首页> 外文期刊>IEEE Transactions on Knowledge and Data Engineering >A Knowledge-Based Software Life-Cycle Framework for the Incorporation of Multicriteria Analysis in Intelligent User Interfaces
【24h】

A Knowledge-Based Software Life-Cycle Framework for the Incorporation of Multicriteria Analysis in Intelligent User Interfaces

机译:基于知识的软件生命周期框架,可将多准则分析纳入智能用户界面

获取原文
获取原文并翻译 | 示例

摘要

Decision-making theories aiming at solving decision problems that involve multiple criteria have often been incorporated in knowledge-based systems for the improvement of these systems' reasoning process. However, multicriteria analysis has not been used adequately in intelligent user interfaces, even though user-computer interaction is, by nature, multicriteria-based. The actual process of incorporating multicriteria analysis into an intelligent user interface is neither clearly defined nor adequately described in the literature. It involves many experimental studies throughout the software life-cycle. Moreover, each multicriteria decision-making theory requires different kinds of experiments for the criteria to be determined and then for the proper respective weight of each criterion to be specified. In our research, we address the complex issue of developing intelligent user interfaces that are based on multicriteria decision-making theories. In particular, we present and discuss a software life-cycle framework that is appropriate for the development of such user interfaces. The life-cycle framework is called MBIUI. Given the fact, that very little has been reported in the literature about the required experimental studies, their participants and the appropriate life-cycle phase during which the experimental studies should take place, MBIUI provides useful insight for future developments of intelligent user interfaces that incorporate multicriteria theories. One significant advantage of MBIUI is that it provides a unifying life-cycle framework that may be used for the application of many different multicriteria decision-making theories. In the paper, we discuss the incorporation features of four distinct multicriteria theories: TOPSIS, SAW, MAUT, and DEA. Furthermore, we give detailed specifications of the experiments that should take place and reveal their similarities and differences with respect to the theories.
机译:旨在解决涉及多个标准的决策问题的决策理论通常已被并入基于知识的系统中,以改善这些系统的推理过程。但是,即使用户与计算机的交互本质上是基于多标准的,也无法在智能用户界面中充分使用多标准分析。将多标准分析合并到智能用户界面中的实际过程既没有明确定义,也没有在文献中充分描述。它涉及整个软件生命周期中的许多实验研究。此外,每种多标准决策理论都需要进行不同种类的实验,以确定标准,然后分别确定各个标准的权重。在我们的研究中,我们解决了基于多准则决策理论开发智能用户界面的复杂问题。特别是,我们介绍并讨论了适用于此类用户界面开发的软件生命周期框架。生命周期框架称为MBIUI。鉴于事实,关于所需实验研究,其参与者以及应该进行实验研究的适当生命周期阶段的文献报道很少,MBIUI为结合了智能用户界面的未来发展提供了有用的见解。多准则理论。 MBIUI的一个重要优点是,它提供了一个统一的生命周期框架,可用于许多不同的多准则决策理论的应用。在本文中,我们讨论了四种不同的多准则理论的合并特征:TOPSIS,SAW,MAUT和DEA。此外,我们给出了应该进行的实验的详细说明,并揭示了它们在理论上的异同。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号