Identifying casualty changes in software patches

Adriana Sejfia, Yixue Zhao, Nenad Medvidović

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Noise in software patches impacts their understanding, analysis, and use for tasks such as change prediction. Although several approaches have been developed to identify noise in patches, this issue has persisted. An analysis of a dataset of security patches for the Tomcat web server, which we further expanded with security patches from five additional systems, uncovered several kinds of previously unreported noise which we call nonessential casualty changes. These are changes that themselves do not alter the logic of the program but are necessitated by other changes made in the patch. In this paper, we provide a comprehensive taxonomy of casualty changes. We then develop CasCADe, an automated technique for automatically identifying casualty changes. We evaluate CasCADe with several publicly available datasets of patches and tools that focus on them. Our results show that CasCADe is highly accurate, that the kinds of noise it identifies occur relatively commonly in patches, and that removing this noise improves upon the evaluation results of a previously published change-based approach.

Original languageEnglish
Title of host publicationESEC/FSE 2021 - Proceedings of the 29th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering
EditorsDiomidis Spinellis
PublisherACM
Pages304-315
Number of pages12
ISBN (Electronic)9781450385626
DOIs
Publication statusPublished - 20 Aug 2021
Event29th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering, ESEC/FSE 2021 - Virtual, Online, Greece
Duration: 23 Aug 202128 Aug 2021

Publication series

NameESEC/FSE 2021 - Proceedings of the 29th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering

Conference

Conference29th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering, ESEC/FSE 2021
Country/TerritoryGreece
CityVirtual, Online
Period23/08/2128/08/21

Keywords / Materials (for Non-textual outputs)

  • Change-based Analysis
  • Noise in Patches
  • Software Patches

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