Measuring performances through multiplicative functions by modifying the MEREC method: MEREC-G and MEREC-H

调和平均 几何平均数 乘法函数 对数 非线性系统 数学 标准差 排名(信息检索) 多准则决策分析 度量(数据仓库) 熵(时间箭头) 数学优化 选择(遗传算法) 功能(生物学) 加权几何平均数 应用数学 计算机科学 统计 数据挖掘 人工智能 数学分析 物理 生物 进化生物学 量子力学
作者
Nuh Keleş
出处
期刊:International journal of industrial engineering and operations management [IEOM Society International]
卷期号:5 (3): 181-199 被引量:15
标识
DOI:10.1108/ijieom-12-2022-0068
摘要

Purpose This study aims to apply new modifications by changing the nonlinear logarithmic calculation steps in the method based on the removal effects of criteria (MEREC) method. Geometric and harmonic mean from multiplicative functions is used for the modifications made while extracting the effects of the criteria on the overall performance one by one. Instead of the nonlinear logarithmic measure used in the MEREC method, it is desired to obtain results that are closer to the mean and have a lower standard deviation. Design/methodology/approach The MEREC method is based on the removal effects of the criteria on the overall performance. The method uses a logarithmic measure with a nonlinear function. MEREC-G using geometric mean and MEREC-H using harmonic mean are introduced in this study. The authors compared the MEREC method, its modifications and some other objective weight determination methods. Findings MEREC-G and MEREC-H variants, which are modifications of the MEREC method, are shown to be effective in determining the objective weights of the criteria. Findings of the MEREC-G and MEREC-H variants are more convenient, simpler, more reasonable, closer to the mean and have fewer deviations. It was determined that the MEREC-G variant gave more compatible findings with the entropy method. Practical implications Decision-making can occur at any time in any area of life. There are various criteria and alternatives for decision-making. In multi-criteria decision-making (MCDM) models, it is a very important distinction to determine the criteria weights for the selection/ranking of the alternatives. The MEREC method can be used to find more reasonable or average results than other weight determination methods such as entropy. It can be expected that the MEREC method will be more used in daily life problems and various areas. Originality/value Objective weight determination methods evaluate the weights of the criteria according to the scores of the determined alternatives. In this study, the MEREC method, which is an objective weight determination method, has been expanded. Although a nonlinear measurement model is used in the literature, the contribution was made in this study by using multiplicative functions. As an important originality, the authors demonstrated the effect of removing criteria in the MEREC method in a sensitivity analysis by actually removing the alternatives one by one from the model.
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