Prediction of fault-proneness at early phase in object-oriented development

Toshihiro Kamiya, S. Kusumoto, Katsuro Inoue
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引用次数: 42

Abstract

To analyse the complexity of object-oriented software, several metrics have been proposed. Among them, Chidamber and Kemerer's (1994) metrics are well-known object-oriented metrics. Also, their effectiveness has been empirically evaluated from the viewpoint of estimating the fault-proneness of object-oriented software. In the evaluations, these metrics were applied, not to the design specification but to the source code, because some of them measure the inner complexity of a class, and such information cannot be obtained until the algorithm and the class structure are determined at the end of the design phase. However, the estimation of the fault-proneness should be done in the early phase so as to effectively allocate effort for fixing the faults. This paper proposes a new method to estimate the fault-proneness of an object class in the early phase, using several complexity metrics for object-oriented software. In the proposed method, we introduce four checkpoints into the analysis/design/implementation phase, and we estimate the fault-prone classes using applicable metrics at each checkpoint.
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面向对象开发早期阶段的错误倾向预测
为了分析面向对象软件的复杂性,提出了几个度量标准。其中,Chidamber和Kemerer(1994)的度量是著名的面向对象的度量。同时,从估计面向对象软件的错误倾向的角度,对这些方法的有效性进行了实证评价。在评估中,这些度量不是应用于设计规范,而是应用于源代码,因为它们中的一些度量类的内部复杂性,并且在设计阶段结束时确定算法和类结构之前无法获得这些信息。然而,为了有效地分配修复故障的精力,应该在早期阶段对故障倾向性进行估计。本文提出了一种利用面向对象软件的几个复杂度度量来估计对象类在早期阶段的错误倾向的新方法。在建议的方法中,我们在分析/设计/实现阶段引入了四个检查点,并且我们在每个检查点使用适用的度量来估计容易出错的类。
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