中国管理科学 ›› 2022, Vol. 30 ›› Issue (11): 260-271.doi: 10.16381/j.cnki.issn1003-207x.2020.2020cstr: 32146.14.j.cnki.issn1003-207x.2020.2020
王伟明1,2, 徐海燕2, 朱建军2
收稿日期:2020-07-24
修回日期:2020-10-26
出版日期:2022-11-20
发布日期:2022-11-28
通讯作者:
王伟明(1991-),男(汉族),江西吉安人,江西财经大学工商管理学院,内聘副教授,博士,研究方向:决策分析、评价理论与方法,Email:wwmlsy@163.com.
E-mail:wwmlsy@163.com
基金资助:WANG Wei-ming1,2, XU Hai-yan2, ZHU Jian-jun2
Received:2020-07-24
Revised:2020-10-26
Online:2022-11-20
Published:2022-11-28
Contact:
王伟明
E-mail:wwmlsy@163.com
摘要: 针对现有基于语言信息的交互式群体评价方法大多仅适用于中小规模群体的情况,提出一种新的基于复杂网络和语言信息的交互式大规模群体评价方法。首先,将评价者视为网络节点,并依据节点之间的距离构建复杂网络;其次,设计节点紧密度和子群紧密度,并确定节点权重和子群权重;再次,定义群体稳定性指标和群体满意度指标,并以此来判断交互终止和确定阶段权重;最后,在节点密度算子和节点加权算子的基础上,分别对单轮群体意见和多轮评价结果进行集结。文末通过一个实际例子验证了所提方法的有效性与合理性。实例分析表明,该方法能够较为全面、准确地集结交互式大规模群体评价意见,且其结果的满意度亦较为理想。
中图分类号:
王伟明,徐海燕,朱建军. 基于复杂网络和语言信息的交互式大规模群体评价方法[J]. 中国管理科学, 2022, 30(11): 260-271.
WANG Wei-ming,XU Hai-yan,ZHU Jian-jun. Interactive Large-scale Group Evaluation Method Based on Complex Network and Linguistic Information[J]. Chinese Journal of Management Science, 2022, 30(11): 260-271.
| [1] Figueira J, Greco S, Ehrgott M. Multiple criteria decision analysis: State of the art surveys[M]. New York:Springer, 2005. [2] Dong Yucheng, Zha Quanbo, Zhang Hengjie, et al. Consensus reaching in social network group decision making: Research paradigms and challenges[J]. Knowledge- Based Systems, 2018, 162: 3-13. [3] Urena R, Kou Gang, Dong Yucheng, et al. A review on trust propagation and opinion dynamics in social networks and group decision making frameworks[J]. Information Sciences, 2019, 478: 461-475. [4] Wu Zhibin, Xu Jiuping. A consensus model for large-scale group decision making with hesitant fuzzy information and changeable clusters[J]. Information Fusion, 2018, 41: 217-231. [5] Cheng Xiang, Gu Jing, Xu Zeshui. Venture capital group decision-making with interaction under probabilistic linguistic environment[J]. Knowledge-Based Systems, 2018, 140: 82-91. [6] Wu Jian, Chiclana F, Fujita H, et al. A visual interaction consensus model for social network group decision making with trust propagation[J]. Knowledge-Based Systems, 2017, 122: 39-50. [7] Zeng Shouzhen Z, Palacios-Marques D, Zhu Facang. A new model for interactive group decision making with intuitionistic fuzzy preference relations[J]. Informatica, 2016, 27(4): 911-928. [8] 张发明, 王伟明. 不确定语言信息下的大规模交互式群体评价方法及其应用[J]. 系统管理学报, 2018, 27(6): 1081-1092.Zhang Faming, Wang Weiming. Large-scale interactive group evaluation method based on uncertain linguistic information and its application[J]. Journal of Systems & Management, 2018, 27(6): 1081-1092. [9] 张发明, 赵静, 黄丽玲, 等. 基于关系网络的大规模交互式群体评价方法[J]. 运筹与管理, 2018, 27(5): 140-148.Zhang Faming, Zhao Jing, Huang Liling, et al. Method of large-scale interactive group evaluation based on relational network[J]. Operations Research and Management Science, 2018, 27(5): 140-148. [10] 杜娟, 霍佳震. 交互式多属性群决策评价方法研究[J]. 中国管理科学, 2016, 24(11): 120-128.Du Juan, Huo Jiazhen. A study on the interactive evaluation in multiple attribute group decision making[J]. Chinese Journal of Management Science, 2016, 24(11): 120-128. [11] 袁宇翔, 孙静春. 多粒度语言信息的交互式多属性群决策方法及应用[J]. 运筹与管理, 2019, 28(6): 25-32.Yuan Yuxiang, Sun Jingchun. Interactive multi-attribute group decision making with multi- granularity linguistic information and its application[J]. Operations Research and Management Science, 2019, 28(6): 25-32. [12] Bertsimas D, Patrick J, Sébastien M. Online vehicle routing: The edge of optimization in large-scale applications[J]. Operations Research, 2019, 67(1): 143- 162. [13] Ding Ruxi, Palomares L, Wang Xueqing et al. Large-scale decision-making: characterization, taxonomy, challenges and future directions from an artificial intelligence and applications perspective[J]. Information Fusion, 2020, 59: 84-102. [14] Handley C, Mathew S. Human large-scale cooperation as a product of competition between cultural groups[J]. Nature Communications, 2020, 11(1): 1-9. [15] Tang Ming, Liao Huchang, Xu Jiuping, et al. Adaptive consensus reaching process with hybrid strategies for large-scale group decision making[J]. European Journal of Operational Research, 2020, 282(3): 957-971. [16] Wu Peng, Wu Qun, Zhou Ligang. Optimal group selection model for large-scale group decision making[J]. Information Fusion, 2020, 61: 1-12. [17] Chao Xiangrui, Kou Gang, Li Tie, et al. Jie Ke versus AlphaGo: A ranking approach using decision making method for large-scale data with incomplete information[J]. European Journal of Operational Research, 2018, 265(1): 239-247. [18] Du Zhijiao, Yu Shumin, Xu Xuanhua. Managing noncooperative behaviors in large-scale group decision-making: Integration of independent and supervised consensus- reaching models[J]. Information Sciences, 2020, 531: 119-138. [19] 李永立, 吴冲, 张晓飞. 