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Interpreting Weights in Multiple Criteria Decision Making 解释多准则决策中的权重
Q3 Engineering Pub Date : 2016-06-01 DOI: 10.6186/IJIMS.2016.27.2.7
D. Podkopaev
Many decision making problems of business and management are formulated in terms of Multiple Attribute Decision Making (MADM): given a set of alternatives evaluated with multiple criteria, find the alternative which according to the Decision Maker (DM), has the most preferred combination of criteria values (attributes), or rank alternatives from the most preferred one to the least preferred one. The MADM methods incorporate mechanisms of building preference models based on information obtained from the DM. In a wide variety of such methods, the DM is supposed to provide information in terms of weights of criteria, usually understood as criteria’s priorities. These weights serve as parameters of the method- specific preference models. The DM can define weights directly, or by using special weight elicitation techniques such as AHP, MAVT and others. Our concerns are that when using weight-based methods, the DM cannot ensure the correctness of the preference model. First, different weight-based methods use different kinds of preference models, which prioritize criteria based on weights in different manners. Second, interpretation of weights in some MADM methods is far from intuitive. Thus, a situation may occur when an inexperienced DM thinks of weights differently than they actually work in the method, and expresses the preference information incorrectly. In this paper we demonstrate the differences between how weights are interpreted in several methods: simple additive weighting, TOPSIS, VIKOR and PROMETHEE. We do it by comparing rankings produced with methods based on randomly generated data. We demonstrate that differences of interpreting weights significantly contribute to differences in produced rankings. A solution to this problem could be twofold: first, increasing awareness of differences between method-specific weight-based prioritizing mechanisms, and second, providing interpretations of weights for popular methods in the language understandable by the DMs.
商业和管理中的许多决策问题都是用多属性决策(MADM)来表述的:给定一组用多个标准评估的备选方案,根据决策者(DM)找到具有最优选的标准值(属性)组合的备选方案,或将备选方案从最优选的到最不优选的进行排序。MADM方法结合了基于从决策决策中获得的信息建立偏好模型的机制。在各种这样的方法中,决策决策应该根据标准的权重提供信息,通常被理解为标准的优先级。这些权重作为方法特定偏好模型的参数。DM可以直接定义权重,也可以使用特殊的权重提取技术,如AHP、MAVT等。我们担心的是,当使用基于权重的方法时,DM不能保证偏好模型的正确性。首先,不同的基于权重的方法使用不同类型的偏好模型,这些模型以不同的方式根据权重对标准进行优先级排序。其次,在一些MADM方法中,权重的解释远非直观。因此,当没有经验的DM认为权重与方法中的实际工作不同时,可能会出现这样的情况,并且错误地表达了偏好信息。在本文中,我们展示了在几种方法中如何解释权重之间的差异:简单加性加权,TOPSIS, VIKOR和PROMETHEE。我们通过比较基于随机生成数据的方法产生的排名来做到这一点。我们证明,解释权重的差异显著有助于产生排名的差异。这个问题的解决方案可以是双重的:首先,提高对特定于方法的基于权重的优先级机制之间差异的认识,其次,用dm可以理解的语言为流行方法提供权重解释。
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引用次数: 0
Bus Service Model with Rectangular Service Zone under Exponential Relation 指数关系下矩形服务区公交服务模型
Q3 Engineering Pub Date : 2016-03-01 DOI: 10.6186/IJIMS.2016.27.1.4
Shu-Cheng Lin, Chu Hopscotch
Most researchers developed bus service models with a rectangular service zone that relations among different costs are related by a linear relation. A bus service model had been constructed with a rectangular service zone where costs are synthesized by an exponential relation. An accepted paper had point out that a previous model without capacity constraint is unreasonable. This paper examines another model with capacity constraint to show that previous formulated optimal solution contains questionable findings and then we provide our solution approach. The key feature of our paper is to point out that using the route width as a continuous variable will derive unreasonable results. Our improved approach is to use the partition number for the zone width as a discrete variable. A numerical example is provided to illustrate our proposed approach.
