Exploring 2-rank strategic weight manipulation in multiple attribute decision making and its applications in project review and university ranking

秩(图论) 排名(信息检索) 重量 操作员(生物学) 计算机科学 航程(航空) 决策者 数学优化 人工智能 运筹学 数学 数据挖掘 组合数学 生物化学 化学 材料科学 抑制因子 李代数 转录因子 纯数学 复合材料 基因
作者
Yating Liu,Siqi Wu,Congcong Li,Yucheng Dong
出处
期刊:Engineering Applications of Artificial Intelligence [Elsevier BV]
卷期号:117: 105525-105525 被引量:4
标识
DOI:10.1016/j.engappai.2022.105525
摘要

In some real multiple attribute decision making (MADM) problems, sometimes, it is time-consuming and unnecessary to obtain a complete ranking of alternatives, thus, a decision maker would classify the alternatives into two ordered categories, forming a 2-rank MADM problem. Occasionally, a decision maker can manipulate the desired 2-rank results by strategically setting attribute weights. This process is called 2-rank strategic weight manipulation (2RSWM). First, this study defines the 2-rank range of alternatives. Subsequently, several mixed 0–1 linear programming models (MLPMs) are constructed to obtain the 2-rank range and the strategic attribute weight vector of the desired 2-rank result of the alternative(s) of the decision maker. Furthermore, we provide conditions for the existence of the strategic attribute weight vector based on the 2-rank range of the alternatives and the proposed MLPMs. Finally, two illustrative examples and two simulation experiments are conducted to validate the effectiveness of our proposed models. Due to the ordered weighted averaging (OWA) operator having smaller average width of the 2-rank range, and a larger minimum distance between the impersonal and strategic attribute weight vectors, we argue that the OWA operator has a better performance than the weighted averaging (WA) operator in defending against 2RSWM.
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