Trust- and reputation-based opinion dynamics modelling over temporal networks

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2022-07-01 DOI:10.1093/comnet/cnac019
Eeti Jain;Anurag Singh;Ernesto Estrada
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引用次数: 2

Abstract

Trust and reputation are a person's belief over another person and are essential factors while opinion values are shared among online social platforms. Both the values are calculated using past shared opinions and the structure of the network. Further, a credibility score is calculated using the trust and reputation of the nodes, which is helpful to share the opinion values more accurately. In this work, an opinion dynamics temporal network is modelled using the credibility score of the nodes in the network. The addition and deletion of the edges and the opinion evolution occur on the basis of the credibility score of the nodes. Results are analysed over scale-free networks generated using Bollabas et al. model. Such scale-free networks are evolved over time termed as temporal network using the proposed model. It is analysed how the different threshold values on the credibility score of the nodes affect the opinion values convergence on the proposed model.
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基于信任和声誉的意见动态建模的时间网络
信任和声誉是一个人对另一个人的信念,也是在线社交平台之间共享意见价值观的重要因素。这两个值都是使用过去的共同意见和网络结构计算的。此外,使用节点的信任和信誉来计算可信度得分,这有助于更准确地共享意见值。在这项工作中,使用网络中节点的可信度分数对意见动态时间网络进行建模。边缘的添加和删除以及意见的演变是基于节点的可信度得分进行的。通过使用Bollabas等人的模型生成的无标度网络来分析结果。使用所提出的模型,这种无标度网络随着时间的推移而演变,称为时间网络。分析了节点可信度得分的不同阈值如何影响所提出模型的意见值收敛。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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