开源软件中的语言变化

Miroslav Tushev, Saket Khatiwada, Anas Mahmoud
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引用次数: 2

摘要

在本文中,我们试图通过统计分析、解释和正式描述开源软件(OSS)中代码词典的演变,来推动代码演变分析研究和实践的最新进展。潜在的假设是,与自然语言类似,代码词典属于进化原则的范畴。因此,将自然语言进化的理论和统计模型应用于代码有望为软件进化提供独特的见解。我们在本文中的分析是使用从广泛的应用领域取样的2000个OSS系统进行的。研究结果表明:a)随着时间的推移,OSS项目的语言特性发生了显著的变化;b)不同的代码词典句法结构的演变不同;c)不同的OSS开发因素和不同的维护活动对代码词典的影响不同。这些见解为OSS项目的语言历史建模奠定了初步的基础。从长远来看,这个基础将被用来为基本的软件维护和程序理解活动提供支持,并对语言变化与OSS开发的各种系统和人的方面之间的复杂相互作用获得新的理论见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Linguistic Change in Open Source Software
In this paper, we seek to advance the state-of-the-art in code evolution analysis research and practice by statistically analyzing, interpreting, and formally describing the evolution of code lexicon in Open Source Software (OSS). The underlying hypothesis is that, similar to natural language, code lexicon falls under the remit of evolutionary principles. Therefore, adapting theories and statistical models of natural language evolution to code is expected to provide unique insights into software evolution. Our analysis in this paper is conducted using 2,000 OSS systems sampled from a broad range of application domains. Our results show that a) OSS projects exhibit a significant shift in their linguistic identity over time, b) different syntactic structures of code lexicon evolve differently, c) different factors of OSS development and different maintenance activities impact code lexicon differently. These insights lay out a preliminary foundation for modeling the linguistic history of OSS projects. In the long run, this foundation will be utilized to provide support for basic software maintenance and program comprehension activities, and gain new theoretical insights into the complex interplay between linguistic change and various system and human aspects of OSS development.
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