基于知识–信任网络的多属性群体共识决策方法
Multi-Attribute Group Consensus Decision Making Method Based on Knowledge-Trust Network
摘要: 文章针对决策者的知识交互与信任之间的复杂关系及其对共识形成过程的影响，提出了基于知识–信任网络的多属性群体共识决策方法。首先，考虑到决策者意见表达的不确定性，采用犹豫模糊语言术语集表征决策者意见；其次，基于决策者的知识水平与决策者之间的信任关系，构建决策者之间的知识–信任网络，并确定决策者权重；同时，构建基于知识–信任网络的共识决策模型，达成群体共识；最后，通过新能源汽车车身材料选择的算例，验证本文所提共识方法的有效性。
Abstract: Aiming at the complex relationship between knowledge interaction and trust of decision makers and its influence on the process of consensus formation, this paper proposes a multi-attribute group consensus decision-making method based on knowledge-trust network. Firstly, considering the uncertainty of decision maker’s opinion expression, the term set of hesitation fuzzy language is used to represent decision maker’s opinion. Secondly, based on the knowledge level of decision makers and the trust relationship between decision makers, the knowledge-trust network among decision makers is constructed, and the weight of decision makers is determined. The consensus decision model based on knowledge-trust network is constructed to achieve group consensus. Finally, through the new energy vehicle body material selection example, to verify the effectiveness of the consensus model proposed.
文章引用：程一敏. 基于知识–信任网络的多属性群体共识决策方法[J]. 运筹与模糊学, 2024, 14(3): 1257-1268. https://doi.org/10.12677/orf.2024.143355

参考文献

[1] Zhou, M., Zheng, Y.-Q., Chen, Y.-W., Cheng, B.-Y., Herrera-Viedma, E. and Wu, J. (2023) A Large-Scale Group Consensus Reaching Approach Considering Self-Confidence with Two-Tuple Linguistic Trust/Distrust Relationship and Its Application in Life Cycle Sustainability Assessment. Information Fusion, 94, 181-199. [Google Scholar] [CrossRef] 
[2] Guo, J. and Liang, X. (2022) A Dynamic Trust Consensus Model Based on Personalized Adjustment Mechanism under Multi-Granular Probabilistic Linguistic Environment. Kybernetes, 52, 5233-5268. [Google Scholar] [CrossRef] 
[3] 卢艳玲, 许叶军, 李梦琪. 社会网络环境下基于负面行为管理与改进的最小成本共识模型的大群体决策方法[J]. 控制与决策, 2024, 39(1): 327-335.
[4] Liu, Y.J., Liang, C.Y., Chiclana, F. and Wu, J. (2021) A Knowledge Coverage-Based Trust Propagation for Recommendation Mechanism in Social Network Group Decision Making. Applied Soft Computing, 101, Article 107005. [Google Scholar] [CrossRef] 
[5] 徐选华, 刘尚龙. 社会网络环境下基于“信任-知识”模型的风险性大群体应急决策方法[J]. 运筹与管理, 2021, 30(2): 31-38.
[6] Zou, W.-C., Wan, S.-P., Dong, J.-Y. and Martínez, L. (2023) A New Social Network Driven Consensus Reaching Process for Multi-Criteria Group Decision Making with Probabilistic Linguistic Information. Information Sciences, 632, 467-502. [Google Scholar] [CrossRef] 
[7] 徐选华, 黄丽. 基于复杂网络的大群体应急决策专家意见与信任信息融合方法及应用[J]. 数据分析与知识发现, 2022, 6(2): 348-363.
[8] 海燕, 贾卫华, 刘志中. 动态信任感知的偏好演化模型研究[J]. 计算机应用研究, 2022, 39(5): 1454-1459.
[9] 郑江波, 成芳, 常家泰. 基于知识协调的知识异质性团队研发任务共识效率研究[J]. 科研管理, 2022, 43(9): 201-208.
[10] Wu, T., Liu, X.W., Qin, J.D. and Herrera, F. (2022) Trust-Consensus Multiplex Networks by Combining Trust Social Network Analysis and Consensus Evolution Methods in Group Decision-Making. IEEE Transactions on Fuzzy Systems, 30, 4741-4753. [Google Scholar] [CrossRef] 
[11] 杨雷, 杨洋. 决策要素动态变化的群体决策偏好演化过程[J]. 系统工程理论与实践, 2014, 34(9): 2302-2311.
[12] Rodriguez, R.M., Martinez, L. and Herrera, F. (2012) Hesitant Fuzzy Linguistic Term Sets for Decision Making. IEEE Transactions on Fuzzy Systems, 20, 109-119. [Google Scholar] [CrossRef] 
[13] Liao, H.C., Qin, R., Gao, C.Y., Wu, X.L., Hafezalkotob, A. and Herrera, F. (2019) Score-HeDLiSF: A Score Function of Hesitant Fuzzy Linguistic Term Set Based on Hesitant Degrees and Linguistic Scale Functions: An Application to Unbalanced Hesitant Fuzzy Linguistic MULTIMOORA. Information Fusion, 48, 39-54. [Google Scholar] [CrossRef] 
[14] Dong, Y.C., Zha, Q.B., Zhang, H.J., Kou, G., Fujita, H., Chiclana, F., et al. (2018) Consensus Reaching in Social Network Group Decision Making: Research Paradigms and Challenges. Knowledge-Based Systems, 162, 3-13. [Google Scholar] [CrossRef] 

为你推荐