现有的模型度量和与模型质量的关系

Parastoo Mohagheghi, Vegard Dehlen
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引用次数: 19

摘要

本文提出了模型的质量目标,并提供了关于模型度量的最先进的分析。虽然基于模型的软件开发通常需要在不同的抽象和精度级别上评估模型的质量,并且为多种目的而开发,但是现有的模型度量工作并没有反映这种需求。模型大小度量是描述性的,可用于比较模型,但它们与模型质量的关系没有明确定义。代码度量被建议应用于评估设计质量的模型,而与其他质量目标相关的度量很少。模型通常由大量的元素组成,这就允许在模型上定义大量的度量。然而,识别有用的模型度量,将它们与模型质量目标联系起来,为解释数据提供一些基线,并将度量与其他评估模型(如检查)结合起来,需要更多的理论和经验工作。
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Existing model metrics and relations to model quality
This paper presents quality goals for models and provides a state-of-the-art analysis regarding model metrics. While model-based software development often requires assessing the quality of models at different abstraction and precision levels and developed for multiple purposes, existing work on model metrics do not reflect this need. Model size metrics are descriptive and may be used for comparing models but their relation to model quality is not well-defined. Code metrics are proposed to be applied on models for evaluating design quality while metrics related to other quality goals are few. Models often consist of a significant amount of elements, which allows a large amount of metrics to be defined on them. However, identifying useful model metrics, linking them to model quality goals, providing some baseline for interpretation of data, and combining metrics with other evaluation models such as inspections requires more theoretical and empirical work.
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