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A fuzzy integrated approach for project selection

机译:一种模糊综合的项目选择方法

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摘要

Purpose - The purpose of this paper is to develop a systematic and comprehensive project selection model utilizing fuzzy multi-objective linear programming (FMOLP) that deals with the imprecise data in IS projects and uncertain judgment of decision makers. Design/methodology/approach - First, projects are prioritized by considering both quantitative and qualitative factors. A fuzzy analytical hierarchical process (FAHP) is used in order to obtain weights of each project that indicates their priorities. At the second step, project selection decision is completed by using FMOLP. Then, the sensitivity analysis is performed to evaluate the robustness of the proposed integrated model. Findings - The result of this study indicates that an integrated approach utilizing FAHP and FMOLP can be used as a supportive tool for project selection in IS context. It decreases the uncertainty caused from uncertain judgment of decision makers. Research limitations/implications - Future studies are suggested to design models having fuzzy constraints such as budget and resources. Moreover, for future studies, non-linear membership functions can be used. Practical implications - Actual projects are provided from the Turkish IS company for prioritizing process and a hypothetical mathematical model is demonstrated using illustrative data. Originality/value - This study contributes to the relevant literature by proposing a comprehensive model considering many conflicting ideas of decision makers on quantitative and qualitative criteria, and evaluating projects in an integrated way including FAHP and FMOLP.
机译:目的-本文的目的是利用模糊多目标线性规划(FMOLP)开发一个系统,综合的项目选择模型,该模型处理IS项目中不精确的数据和决策者的不确定性。设计/方法/方法-首先,通过考虑定量和定性因素来确定项目的优先级。为了获得指示其优先级的每个项目的权重,使用了模糊层次分析法(FAHP)。第二步,使用FMOLP完成项目选择决策。然后,进行敏感性分析以评估所提出的集成模型的鲁棒性。调查结果-这项研究的结果表明,利用FAHP和FMOLP的集成方法可以用作IS环境中项目选择的支持工具。它减少了因决策者的不确定性判断而引起的不确定性。研究的局限性/意义-建议未来的研究来设计具有模糊约束(例如预算和资源)的模型。而且,为了将来的研究,可以使用非线性隶属函数。实际意义-土耳其IS公司提供了实际项目以对过程进行优先排序,并使用说明性数据演示了假设的数学模型。原创性/价值-这项研究为相关文献做出了贡献,提出了一个综合模型,考虑了决策者在数量和质量标准上的许多相互矛盾的观点,并以包括FAHP和FMOLP在内的综合方式评估了项目。

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