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A Quantitative Comparative Study of Data-oriented Trust Management Schemes in Internet of Things

Published: 13 April 2022 Publication History

Abstract

In the Internet of Things (IoT) paradigm, all entities in the IoT network, whether home users or industrial things, receive data from other things to make decisions. However, in the decentralized, heterogeneous, and rapidly changing IoT network with billions of devices, deciding about where to get the services or information from is critical, especially because malicious entities can exist in such an unmanaged network. Security provisioning alone cannot solve the issue of service quality or reliability. One way to elevate security and reliability in the IoT network is to bridge the gap of trust between objects, and also between humans and objects, while taking into account the IoT network characteristics. Therefore, a proper trust management system must be established on top of the IoT network service architecture. Trust is related to the manner expected from objects in providing services and recommendations. Recommendations are the basis of decision making in every trust management system. Since trust management ideas in the IoT are still immature, the purpose of this article is to survey, analyze, and compare the approaches that have been taken in building trust management systems for the IoT. We break down the features of such systems by analysis and also do quantitative comparisons by simulation. This article is organized into two main parts. First, studies and approaches in this field are compared from four perspectives: (1) trust computation method, (2) resistance to attacks (3) adherence to the limitations of IoT networks and devices, and (4) performance of the trust management scheme. The second part is quantitative and simulates four major methods in this field and measures their performance. We also make extensive analytical comparisons to demonstrate the similarities and discrepancies of current IoT trust management schemes and extract the essence of a resilient trust management framework.

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  • (2025)Using attentive temporal GNN for dynamic trust assessment in the presence of malicious entitiesExpert Systems with Applications10.1016/j.eswa.2024.125391260(125391)Online publication date: Jan-2025
  • (2024)SCoTMan: A Scalable Smart Contract for Trust Management in Social IoT With Real-World ConstraintsIEEE Access10.1109/ACCESS.2024.341158112(137836-137850)Online publication date: 2024
  • (2023)IoT trust and reputation: a survey and taxonomyJournal of Cloud Computing: Advances, Systems and Applications10.1186/s13677-023-00416-812:1Online publication date: 22-Mar-2023
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Information

Published In

cover image ACM Transactions on Management Information Systems
ACM Transactions on Management Information Systems  Volume 13, Issue 3
September 2022
312 pages
ISSN:2158-656X
EISSN:2158-6578
DOI:10.1145/3512349
Issue’s Table of Contents

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 13 April 2022
Accepted: 01 July 2021
Revised: 01 May 2021
Received: 01 January 2021
Published in TMIS Volume 13, Issue 3

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Author Tags

  1. Internet of things
  2. trust management
  3. data mining
  4. recommender systems
  5. decision making
  6. cyber security

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  • Research-article
  • Refereed

Funding Sources

  • Iran National Science Foundation (INSF)

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Cited By

View all
  • (2025)Using attentive temporal GNN for dynamic trust assessment in the presence of malicious entitiesExpert Systems with Applications10.1016/j.eswa.2024.125391260(125391)Online publication date: Jan-2025
  • (2024)SCoTMan: A Scalable Smart Contract for Trust Management in Social IoT With Real-World ConstraintsIEEE Access10.1109/ACCESS.2024.341158112(137836-137850)Online publication date: 2024
  • (2023)IoT trust and reputation: a survey and taxonomyJournal of Cloud Computing: Advances, Systems and Applications10.1186/s13677-023-00416-812:1Online publication date: 22-Mar-2023
  • (2023)Trust Management Enhancement for the Internet of Things: a Smart Contract Approach2023 13th International Conference on Computer and Knowledge Engineering (ICCKE)10.1109/ICCKE60553.2023.10326312(383-388)Online publication date: 1-Nov-2023
  • (2023)A detailed study on trust management techniques for security and privacy in IoT: challenges, trends, and research directionsHigh-Confidence Computing10.1016/j.hcc.2023.1001273:2(100127)Online publication date: Jun-2023
  • (2022)Introduction to the Special Issue on Pattern-Driven Mining, Analytics, and Prediction for Decision Making, Part IIACM Transactions on Management Information Systems10.1145/351246813:3(1-3)Online publication date: 11-Feb-2022
  • (2022)A Secure and Decentralized Trust Management Scheme for Smart Health SystemsIEEE Journal of Biomedical and Health Informatics10.1109/JBHI.2021.310733926:5(1961-1968)Online publication date: May-2022

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