考虑网络交互影响效应的评价者权重分配方法[J]. 管理科学学报. 2016, 19(4): 32-44.Li Yongli, Wu Chong, Zhang Xiaofei. An evaluator's weight allocation considering network peer effects[J]. Journal of Management Sciences in China, 2016, 19(4): 32-44. [20] 陈晓红, 张威威, 徐选华. 社会网络环境下基于犹豫度和一致性的大群体决策方法[J]. 系统工程理论与实践, 2020, 40(5): 1178-1192.Chen Xiaohong, Zhang Weiwei, Xu Xuanhua. Large group decision-making method based on hesitation and consistency under social network context[J]. Systems Engineering-Theory & Practice, 2020, 40(5): 1178-1192. [21] Liu Bingsheng, Zhou Qi, Ding Ruxi, et al. Large-scale group decision making model based on social network analysis: Trust relationship-based conflict detection and elimination[J]. European Journal of Operational Research, 2019, 275(2): 737-754. [22] Capuano N, Chiclana F, Fujita H, et al. Fuzzy group decision making with incomplete information guided by social influence[J]. IEEE Transactions on Fuzzy Systems, 2018, 26(3): 1704-1718. [23] Xu Zeshui. An interactive approach to multiple attribute group decision making with multigranular uncertain linguistic information[J]. Group Decision and Negotiation, 2009, 18(2): 119-145. [24] Zhou Wei, Xu Zeshui. Generalized asymmetric linguistic term set and its application to qualitative decision making involving risk appetites[J]. European Journal of Operational Research, 2016, 254(2): 610-621. [25] Liao Huchang, Xu Zeshui, Zeng Xiaojun. Distance and similarity measures for hesitant fuzzy linguistic term sets and their application in multi-criteria decision making[J]. Information Science, 2014, 271: 125-142. [26] Xu Zeshui. Linguistic decision making: theory and methods[M]. Beijing: Science Press, 2012. [27] 谭跃进, 吴俊, 邓宏钟. 复杂网络中节点重要度评估的节点收缩方法[J]. 系统工程理论与实践, 2006, 26(11): 79-83.Tian Yuejin, Wu Jun, Deng Hongzhong. Evaluation method for node importance based on node contraction in complex networks[J]. Systems Engineering-Theory & Practice, 2006, 26(11): 79-83. [28] 向南, 豆亚杰, 姜江,等. 基于专家信任网络的不完全信息武器选择决策[J]. 系统工程理论与实践, 2021, 41(3): 759-770.Xiang Nan, Dou Yajie, Jiang Jiang, et al. Weapon selection decision-making based on expert trust network under incomplete information[J]. Systems Engineering- Theory & Practice, 2021, 41(3): 759-770. [29] 胡钢, 徐翔, 高浩, 等. 基于邻接信息熵的网络节点重要性识别算法[J]. 系统工程理论与实践, 2020, 40(3): 714-725.Hu Gang, Xu Xiang, Gao Hao, et al. Node importance recognition algorithm based on adjacency information entropy in networks[J]. Systems Engineering-Theory & Practice, 2020, 40(3): 714-725. [30] Stanley W, Katherine F. Social network analysis: Methods and applications[M]. England: Cambridge University Press, 1994. [31] 易平涛, 郭亚军, 张丹宁. 密度加权平均中间算子及其在多属性决策中的应用[J]. 控制与决策, 2007, 22(5): 515-519.Yi Pingtao, Guo Yajun, Zhang Dannig. Density weighted averaging middle operator and application in multi-attribute decision making[J]. Control and Decision, 2007, 22(5): 515-519. [32] 张发明, 李小霜. 区间信息下的主客方协作式群体评价方法及其应用[J]. 中国管理科学, 2016, 24(6): 143-150.Zhang Faming, Li Xiaoshuang. A group evaluation method and application based on collaboration of subject and object under interval information[J]. Chinese Journal of Management Science, 2016, 24(6): 143-150. [33] 王伟明, 徐海燕. 混合信息下的多属性大规模群体决策方法[J]. 系统工程与电子技术, 2020, 42(11): 2560- 2569.Wang Weiming, Xu Haiyan. Multiple attribute large-scale group decision making method based on hybrid information[J]. Systems Engineering and Electronics, 2020, 42(11): 2560-2569. [34] 王伟明, 徐海燕. 不确定语言信息下的大规模群体DEMATEL决策方法[J]. 控制与决策, 2021, 36(8): 2023-2033.Wang Weiming, Xu Haiyan. Large-scale group DEMATEL decision making method under uncertain linguistic information[J]. Control and Decision, 2021, 36(8): 2023-2033. |
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