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Related papers: A Defect is Being Born: How Close Are We? A Time S…

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In recent years, defect prediction, one of the major software engineering problems, has been in the focus of researchers since it has a pivotal role in estimating software errors and faulty modules. Researchers with the goal of improving…

Software Engineering · Computer Science 2020-04-07 Ahmad Hasanpour , Pourya Farzi , Ali Tehrani , Reza Akbari

Debugging is considered as a rigorous but important feature of software engineering process. Since more than a decade, the software engineering research community is exploring different techniques for removal of faults from programs but it…

Software Engineering · Computer Science 2018-03-13 Safeeullah Soomro , Mohammad Riyaz Belgaum , Zainab Alansari , Mahdi H. Miraz

Explaining the prediction results of software defect prediction models is a challenging while practical task, which can provide useful information for developers to understand and fix the predicted bugs. To address this issue, recently,…

Software Engineering · Computer Science 2021-11-23 Jiho Shin , Reem Aleithan , Jaechang Nam , Junjie Wang , Song Wang

It can be insightful to extend qualitative studies with a secondary quantitative analysis (where the former suggests insightful questions that the latter can answer). Documenting developer beliefs should be the start, not the end, of…

Software Engineering · Computer Science 2019-04-12 Shrikanth N. C. , Tim Menzies

Accurate time-series forecasting is crucial in various scientific and industrial domains, yet deep learning models often struggle to capture long-term dependencies and adapt to data distribution shifts over time. We introduce Future-Guided…

Machine Learning · Computer Science 2025-09-30 Skye Gunasekaran , Assel Kembay , Hugo Ladret , Rui-Jie Zhu , Laurent Perrinet , Omid Kavehei , Jason Eshraghian

Fixing bugs is an important phase in software development and maintenance. In practice, the process of bug fixing may conflict with the release schedule. Such confliction leads to a trade-off between software quality and release schedule,…

Software Engineering · Computer Science 2017-04-18 Jifeng Xuan , Yan Hu , He Jiang

Providing feedback is an integral part of teaching. Most open online courses on programming make use of automated grading systems to support programming assignments and give real-time feedback. These systems usually rely on test results to…

Software Engineering · Computer Science 2019-05-30 Rahul Gupta , Aditya Kanade , Shirish Shevade

Time-series anomaly detection, which detects errors and failures in a workflow, is one of the most important topics in real-world applications. The purpose of time-series anomaly detection is to reduce potential damages or losses. However,…

Machine Learning · Computer Science 2025-04-17 Jinsung Jeon , Jaehyeon Park , Sewon Park , Jeongwhan Choi , Minjung Kim , Noseong Park

Bugs are inevitable in software development, and their reporting in open repositories can enhance software transparency and reliability assessment. This study aims to extract information from the issue tracking system Jira and proposes a…

Software Engineering · Computer Science 2024-08-01 Hasan Yagiz Ozkan , Poul Einer Heegaard , Wolfgang Kellerer , Carmen Mas-Machuca

Context: Conducting experiments is central to research machine learning research to benchmark, evaluate and compare learning algorithms. Consequently it is important we conduct reliable, trustworthy experiments. Objective: We investigate…

Defect prediction plays a crucial role in software engineering, enabling developers to identify defect-prone code and improve software quality. While extensive research has focused on refining machine learning models for defect prediction,…

Software Engineering · Computer Science 2025-03-04 Md Ahasanuzzaman , Gustavo A. Oliva , Ahmed E. Hassan , Zhen Ming , Jiang

With the sharp rise in software dependability and failure cost, high quality has been in great demand. However, guaranteeing high quality in software systems which have grown in size and complexity coupled with the constraints imposed on…

Software Engineering · Computer Science 2016-01-08 Bassey Isong , Obeten Ekabua

Accurate software defect prediction could help software practitioners allocate test resources to defect-prone modules effectively and efficiently. In the last decades, much effort has been devoted to build accurate defect prediction models,…

Software Engineering · Computer Science 2017-12-29 Yibin Liu , Yanhui Li , Jianbo Guo , Yuming Zhou , Baowen Xu

This paper presents the results of a research study related to software system failures, with the goal of understanding how we might better evolve, maintain and support software systems in production. We have qualitatively analyzed thirty…

Software Engineering · Computer Science 2020-08-26 Jonathan Sillito , Esdras Kutomi

The number of bug reports in complex software increases dramatically. Now bugs are triaged manually, bug triage or assignment is a labor-intensive and time-consuming task. Without knowledge about the structure of the software, testers often…

Software Engineering · Computer Science 2012-06-07 Deqing Wang , Hui Zhang , Rui Liu , Mengxiang Lin , Wenjun Wu , Hongping Hu

Bug localization aims to reduce debugging time by recommending program elements that are relevant for a specific bug report. To date, researchers have primarily addressed this problem by applying different information retrieval techniques…

Software Engineering · Computer Science 2022-03-08 Agnieszka Ciborowska , Michael J. Decker , Kostadin Damevski

Software testing helps developers to identify bugs. However, awareness of bugs is only the first step. Finding and correcting the faulty program components is equally hard and essential for high-quality software. Fault localization…

Software Engineering · Computer Science 2020-03-05 Hannes Thaller , Lukas Linsbauer , Alexander Egyed , Stefan Fischer

Background: Programming skills are advantageous to navigate today's society, so it is important to teach them to students. However, failure rates for programming courses are high, and especially students who fall behind early in…

Computers and Society · Computer Science 2024-02-06 Belinda Schantong , Dominik Gorgosch , Janet Siegmund

Lately, software development has become a predominantly online process, as more teams host and monitor their projects remotely. Sophisticated approaches employ issue tracking systems like Jira, predicting the time required to resolve issues…

Software Engineering · Computer Science 2026-01-16 Dimitrios-Nikitas Nastos , Themistoklis Diamantopoulos , Davide Tosi , Martina Tropeano , Andreas L. Symeonidis

The size of a software artifact influences the software quality and impacts the development process. In industry, when software size exceeds certain thresholds, memory errors accumulate and development tools might not be able to cope…

Software Engineering · Computer Science 2017-08-10 Jan Schroeder , Christian Berger , Alessia Knauss , Harri Preenja , Mohammad Ali , Miroslaw Staron , Thomas Herpel
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