大多数研究者都建立了矩形服务区的公交服务模型,其中不同成本之间的关系是线性关系。建立了一个矩形服务区的公交服务模型,并以指数关系综合成本。一篇已被接受的论文指出,以前的没有容量约束的模型是不合理的。本文考察了另一个具有容量约束的模型,证明了先前的公式最优解包含有问题的发现,并给出了我们的求解方法。本文的主要特点是指出使用路径宽度作为连续变量会得到不合理的结果。我们改进的方法是使用分区号作为区域宽度的离散变量。给出了一个数值例子来说明我们提出的方法。
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引用次数: 3
Smartphone Market Analysis Using Dynamic Multi-Criteria Decision Methods 动态多准则决策方法的智能手机市场分析
Q3 Engineering Pub Date : 2016-03-01 DOI: 10.6186/IJIMS.2016.27.1.3
Ruey-Chyn Tsaur, I-Fei Chen, Yin Chen
The iPhone introduced an innovative multi-touch interface to satisfy customers’ attractive requirements. Thereafter, most smartphone manufacturers begin to mimic this innovation in their new generation products for a dramatically increasing demand market. Although the smartphone market includes many types and functions of products, there are no smart- phone selection methods to support customers to select an effective smartphone. In order to cope with such a problem, this paper proposes a multi-criteria selection method to evaluate operating systems and hardware and software specifications using AHP and SMART-ROC, respectively. For illustration, this paper uses the proposed methods to analyze the customer utility and benefit-cost of 24 popular smartphones in the market. The results show that the most popular smartphone does not have the best cost-benefit. This paper suggests customers select smartphones by referring to the cost-benefit approach except when they are looking for a communications product for a special purpose.
iPhone推出了创新的多点触控界面,以满足客户的诱人需求。此后,大多数智能手机制造商开始在新一代产品中模仿这种创新,以满足急剧增长的需求市场。虽然智能手机市场包括许多类型和功能的产品,没有智能手机的选择方法来支持客户选择一个有效的智能手机。为了解决这一问题,本文提出了一种多准则选择方法,分别使用AHP和SMART-ROC来评估操作系统和硬件和软件规格。为了说明,本文使用提出的方法来分析24个流行的智能手机在市场上的客户效用和效益-成本。结果表明,最受欢迎的智能手机并没有最好的成本效益。本文建议客户通过参考成本效益的方法来选择智能手机,除非他们正在寻找一种特殊用途的通信产品。
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引用次数: 2
Efficient Method for Testing the Batch-Processing Process Yield 批量加工过程成品率的有效测试方法
Q3 Engineering Pub Date : 2016-03-01 DOI: 10.6186/IJIMS.2016.27.1.1
M. Liao, Chien-Wei Wu
Batch manufacturing processes have been widely used in various manufacturing processes, such as wafer fabrication, IC fabrication, and gridline printing process in the solar battery fabrication. In a batch manufacturing process, products are produced batch-by-batch. Thus, total process variations are generally divided into batch-by-batch variation and within-batch variation. The main purpose of this study is to provide an efficient method for testing the batch-processing process yield. Base on the one-way random effect model, the generalized pivotal quantity is utilized to establish the generalized confidence interval for assessing the process yield index. By simulations, the proposed method shows that its empirical coverage probability is not affected by the batch effect, and is still close the nominal coverage probability as the batch size increases.
批量制造工艺已广泛应用于各种制造工艺中,如太阳能电池制造中的晶圆制造、集成电路制造和网格线印刷工艺。在批量生产过程中,产品是分批生产的。因此,总的工艺变化通常分为批间变化和批内变化。本研究的主要目的是提供一种有效的方法来测试批量加工过程的收率。在单向随机效应模型的基础上,利用广义枢纽量建立评价工艺良率指标的广义置信区间。仿真结果表明,该方法的经验覆盖概率不受批量效应的影响,随着批量大小的增加,其经验覆盖概率仍接近于标称覆盖概率。
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引用次数: 1
Mathematical Computation of Fuzzy Statistics for Sensory Evaluation 感官评价模糊统计的数学计算
Q3 Engineering Pub Date : 2016-03-01 DOI: 10.6186/IJIMS.2016.27.1.5
A. Santhakumaran, C. Abirami
Sensory evaluation is an essential need for accepting processed food products having desired quality specifications. Human perceived sensation depends on physiological and physical properties of food as well as demographic characters of consumers. In this paper, a mathematical computation method of fuzzy statistics for sensory evaluation is proposed. It illustrates the quality of sensory variables such as color, texture, flavor, taste etc. of a product with consumers’ demographic characters on a hedonic scale.
