DeepAI AI Chat
Log In Sign Up

Secure Multi-Party Computation based Privacy Preserving Data Analysis in Healthcare IoT Systems

by   Kevser Sahinbas, et al.
Medipol University
Simula Research Lab

Recently, many innovations have been experienced in healthcare by rapidly growing Internet-of-Things (IoT) technology that provides significant developments and facilities in the health sector and improves daily human life. The IoT bridges people, information technology and speed up shopping. For these reasons, IoT technology has started to be used on a large scale. Thanks to the use of IoT technology in health services, chronic disease monitoring, health monitoring, rapid intervention, early diagnosis and treatment, etc. facilitates the delivery of health services. However, the data transferred to the digital environment pose a threat of privacy leakage. Unauthorized persons have used them, and there have been malicious attacks on the health and privacy of individuals. In this study, it is aimed to propose a model to handle the privacy problems based on federated learning. Besides, we apply secure multi party computation. Our proposed model presents an extensive privacy and data analysis and achieve high performance.


page 3

page 11

page 17


Towards Practical Privacy-Preserving Analytics for IoT and Cloud Based Healthcare Systems

Modern healthcare systems now rely on advanced computing methods and tec...

Federated Learning and Blockchain-enabled Fog-IoT Platform for Wearables in Predictive Healthcare

Over the years, the popularity and usage of wearable Internet of Things ...

A Trust Management Scheme for IoT-Enabled Environmental Health/Accessibility Monitoring Services

One rapidly growing application of Internet of Things (IoT) is the prote...

Visions and Challenges in Managing and Preserving Data to Measure Quality of Life

Health-related data analysis plays an important role in self-knowledge, ...

Thinking Out of the Blocks: Holochain for Distributed Security in IoT Healthcare

The Internet-of-Things (IoT) is an emerging and cognitive technology whi...

Implementation of encryption on telemedicine

In the era of technology, data security is one of the most important thi...

MQT-TZ: Secure MQTT Broker for Biomedical Signal Processing on the Edge

Physical health records belong to healthcare providers, but the informat...