtvefe3jrmkc4dwq

2020 Index IEEE Internet of Things Journal Vol. 7

2020 IEEE Internet of Things Journal  
., +, JIoT May 2020 3935-3947 LVPDA: A Lightweight and Verifiable Privacy-Preserving Data Aggregation Scheme for Edge-Enabled IoT.  ...  ., +, JIoT April 2020 2553-2562 Privacy-Preserving Federated Learning in Fog Computing.  ...  A Partition-Based Node Deployment Strategy in Solar Insecticidal Lamps Internet of Things.  ... 
doi:10.1109/jiot.2020.3046055 fatcat:wpyblbhkrbcyxpnajhiz5pj74a

Secure Data Sharing with Lightweight Computation in E-Health

Leyou Zhang, Xuehuang Gao, Yi Mu.
2020 IEEE Access  
of medical diagnosis.  ...  The proposed Mask Algorithm along with blind pairs conceals the bases and exponents of the encrypted data, thus preserving the privacy of sensitive data in the process of outsourced computing.  ...  OUR CONTRIBUTIONS To enhance the security and achieve the lightweight computing in the edge devices of E-health, an edge electronic medical system is proposed.  ... 
doi:10.1109/access.2020.3039866 fatcat:fwe3x3koyjdndpgk3q4mj5oejy

Table of contents

2021 IEEE Internet of Things Journal  
Zhang 4579 Privacy-Preserving Verifiable Graph Intersection Scheme With Cryptographic Accumulators in Social Networks .  ...  Guan 4291 InPPTD: A Lightweight Incentive-Based Privacy-Preserving Truth Discovery for Crowdsensing Systems . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ... 
doi:10.1109/jiot.2021.3060607 fatcat:veucgc5syvbijd5vcgt5dvhb3m

Privacy-Preserving Internet of Things: Techniques and Applications

2019 International Journal of Engineering and Advanced Technology  
In this paper, we present a detailed investigation of the existing approaches to preserve the privacy of data in IoT applications.  ...  Hence, it is necessary to preserve the privacy of data collected by IoT devices.  ...  Fog computing differs from cloud computing in the distributed network. Fog computing is a network of edge smart devices connected with cloud.  ... 
doi:10.35940/ijeat.f8830.088619 fatcat:onkuoapbkzhdtggza6ib7jj5ka

An Efficient Online Multiparty Interactive Medical Prediagnosis Scheme with Privacy Protection

Qiuyue Zhang, Xiao Zheng, Xiujun Wang, Yushu Zhang
2021 Wireless Communications and Mobile Computing  
In order to solve these problems, we proposed Relief- k minimum Wasserstein distance (Relief- k MW) classification method, which combined data encryption and BLS signature to form a privacy-preserving  ...  Due to the privacy of patient medical information and the sensitivity of cloud diagnosis models, it is necessary to protect the security of data, models, and communications.  ...  efficient and privacy-preserving medical primary diagnosis [19] Y. Zhang, M. Blanton, and G.  ... 
doi:10.1155/2021/7746286 fatcat:c6w6tlehxfbttkwhgpsq6avsia

SMS: A Secure Healthcare Model for Smart Cities

Gautami Tripathi, Mohd Abdul Ahad, Sara Paiva
2020 Electronics  
For providing real-time analysis and responses, this paper proposes to use the concept of secured Mobile Edge Computing (MEC) for performing critical time-bound computations on the edge itself.  ...  This paper discusses the various elements of technology-enabled healthcare and presents a privacy-preserved and secure "Smart Medical System (SMS)" framework for the smart city ecosystem.  ...  The proposed framework combines the three modern-day technologies IoT, cloud computing, and edge computing to facilitate efficient medical services.  ... 
doi:10.3390/electronics9071135 fatcat:smc5jxjtpzh2lbywa2inht72h4

Edge Intelligence for Empowering IoT-based Healthcare Systems [article]

Vahideh Hayyolalam, Moayad Aloqaily, Oznur Ozkasap, Mohsen Guizani
2021 arXiv   pre-print
In this regard, edge computing technology can reduce latency and energy consumption by moving processes closer to the data sources in comparison to the traditional centralized cloud and IoT-based healthcare  ...  medical costs for patients, and offering efficient treatments.  ...  Also, researchers in [13] have designed an offloading model for edge-aided smart healthcare systems adopting AI methods to preserve user privacy in emergency care and Telehealth advice application.  ... 
arXiv:2103.12144v1 fatcat:nfhrwejge5hhvhlk4l2fkynvoe

Privacy ensured e-healthcare for fog-enhanced IoT based applications

Rahul Saha, Gulshan Kumar, Mritunjay Kumar Rai, Reji Thomas, Se-jung Lim
2019 IEEE Access  
Therefore, our present work is about an e-healthcare framework dealing with electronic medical records (EMRs) which preserves the privacy issues.  ...  Apart from the so-called "smart" environments, including smart homes, smart city, smart agriculture, IoTs have been included recently in e-healthcare systems as well for real-time diagnosis and medical  ...  Therefore, there is a requirement to develop a mechanism to preserve the privacy for medical records in e-healthcare systems attached with cloud-fog-edge architecture in IoT applications.  ... 
doi:10.1109/access.2019.2908664 fatcat:rplc437gbjd4fd5g3xkzivkzb4

Table of contents

2020 IEEE Transactions on Network and Service Management  
Mario Di Mauro, Giovanni Galatro, and Antonio Liotta 2480 Lightweight Misbehavior Detection Management of Embedded IoT Devices in Medical Cyber Physical Systems . . . . . . . . . . . . . . . . . . . .  ...  Subhrendu Chattopadhyay, Soumyajit Chatterjee, Sukumar Nandi, and Sandip Chakraborty 2396 Efficient and Secure Multi-User Multi-Task Computation Offloading for Mobile-Edge Computing in Mobile IoT Networks  ... 
doi:10.1109/tnsm.2020.3038983 fatcat:aufteleutjejdnwn2eqaurc5re

Recent Security Trends in Internet of Things: a Comprehensive Survey

Yasmine Harbi, Zibouda Aliouat, Allaoua Refoufi, Saad Harous
2021 IEEE Access  
The edge servers are located at the edge of the network (i.e., IoT user devices) and perform data aggregation to provide privacy-preservation.  ...  To provide privacy preservation, the collected data are encrypted then stored in the public cloud.  ... 
doi:10.1109/access.2021.3103725 fatcat:elfjfrhtnjfvhjp5jqtkj7r7gy

Privacy-Preserving in Healthcare Blockchain Systems Based on Lightweight Message Sharing

Junsong Fu, Na Wang, Yuanyuan Cai
2020 Sensors  
In this paper, we establish a lightweight privacy-preserving mechanism for a healthcare blockchain system. First, we apply an interleaving encoder to encrypt the original EMRs.  ...  This can hide the sensitive information of EMRs to protect the patient's privacy security. Second, a ( t , n )-threshold lightweight message sharing scheme is presented.  ...  Lightweight Privacy-Preserving Mechanism of EMRs Based on Blockchain and Secret Sharing In this section, we propose the lightweight privacy-preserving mechanism for EMRs based on secret sharing in the  ... 
doi:10.3390/s20071898 pmid:32235389 pmcid:PMC7180853 fatcat:s3v5rwtgpzemdntszibe4yfy3m
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