语言直观直观模糊多属性双边匹配,考虑满意度和公平度
Shijie Huang1, Qi Yue1, Yuan Tao1
1School of Management, Shanghai University of Engineering Science, Shanghai, 201620, China.
Heliyon
|March 11, 2024
概括
本研究引入了一种新的决策方法,用于使用语言直觉模糊集的多属性双边匹配问题. 它计算属性权重和公平度,以实现最佳匹配方案.
科学领域:
- 决策科学 决策科学
- 模糊的集合理论 模糊的集合理论
- 运营研究 运营研究
背景情况:
- 多属性双边匹配是复杂的,特别是未知属性权重和语言不确定性.
- 现有的方法往往在语言直觉模糊的环境中难以结合满意度和公平性.
研究的目的:
- 在语言直觉模糊环境下,为多属性双边匹配提出一种新的决策方法.
- 开发一种用于计算未知属性权重和公平度的方法.
- 建立多个双边匹配模型,考虑满意度和公平性.
主要方法:
- 使用语言直觉模糊集和TODIM (交互式多标准决策) 方法.
- 开发了一种新的方法来计算属性权重,使用语言直觉的模糊诱导有序加权平均 (LIFIOWA) 运算符.
- 提出了一种包含损失减弱系数的公平度计算方法,并建立了多个匹配模型.
主要成果:
- 使用LIFIOWA运营商成功开发了一种用于计算未知属性权重的新方法.
- 提出了一种基于TODIM的公平度计算方法,考虑损失减弱系数.
- 建立了多个双边匹配模型,整合了最佳方案的满意度和公平度.
结论:
- 提出的方法有效地解决了在语言直觉模糊设置中的多属性双边匹配问题.
- 整合满意度和公平度,以及新的权重计算,提高了匹配方案的优化.
- 该方法通过实践示例来证明有效性,可靠性和准确性.
相关概念视频
Wilcoxon Signed-Ranks Test for Matched Pairs
123
The Wilcoxon signed-rank test for matched pairs evaluates the null hypothesis by combining the ranks of differences with their signs. It essentially tests whether the median of the differences in a population of matched pairs is zero. Since the test incorporates more information than the sign test, it generally yields more trustable conclusions. This test also does not require the data to follow a normal distribution, but two conditions must be met for it to be applicable: (1) the data must...
123
The Anchoring-and-Adjustment Heuristic
7.2K
In order to make good decisions, we use our knowledge and our reasoning. Often, this knowledge and reasoning is sound and solid. However, sometimes, we are swayed by biases or by others manipulating a situation. For example, let’s say you and three friends wanted to rent a house and had a combined target budget of $1,600. The realtor shows you only very run-down houses for $1,600 and then shows you a very nice house for $2,000. Might you ask each person to pay more in rent to get the...
7.2K
Heuristics
90
Heuristics are problem-solving strategies that use mental shortcuts to simplify decision-making. Unlike algorithms, which must be followed precisely to achieve a correct result, heuristics offer a general problem-solving framework. They save time and energy but can sometimes lead to less rational decisions.
People often rely on heuristics when faced with an overload of information, limited time, low importance of the decision, limited information, or when a heuristic readily comes to mind. For...
People often rely on heuristics when faced with an overload of information, limited time, low importance of the decision, limited information, or when a heuristic readily comes to mind. For...
90
Relationship Formation
40.0K
What do you think is the single most influential factor in determining with whom you become friends and whom you form romantic relationships? You might be surprised to learn that the answer is simple: the people with whom you have the most contact. This most important factor is proximity. You are more likely to be friends with people you have regular contact with. For example, there are decades of research that shows that you are more likely to become friends with people who live in your dorm,...
40.0K
Stereotype Content Model
14.7K
The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence...
14.7K
Multi-input and Multi-variable systems
106
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
106


