Trust Evaluation Model of Social Internet of Things Based on Multi-relationships

Fan Fan, Hongbin Zhang, Dongmei Zhao, Yanxia Wang, Bin Liu, Jian Liu
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Abstract

Trust plays a vital role in ensuring the security of the Social Internet of Things. Due to the increased mobility of intelligent devices, there are frequent interactions between machines and changes in social relationships. It leads to a possible data sparsity problem in the Social Internet of Things. Therefore, it is presented that the trust evaluation model is based on various social relationships. The model considers the impact of multiple dynamically changing social relationships between nodes on trust. The implicit social relationship is mined based on the stated social relationship and potential attributes connecting nodes. It addresses the scarcity issue and the slow start of the Social Internet of Things. Simulations on the Santander Smart Cities dataset demonstrate that the approach improves the accuracy and convergence of trust evaluation in both sparse and regular networks.
基于多关系的社交物联网信任评估模型
信任对于确保社会物联网的安全至关重要。由于智能设备的移动性增加,机器之间的互动频繁,社会关系也发生了变化。这可能会导致社交物联网中的数据稀疏问题。因此,提出了基于多种社会关系的信任评价模型。该模型考虑了节点间多个动态变化的社会关系对信任的影响。隐式社会关系的挖掘是基于所陈述的社会关系和连接节点的潜在属性。它解决了稀缺性问题和社交物联网起步缓慢的问题。在桑坦德智慧城市数据集上的仿真表明,该方法提高了稀疏网络和规则网络中信任评估的准确性和收敛性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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