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The Collective Trust Game: An Online Group Adaptation of the Trust Game Based on the HoneyComb Paradigm
Published on: October 20, 2022
Local Trust in Internet of Things Based on Contract Theory
Georgios Fragkos1, Cyrus Minwalla2, Jim Plusquellic1
1Department of Electrical and Computer Engineering, University of New Mexico, Albuquerque, NM 87131-0001, USA.
This study introduces a novel framework for autonomous trust in Internet of Things (IoT) networks. It uses network economics to enable devices to securely authenticate, enhancing cooperation and social welfare.
Area of Science:
- Computer Science
- Network Security
- Artificial Intelligence
Background:
- Internet of Things (IoT) networks require secure, authenticated channels for cooperative functioning.
- Establishing trust in large, dynamic, and heterogeneous IoT networks is challenging.
- Existing mechanisms struggle with fluctuating node participation and incomplete information.
Purpose of the Study:
- To develop an autonomous trust mechanism for secure communication in IoT ecosystems.
- To leverage network economics and crowd-sourcing for establishing trust between nodes.
- To incentivize accurate trust reporting and authentication efforts among participating nodes.
Main Methods:
- A contract-theoretic framework utilizing network economics principles.
- Stochastic Learning Automata for node selection based on network and social metrics.
- Bayesian trust belief distributions derived from historical node behavior.
- An effort-reward model to incentivize node participation and accurate reporting.
Main Results:
- The proposed framework converges to an optimal trust solution autonomously.
- Achieved near-optimal performance despite incomplete information and malicious nodes.
- Maximized overall social welfare, outperforming existing state-of-the-art methods.
Conclusions:
- The contract-theoretic framework provides an effective, autonomous solution for IoT trust.
- Crowd-sourced trust based on neighbor efforts enhances network security and cooperation.
- The approach demonstrates robustness against incomplete information and adversarial behavior.
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