感官评价是接受具有期望质量规范的加工食品的基本需要。人的感知感觉取决于食物的生理和物理特性以及消费者的人口统计学特征。本文提出了一种用于感官评价的模糊统计数学计算方法。它在享乐尺度上用消费者的人口学特征来说明产品的颜色、质地、风味、味道等感官变量的质量。
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引用次数: 0
A Hybrid Approach for Knowledge Recommendation 知识推荐的混合方法
Q3 Engineering Pub Date : 2016-03-01 DOI: 10.6186/IJIMS.2016.27.1.2
Wen-Yau Liang, Chun-Che Huang, Yueqi Pan
Knowledge sharing is critical to knowledge management as it enables employees to share their knowledge. However, knowledge searching is a very time-consuming work. Additionally, in the context of an unsolved puzzle or unknown task, users typically have to determine the knowledge for which they will search. Therefore, knowledge management platforms for enterprises should have knowledge recommendation functionality. Hybrid recommendation systems (RS) have been developed to overcome, or at least to mitigate, the limitations of collaborative filtering. Because Genetic Algorithm (GA) is good at searching, it can cluster data according to similarities. However, the increase in the amount of data and information reduces the performance of a GA, thereby increasing cost of finding a solution. This work applies a novel method for incorporating a GA and rough set theory into clustering. In this paper, this work presents a hybrid knowledge recommendation model, which has a two-phase model for clustering and recommending. Approach implementation is demonstrated, as are its effectiveness and efficiency.
知识共享对于知识管理至关重要,因为它使员工能够共享他们的知识。然而,知识搜索是一项非常耗时的工作。此外,在未解决的谜题或未知任务的上下文中,用户通常必须确定他们要搜索的知识。因此,企业知识管理平台应该具备知识推荐功能。混合推荐系统(RS)的发展是为了克服或至少减轻协同过滤的局限性。遗传算法具有很强的搜索能力,可以根据相似度对数据进行聚类。然而,数据和信息量的增加降低了遗传算法的性能,从而增加了寻找解决方案的成本。这项工作应用了一种将遗传算法和粗糙集理论结合到聚类中的新方法。本文提出了一种混合知识推荐模型,该模型具有聚类和推荐两阶段模型。说明了方法的执行情况,以及其有效性和效率。
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引用次数: 2
Do the Corporate Performance and Default Risk Impact on Corporate Social Responsibility in China 中国企业绩效与违约风险对企业社会责任的影响
Q3 Engineering Pub Date : 2016-01-01 DOI: 10.6186/IJIMS.2016.27.4.4
Yen‐Hsien Lee, Mingchih Lee, Lin-Hua Peng, mei jean Lee
This study mainly discusses the impact of the corporate performance and default risk on corporate social responsibility in China from December 2008 to August 2014. The results showed that the return on equity and return on asset have positively significant influences on corporate social responsibility which is four composing indicators. Moreover, the corporate performance and default risk are positive effect on the corporate social responsibility when the company is central enterprise.
本研究主要探讨2008年12月至2014年8月中国企业绩效和违约风险对企业社会责任的影响。结果表明,净资产收益率和资产收益率对企业社会责任这四个构成指标有显著的正向影响。此外,当企业为中央企业时,企业绩效和违约风险对企业社会责任有正向影响。
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引用次数: 0
Two-Period Pricing Model for Walk-in Potential Consumers with Normal Distribution of the Price of Their Willing to Buy 步入式潜在消费者购买意愿价格呈正态分布的两期定价模型
Q3 Engineering Pub Date : 2016-01-01 DOI: 10.6186/IJIMS.2016.27.3.5
hsien-bin Wang, Miao-Sheng Chen, M. Li
The optimal model was mainly constructed for the products, such as real estates, amusement park, or major furniture which themselves cannot be moved or worn to reveal to other consumers in public, to explain their optimal promotional pricing strategy. The study adopted the dual sources of the diffusion power, the number of walk-in potential consumers and the price level of the product, in the extended Bass Diffusion Model. Given periods of [0 , T ) and [ T, ¯ T ), T < ¯ T , and ¯ T maybe ∞ when a firm attempts to decide price P 0 within [0 , T ) and price P T within [ T, ¯ T ), respectively, to achieve the goal of maximizing discounted profit in the interval [0 , ¯ T ), the characteristics of its optimal solution ( P ∗ 0 , P ∗ T ) at each period were rigorously derived and profoundly discussed. This two-period model pricing could be extended to an infinite multiple-period optimal pricing model to become the issue of price control. The study would further conclude that, after a new product is initialized, its price should decline with time to take advantage of it with exhausting the consumer surplus of consumers.
