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P2 The Causality of Bug Resolution: A Tale of Two Systems

缺陷解决的因果性:两个系统的故事
FSE Proceedings of the 33rd ACM International Conference on the Foundations of Software Engineering2025匹配度 2/10 · 该论文研究缺陷解决时间的因果因素,属于软件工程实证研究,与用户关注的程序静态分析、LLM/Agent、浮点程序分析及贝叶斯程序分析等核心方向无直接关联。引用 1 inbox
Reshmi Maulik, Subhajit Datta, Subhashis Majumder
crossref: 2026-09-12

AI 速览

一句话:提出并验证影响缺陷解决时间的因果模型,在两个真实数据集上识别关键决定因素。

论文关注软件缺陷解决时间的因果因素。由于无法在真实开发场景中开展随机对照试验,作者采用因果推断方法,建立影响缺陷解决的因素模型,并在两个真实数据集上进行验证,以隔离各因素对解决时间的影响。研究识别出缺陷解决时间的关键决定因素,为开发者、项目经理和开发组织提供实践启示。结果强调因果分析相较相关性研究在理解缺陷解决过程中的价值。

问题
软件缺陷解决时间对开发者、客户和最终用户至关重要,但现有研究多为相关性分析,难以确定因果因素,且随机对照试验在真实开发场景中不可行。
方法
提出影响缺陷解决的因素模型,并利用因果推断技术在两个真实世界数据集上验证,以隔离各因素对缺陷解决时间的影响。
评估
在两个真实世界数据集上验证模型,识别出缺陷解决时间的关键决定因素,并总结对开发者、项目经理和开发组织的启示。
原文摘要(Abstract)

Timely and effective bug resolution is a central concern of software development; more so, for systems that serve needs of real-world users. A large body of software engineering research literature involves studies on bug resolution processes. Many of these studies are correlational in nature, as they analyze historical data to uncover factors influencing bug resolution times. Understanding what causes software bugs to be resolved faster is of critical interest to developers, customers, and end users. Randomized controlled trials (RCT) – widely used in establishing causal effects in other areas such as medical research – are not feasible in a real-world software development scenario. Thus causal inference techniques are essential in such settings to isolate the influences on bug resolution times. In this paper we propose a model of factors affecting bug resolution. The model is validated on two real-world datasets, leading us to identify key determinants of bug resolution times. Our results offer valuable insights for individual developers, project managers, and development organizations.

链接与引用

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BibTeX
@inproceedings{paperbot9075,
  title = {The Causality of Bug Resolution: A Tale of Two Systems},
  author = {Reshmi Maulik and Subhajit Datta and Subhashis Majumder},
  booktitle = {FSE},
  year = {2025},
  doi = {10.1145/3696630.3731616}
}