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A Methodology to Evaluate Important Dimensions of Information Quality in Systems

机译:一种评估系统信息质量重要维度的方法

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摘要

Assessing the quality of the information proposed by an information system has become one of the major research topics in the last two decades. A quick literature survey shows that a significant number of information quality frameworks are proposed in different domains of application: management information systems, web information systems, information fusion systems, and so forth. Unfortunately, they do not provide a feasible methodology that is both simple and intuitive to be implemented in practice. In order to address this need, we present in this article a new information quality methodology. Our methodology makes use of existing frameworks and proposes a three-step process capable of tracking the quality changes through the system. In the first step and as a novelty compared to existing studies, we propose decomposing the information system into its elementary modules. Having access to each module allows us to locally define the information quality. Then, in the second step, we model each processing module by a quality transfer function, capturing the module's influence over the information quality. In the third step, we make use of the previous two steps in order to estimate the quality of the entire information system. Thus, our methodology allows informing the end-user on both output quality and local quality. The proof of concept of our methodology has been carried out considering two applications: an automatic target recognition system and a diagnosis coding support system.
机译:在过去的二十年中,评估信息系统提出的信息质量已经成为主要的研究主题之一。快速的文献调查表明,在不同的应用领域中提出了许多信息质量框架:管理信息系统,Web信息系统,信息融合系统等。不幸的是,它们没有提供在实践中实现的既简单又直观的可行方法。为了满足这一需求,我们在本文中提出了一种新的信息质量方法。我们的方法利用现有框架,并提出了一个三步过程,该过程可以跟踪整个系统的质量变化。第一步,作为与现有研究相比的新颖之处,我们建议将信息系统分解为基本模块。可以访问每个模块使我们能够在本地定义信息质量。然后,在第二步中,我们通过质量传递函数对每个处理模块进行建模,以捕获该模块对信息质量的影响。在第三步中,我们利用前面的两个步骤来估计整个信息系统的质量。因此,我们的方法可以让最终用户了解输出质量和本地质量。我们的方法论的概念证明已经考虑了两个应用:自动目标识别系统和诊断编码支持系统。

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