软件进化中SOC动态的经验证据

Jingwei Wu, R. Holt, A. Hassan
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引用次数: 24

摘要

我们研究了11个大型开源软件系统,并提供了分形结构在软件进化中存在的经验证据。在我们的研究中,分形结构在每个软件系统的整个生命周期中被测量为幂律。我们描述了两个特定的幂律相关现象:软件变化的概率分布作为变化大小的幂函数而减小;软件变化的时间序列表现出与幂律行为的长期相关性。这种空间(整个系统)和时间(整个系统生命周期)幂律的存在表明,自组织临界性(SOC)发生在开源系统的演化过程中。因此,SOC作为理解软件演化动力学(变化或增长的原因和机制)的概念框架可能是有用的。我们还讨论了SOC对软件实践的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Empirical Evidence for SOC Dynamics in Software Evolution
We examine eleven large open source software systems and present empirical evidence for the existence of fractal structures in software evolution. In our study, fractal structures are measured as power laws throughout the lifetime of each software system. We describe two specific power law related phenomena: the probability distribution of software changes decreases as a power function of change sizes; and the time series of software change exhibits long range correlations with power law behavior. The existence of such spatial (across the system) and temporal (over the system lifetime) power laws suggests that self-organized criticality (SOC) occurs in the evolution of open source systems. As a result, SOC may be useful as a conceptual framework for understanding software evolution dynamics (the cause and mechanism of change or growth). We also discuss the implications of SOC to software practices.
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