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A study on the variables related to software quality: a data mining based approach

机译:与软件质量相关的变量研究:一种基于数据挖掘的方法

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Advances in information technology have made possible accumulation of large amount of data arising from information systems. This fact enabled the emergence and growth of research on Data Mining (DM), which aims primarily at identifying new and useful patterns in databases. Recently, software quality has received attention among areas of application. The quality of software has become an important issue for the maintenance and customer attraction for businesses and can be considered a competitive weapon. On the other hand, the quality of decision making in project management software is closely related to information available about the process of organizational development. This information can be stored in data warehouses to be analyzed and interpreted using techniques of DM. This paper describes an application of DM bases of quality metrics for software products, which are aimed at identifying the variables of the development process that would mostly affect the error rate during the phases of testing, approval, and production. The study of the target company has a high level of standardization of processes. The results obtained in the models indicated a strong or moderate correlation of some variables of the process with product quality, which may be the target of management attention in order to: (ⅰ) improve the overall quality of the development process, (ⅱ) reduce the error rate in the systems developed and (ⅲ) promote greater customer satisfaction.
机译:信息技术的进步已使积累来自信息系统的大量数据成为可能。这一事实推动了数据挖掘(DM)研究的出现和增长,该研究主要旨在确定数据库中新的有用模式。近来,软件质量已经在应用领域中引起关注。软件质量已经成为企业维护和吸引客户的重要问题,可以被认为是一种竞争性武器。另一方面,项目管理软件中决策的质量与有关组织发展过程的可用信息密切相关。该信息可以存储在数据仓库中,以使用DM技术进行分析和解释。本文介绍了基于DM质量指标的DM在软件产品中的应用,其目的是识别开发过程中的变量,这些变量在测试,批准和生产阶段会最大程度地影响错误率。对目标公司的研究具有很高的流程标准化水平。在模型中获得的结果表明,过程中的某些变量与产品质量之间存在强烈或中等的关联,这可能是管理层关注的目标,以便:(ⅰ)提高开发过程的整体质量,(ⅱ)降低开发的系统中的错误率,以及(ⅲ)可以提高客户满意度。

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