Academic Journal

A fine-grained data set and analysis of tangling in bug fixing commits

التفاصيل البيبلوغرافية
العنوان: A fine-grained data set and analysis of tangling in bug fixing commits
المؤلفون: Herbold, S. (Steffen), Trautsch, A. (Alexander), Ledel, B. (Benjamin), Aghamohammadi, A. (Alireza), Ghaleb, T. A. (Taher A.), Chahal, K. K. (Kuljit Kaur), Bossenmaier, T. (Tim), Nagaria, B. (Bhaveet), Makedonski, P. (Philip), Ahmadabadi, M. N. (Matin Nili), Szabados, K. (Kristof), Spieker, H. (Helge), Madeja, M. (Matej), Hoy, N. (Nathaniel), Lenarduzzi, V. (Valentina), Wang, S. (Shangwen), Rodríguez-Pérez, G. (Gema), Colomo-Palacios, R. (Ricardo), Verdecchia, R. (Roberto), Singh, P. (Paramvir), Qin, Y. (Yihao), Chakroborti, D. (Debasish), Davis, W. (Willard), Walunj, V. (Vijay), Wu, H. (Hongjun), Marcilio, D. (Diego), Alam, O. (Omar), Aldaeej, A. (Abdullah), Amit, I. (Idan), Turhan, B. (Burak), Eismann, S. (Simon), Wickert, A.-K. (Anna-Katharina), Malavolta, I. (Ivano), Sulír, M. (Matúš), Fard, F. (Fatemeh), Henley, A. Z. (Austin Z.), Kourtzanidis, S. (Stratos), Tuzun, E. (Eray), Treude, C. (Christoph), Shamasbi, S. M. (Simin Maleki), Pashchenko, I. (Ivan), Wyrich, M. (Marvin), Davis, J. (James), Serebrenik, A. (Alexander), Albrecht, E. (Ella), Aktas, E. U. (Ethem Utku), Strüber, D. (Daniel), Erbel, J. (Johannes)
بيانات النشر: Springer Nature
سنة النشر: 2022
المجموعة: Jultika - University of Oulu repository / Oulun yliopiston julkaisuarkisto
مصطلحات موضوعية: Bug fix, Manual validation, Registered report, Research turk, Tangled changes, Tangled commits
الوصف: Context: Tangled commits are changes to software that address multiple concerns at once. For researchers interested in bugs, tangled commits mean that they actually study not only bugs, but also other concerns irrelevant for the study of bugs. Objectives: We want to improve our understanding of the prevalence of tangling and the types of changes that are tangled within bug fixing commits. Methods: We use a crowd sourcing approach for manual labeling to validate which changes contribute to bug fixes for each line in bug fixing commits. Each line is labeled by four participants. If at least three participants agree on the same label, we have consensus. Results: We estimate that between 17% and 32% of all changes in bug fixing commits modify the source code to fix the underlying problem. However, when we only consider changes to the production code files this ratio increases to 66% to 87%. We find that about 11% of lines are hard to label leading to active disagreements between participants. Due to confirmed tangling and the uncertainty in our data, we estimate that 3% to 47% of data is noisy without manual untangling, depending on the use case. Conclusions: Tangled commits have a high prevalence in bug fixes and can lead to a large amount of noise in the data. Prior research indicates that this noise may alter results. As researchers, we should be skeptics and assume that unvalidated data is likely very noisy, until proven otherwise.
نوع الوثيقة: article in journal/newspaper
وصف الملف: application/pdf
اللغة: English
الاتاحة: http://urn.fi/urn:nbn:fi-fe2022111065139
Rights: info:eu-repo/semantics/openAccess ; © The Author(s) 2022. This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. ; https://creativecommons.org/licenses/by/4.0/
رقم الانضمام: edsbas.EF825EE
قاعدة البيانات: BASE