Trust measure based on quantum interference in social network group decision making environment

被引：0
|
作者：
Cai M. [1 ]
Jian X.-L. [1 ]
Wang Y. [1 ]
机构：
[1] School of Management Science and Engineering, Nanjing University of Information Science & Technology, Nanjing
来源：
Kongzhi yu Juece/Control and Decision | 2024年 / 39卷 / 05期
关键词：
interference effect; probabilistic linguistic term set; quantum probability theory; social network; trust measure; trust source;
D O I：
10.13195/j.kzyjc.2022.1497
中图分类号：
学科分类号：
摘要：
In view of the redundancy of trust sources and the fact that the interference between them is not considered in the existing trust measure models, a decision model based on trust measure considering interference effect in a social network is proposed. When calculating the trust value between decision-makers, this model simplifies the types of trust sources, avoids the overlapping of some trust sources, and increases the interference item between trust sources. Firstly, the sources of trust between decision-makers are divided into “close relationships between decision-makers” and “objective backgrounds of decision-makers” according to the determination of social relationship and background on trust. Secondly, the concepts of “closeness degree” and “professionalism” are proposed as the measures of these two trust sources to ensure that the defect of redundancy can be overcome on the premise of integrity of trust sources. Then, a trust value quantification method considering the interference effect is further designed. The trust value can comprehensively reflect the individual decision degree and the overall influence degree of trust sources. Finally, the trust values of decision-makers are transformed into weights to aggregate the preferences of decision-makers to solve the actual group decision-making problem. Numerical and theoretical results show that the proposed trust measure method considering the interference effect can be used as a tool to improve the accuracy of trust relations and solve the group decision-making problems in social networks, which has a broad application prospect. © 2024 Northeast University. All rights reserved.
引用
收藏
页码：1697 / 1706
页数：9
相关论文
共 33 条
  • [1] Perez L G, Mata F, Chiclana F., Social network decision making with linguistic trustworthiness-based induced OWA operators, International Journal of Intelligent Systems, 29, 12, pp. 1117-1137, (2014)
  • [2] Li S L, Wei C P, Song Y H., Group decision making method for fuzzy complementary judgement matrices based on trust relationships, Control and Decision, 35, 5, pp. 1240-1246, (2020)
  • [3] Alonso S, Perez I J, Cabrerizo F J, Et al., A linguistic consensus model for Web 2.0 communities, Applied Soft Computing, 13, 1, pp. 149-157, (2013)
  • [4] Perez L G, Mata F, Chiclana F, Et al., Modelling influence in group decision making, Soft Computing, 20, 4, pp. 1653-1665, (2016)
  • [5] Wu J, Chiclana F, Fujita H, Et al., A visual interaction consensus model for social network group decision making with trust propagation, Knowledge-Based Systems, 122, pp. 39-50, (2017)
  • [6] Xu X H, Wang B, Zhou Y J., Method for large group decision making with incomplete decision preference information based on trust mechanism, Control and Decision, 31, 4, pp. 577-585, (2016)
  • [7] Dong Y C, Zha Q B, Zhang H J, Et al., Consensus reaching in social network group decision making: Research paradigms and challenges, Knowledge-Based Systems, 162, pp. 3-13, (2018)
  • [8] Urea R, Kou G, Dong Y, Et al., A review on trust propagation and opinion dynamics in social networks and group decision making frameworks, Information Sciences, 478, pp. 461-475, (2018)
  • [9] Yao S B, Gu M., A consensus model for group decision making under the influence of empathy, Chinese Journal of Management Science, 29, 11, pp. 203-214, (2021)
  • [10] Gefen D, Karahanna E, Straub D W., Trust and TAM in online shopping: An integrated model, MIS Quarterly, 27, 1, pp. 51-90, (2003)
1234