<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>This paper aims at creating a new Trust Management System (TMS) for a system of nodes. Various systems already exist which only use a simple function to calculate the trust value of a node. In the age of artificial intelligence the need for learning ability in an Internet of Things (IoT) system arises. Malicious nodes are a recurring issue and there still has not been a fully effective way to detect them beforehand. In IoT systems, a malicious node is detected after a transaction has occurred with the node. To this end, this paper explores how Artificial Intelligence (AI), and specifically Linear Regression (LR), could be utilised to predict a malicious node in order to minimise the damage in the IoT ecosystem. Moreover, the paper compares Linear regression over other AI-based TMS, showing the efficiency and efficacy of the method to predict and identify a malicious node.</p>
</abstract>

This paper aims at creating a new Trust Management System (TMS) for a system of nodes. Various systems already exist which only use a simple function to calculate the trust value of a node. In the age of artificial intelligence the need for learning ability in an Internet of Things (IoT) system arises. Malicious nodes are a recurring issue and there still has not been a fully effective way to detect them beforehand. In IoT systems, a malicious node is detected after a transaction has occurred with the node. To this end, this paper explores how Artificial Intelligence (AI), and specifically Linear Regression (LR), could be utilised to predict a malicious node in order to minimise the damage in the IoT ecosystem. Moreover, the paper compares Linear regression over other AI-based TMS, showing the efficiency and efficacy of the method to predict and identify a malicious node.

Linear Regression Trust Management System for IoT Systems

Post-Doctoral Research Fellow, Laboratory of Theoretical Computer Science

Cybernetics and Information Technologies

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

{"article-title":"Linear Regression Trust Management System for IoT Systems"}

This paper aims at creating a new Trust Management System (TMS) for a system of nodes. Various systems already exist which only use a simple function to...

Linear Regression Trust Management System for IoT Systems

Published Online: Dec 09, 2021

Page range: 15 - 27

Received: Apr 26, 2021

Accepted: Oct 12, 2021

DOI: https://doi.org/10.2478/cait-2021-0040

Keywords
Trust management, Internet of Things (IoT), Linear Regression, node analysis, wireless sensor networks

© 2021 Ananda Kumar Subramanian et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Linear Regression Trust Management System for IoT Systems

Published Online: Dec 09, 2021

Page range: 15 - 27

Received: Apr 26, 2021

Accepted: Oct 12, 2021

DOI: https://doi.org/10.2478/cait-2021-0040

KeywordsTrust management, Internet of Things (IoT), Linear Regression, node analysis, wireless sensor networks

© 2021 Ananda Kumar Subramanian et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Keywords
Trust management, Internet of Things (IoT), Linear Regression, node analysis, wireless sensor networks