最优模型主要是针对房地产、游乐园、大型家具等产品本身不能在公共场合移动或穿戴,无法向其他消费者展示的情况,来解释其最优促销定价策略。在扩展的Bass扩散模型中,研究采用了扩散能力的双重来源,即潜在消费者的数量和产品的价格水平。给定的时期[0,T)和[T,¯T) T <¯T, T¯也许∞当一个公司试图决定价格P 0在[0,T)和价格P T内(T,¯T),分别实现贴现利润最大化的目标区间[0,T¯),其最优解的特点(P∗0,P∗T)在每个时期严格推导和深刻的讨论。该两期定价模型可以推广为无限多期最优定价模型,成为价格控制问题。研究进一步得出结论,新产品初始化后,其价格应随着时间的推移而下降,以利用它,耗尽消费者的消费者剩余。
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引用次数: 1
Reused Smartphones Pricing Analysis — A Duopoly Model Analysis with respect to Apple and Samsung Smartphones 重复使用智能手机的定价分析——苹果和三星智能手机的双寡头模型分析
Q3 Engineering Pub Date : 2016-01-01 DOI: 10.6186/IJIMS.2016.27.4.6
Ruey-Chyn Tsaur, Yuchu Huang
As technology advances, multi-touch smartphones have rapidly become a necessity in the daily lives of most users. In order to expand their market share and attract new users, new generations of smartphones are being introduced in a much shorter interval. As a result, older phones are discarded in greater speed, and thus creating more electronic waste each year. To reduce waste material, the concept of reused smartphones is proposed. In order to attract users to purchase these reused smartphones, this study aims to look into the pricing strategy for Apple and Samsung products as both are top smartphone brands with the highest market shares. Under the duopoly environment, this study uses the Cournot game model to determine the optimal solution in a price competition with Apple set to be the leader and Samsung the “follower”. While making pricing strategies, manufacturers commonly strive to maximize their profits. Two pricing functions will have a point of intersection, and the solution will be the optimal equilibrium. The model proposed in this study may be taken as reference for manufacturers to understand the reused smartphone market.
随着科技的进步,多点触控智能手机已经迅速成为大多数用户日常生活中的必需品。为了扩大市场份额和吸引新用户,新一代智能手机的推出间隔要短得多。因此,旧手机被丢弃的速度更快,从而每年产生更多的电子垃圾。为了减少浪费,提出了智能手机再利用的概念。为了吸引用户购买这些重复使用的智能手机,本研究旨在研究苹果和三星产品的定价策略,因为它们都是拥有最高市场份额的顶级智能手机品牌。在双寡头垄断环境下,本研究采用古诺博弈模型确定苹果为领导者,三星为“追随者”的价格竞争的最优解决方案。在制定定价策略时,制造商通常会努力使自己的利润最大化。两个定价函数有一个交点,其解为最优均衡。本研究提出的模型可以作为制造商了解再利用智能手机市场的参考。
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引用次数: 0
Standby System with Imperfect Coverage and Repairable Service Station 不完全覆盖的备用系统和可修复的服务站
Q3 Engineering Pub Date : 2016-01-01 DOI: 10.6186/IJIMS.2016.27.3.6
Ying-Lin Hsu, ying-cheng Tseng, Chia-Jung Chang, Fu-Min Chang
This paper analyzes the reliability characteristics of a system with imperfect coverage in which a repairable service station is considered. Failure times of primary and standby units are assumed to follow exponential distributions. With a coverage probability c , a failed unit is immediately detected and replaced by a standby if one is available. If the failed unit is not detected, the system enters an unsafe failure state and has to be refreshed by a reboot action. When the service station breaks down, it needs repair at a repair device. We present the expression for reliability function R Y ( t ) and mean time to system failure MTTF . Several cases are analyzed to study the effects of various parameters on the system reliability R Y ( t ) and MTTF . We also perform the sensitivity analysis of R Y ( t ) and MTTF with respect to system parameters. Finally, we present an application example to demonstrate the applicability of investigated model.
本文分析了考虑可修服务站的不完全覆盖系统的可靠性特性。假设主备设备的故障时间呈指数分布。在覆盖概率为c的情况下,故障单元被立即检测到,如果有备用单元可用,则替换为备用单元。如果未检测到故障单元,则系统进入不安全的故障状态,必须通过重新启动操作进行刷新。当服务站发生故障时,需要在维修设备上进行维修。给出了可靠性函数ry (t)和平均故障前时间MTTF的表达式。通过实例分析,研究了各参数对系统可靠性R Y (t)和MTTF的影响。我们还进行了ry (t)和MTTF对系统参数的敏感性分析。最后,通过应用实例验证了所研究模型的适用性。
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引用次数: 0
期刊
International Journal of Information and Management Sciences
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