计算机科学与探索 ›› 2022, Vol. 16 ›› Issue (3): 541-551.DOI: 10.3778/j.issn.1673-9418.2106089
收稿日期:
2021-06-24
修回日期:
2021-09-29
出版日期:
2022-03-01
发布日期:
2021-10-15
通讯作者:
+ E-mail: hzh1175593327@163.com作者简介:
孙永河(1978—),男,山西大同人,博士,教授,主要研究方向为复杂系统管理决策。基金资助:
SUN Yonghe, HUANG Zihang+(), LI Yang
Received:
2021-06-24
Revised:
2021-09-29
Online:
2022-03-01
Published:
2021-10-15
About author:
SUN Yonghe, born in 1978, Ph.D., professor. His research interest is management decision-making in complex system.Supported by:
摘要:
当前,面对严峻复杂的国际新冠疫情和世界经济形势,管理决策所面临的问题也日趋复杂。因此,对复杂问题进行因素关联分析对于管理者认知复杂事物核心、抓住事物主要矛盾以有效解决复杂社会经济问题至关重要。决策试行与评价实验室方法(DEMATEL)作为一种对复杂系统因素间关联关系进行分析的有效工具,近年来已经受到国内外学者的广泛关注。通过系统地研究相关文献,按照DEMATEL方法运作的逻辑顺序从系统结构、评价标度、因素间的自依赖关系、中心度与原因度的指标确定、关键因素辨识五方面对其研究现状及发展动态予以综述。综合分析得出DEMATEL理论需要进一步探究的主要方向为:系统层次结构与DEMATEL分析方法的综合集成与有机契合,符合现实决策情境的多专家差异标度和复合标度,从反映系统动态性、非线性特征的因素之间的相互影响过程深入分析DEMATEL自依赖关系,以及有效解决中心度与原因度指标的内在属性关联问题,考虑群组专家交互的DEMATEL分析方法等方面。
中图分类号:
孙永河, 黄子航, 李阳. DEMATEL复杂因素分析算法最新进展综述[J]. 计算机科学与探索, 2022, 16(3): 541-551.
SUN Yonghe, HUANG Zihang, LI Yang. Review of State of the Art on DEMATEL Algorithms for Complex Factor Analysis[J]. Journal of Frontiers of Computer Science and Technology, 2022, 16(3): 541-551.
标度类型 | 定量信息表达方式 | 语言术语集粒度 | 相关典型文献 |
---|---|---|---|
点估计值语言标度 | 非负整数(0, 1, 2) | 3 | [ |
非负整数(0, 1, 2, 3) | 4 | [ | |
非负整数(0, 1, 2, 3, 4) | 5 | [ | |
非负整数(1, 2, 3, 4, 5) | 5 | [ | |
非负整数(0, 1, …, N) | N+1 | [ | |
区间数 | 5 | [34] | |
模糊语言标度 | 三角模糊数 | 5 | [ |
6 | [ | ||
11 | [ | ||
直觉模糊数 | 5 | [ | |
三元模糊数 | 5 | [ | |
三角直觉模糊数 | 5 | [ | |
毕达哥拉斯模糊数 | 7 | [ | |
区间值犹豫模糊数 | 未阐述 | [ | |
区间值直觉模糊数 | 5 | [ | |
区间二型模糊数 | 7 | [ | |
灰色语言标度 | 灰数 | 5 | [ |
6 | [ | ||
Z-Number语言标度 | Z-Numbers | (7, 5) | [ |
二维不确定语言标度 | 二维不确定语言评价值 | (7, 5) | [ |
中智集语言标度 | 单值中智数 | 5 | [ |
表1 DEMATEL语言标度类型、特征及相关典型文献
Table 1 DEMATEL language scale types, characteristics and related classic literature
标度类型 | 定量信息表达方式 | 语言术语集粒度 | 相关典型文献 |
---|---|---|---|
点估计值语言标度 | 非负整数(0, 1, 2) | 3 | [ |
非负整数(0, 1, 2, 3) | 4 | [ | |
非负整数(0, 1, 2, 3, 4) | 5 | [ | |
非负整数(1, 2, 3, 4, 5) | 5 | [ | |
非负整数(0, 1, …, N) | N+1 | [ | |
区间数 | 5 | [34] | |
模糊语言标度 | 三角模糊数 | 5 | [ |
6 | [ | ||
11 | [ | ||
直觉模糊数 | 5 | [ | |
三元模糊数 | 5 | [ | |
三角直觉模糊数 | 5 | [ | |
毕达哥拉斯模糊数 | 7 | [ | |
区间值犹豫模糊数 | 未阐述 | [ | |
区间值直觉模糊数 | 5 | [ | |
区间二型模糊数 | 7 | [ | |
灰色语言标度 | 灰数 | 5 | [ |
6 | [ | ||
Z-Number语言标度 | Z-Numbers | (7, 5) | [ |
二维不确定语言标度 | 二维不确定语言评价值 | (7, 5) | [ |
中智集语言标度 | 单值中智数 | 5 | [ |
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