A Trust Risk Dynamic Management Mechanism Based on Third-Party Monitoring for the Conflict-Eliminating Process of Social Network Group Decision Making

被引:36
作者
Li, Mengqi [1 ,2 ]
Xu, Yejun [3 ]
Liu, Xia [4 ]
Chiclana, Francisco [2 ,5 ]
Herrera, Francisco [2 ,6 ]
机构
[1] Hohai Univ, Business Sch, Nanjing 211100, Peoples R China
[2] Univ Granada, Andalusian Res Inst Data Sci & Computat Intellige, Granada 18071, Spain
[3] Tianjin Univ, Coll Management & Econ, Tianjin 300072, Peoples R China
[4] Nanjing Univ Informat Sci & Technol, Sch Management Sci & Engn, Nanjing 210044, Peoples R China
[5] De Montfort Univ, Sch Comp Sci & Informat, Inst Artificial Intelligence, Leicester LE1 9BH, Leics, England
[6] King Abdulaziz Univ, Fac Comp & Informat Technol, Jeddah 21589, Saudi Arabia
基金
中国国家自然科学基金;
关键词
Decision making; Reliability; Monitoring; Social networking (online); Indexes; Data science; Computational modeling; Conflict-eliminating process (CEP); group decision making (GDM); social network (SN); third party; trust risk; CONSISTENCY; CONSENSUS;
D O I
10.1109/TCYB.2022.3159866
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Every decision may involve risks. Real-world risk issues are usually supervised by third parties. Decision-making may be affected by the absence of sufficient or reasonable trust or to the opposite, an unconditional, excessive, or blind trust, which is called trust risks. The conflict-eliminating process (CEP) aims to facilitate satisfactory consensus by decision makers (DMs) through continuous reconciliation between their opinion differences on the subject matter. This article addresses trust risks in CEP of social network group decision making (SNGDM) through third-party monitoring. A trust risk analysis-based conflict-eliminating model for SNGDM is developed. It is assumed that a third-party agency monitors the DMs' credibility and performance, which is recorded in an objective evaluation matrix and multi-attribute trust assessment matrix (MTAM). A trust risk measurement methodology is proposed to classify the DMs' different trust risk types and to measure the trust risk index (TRI) of a group of DMs. When TRI is unacceptable, a trust risk management mechanism that controls TRI is activated. Different management policies are applicable to DMs' different trust risk types. There are two main methods: 1) dynamically update the MTAM based on DMs' performance and 2) provide suggestions for modifying the DM's information with high TRI. Besides, as part of the integrated CEP, this model includes an optimization approach to dynamically derive DMs' reliable aggregation weights from their MTAM. Simulation experiments and an illustrative example support the feasibility and validity of the proposed model for managing trust risks in CEP of SNGDM.
引用
收藏
页码:3399 / 3413
页数:15
相关论文
共 26 条
[1]   The geometric consistency index:: Approximated thresholds [J].
Aguarón, J ;
Moreno-Jiménez, JM .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 147 (01) :137-145
[3]   Integrating three representation models in fuzzy multipurpose decision making based on fuzzy preference relations [J].
Chiclana, F ;
Herrera, F ;
Herrera-Viedma, E .
FUZZY SETS AND SYSTEMS, 1998, 97 (01) :33-48
[4]   The risk-based view of trust: A conceptual framework [J].
Das, TK ;
Teng, BS .
JOURNAL OF BUSINESS AND PSYCHOLOGY, 2004, 19 (01) :85-116
[5]   Consensus reaching in social network group decision making: Research paradigms and challenges [J].
Dong, Yucheng ;
Zha, Quanbo ;
Zhang, Hengjie ;
Kou, Gang ;
Fujita, Hamido ;
Chiclana, Francisco ;
Herrera-Viedma, Enrique .
KNOWLEDGE-BASED SYSTEMS, 2018, 162 :3-13
[6]   Integrating experts' weights generated dynamically into the consensus reaching process and its applications in managing non-cooperative behaviors [J].
Dong, Yucheng ;
Zhang, Hengjie ;
Herrera-Viedma, Enrique .
DECISION SUPPORT SYSTEMS, 2016, 84 :1-15
[7]   Anonymity and closely related terms in the cyberspace: An analysis by example [J].
Kambourakis, Georgios .
JOURNAL OF INFORMATION SECURITY AND APPLICATIONS, 2014, 19 (01) :2-17
[8]   Role of honesty and confined interpersonal influence in modelling predilections [J].
Khalid, Asma ;
Beg, Ismat .
SOFT COMPUTING, 2020, 24 (02) :1497-1509
[9]   Social network group decision making: Managing self-confidence-based consensus model with the dynamic importance degree of experts and trust-based feedback mechanism [J].
Liu, Xia ;
Xu, Yejun ;
Montes, Rosana ;
Herrera, Francisco .
INFORMATION SCIENCES, 2019, 505 :215-232
[10]  
Orlovsky S. A., 1978, Fuzzy Sets and Systems, V1, P155, DOI 10.1016/0165-0114(78)90001-5