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Trade-offs such as "how much testing is enough" are critical yet challenging project decisions in software engineering. Most existing approaches adopt risk-driven or value-based analysis to prioritize test cases and minimize test runs.…

Software Engineering · Computer Science 2022-01-31 Junjie Wang , Ye Yang , Zhe Yu , Tim Menzies , Qing Wang

Bugs, especially those in concurrent systems, are often hard to reproduce because they manifest only under rare conditions. Testers frequently encounter failures that occur only under specific inputs, even when occurring with low…

Software Engineering · Computer Science 2025-09-11 Yeshayahu Weiss , Gal Amram , Achiya Elyasaf , Eitan Farchi , Oded Margalit , Gera Weiss

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

Software Engineering · Computer Science 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

In recent years, defect prediction has received a great deal of attention in the empirical software engineering world. Predicting software defects before the maintenance phase is very important not only to decrease the maintenance costs but…

Software Engineering · Computer Science 2018-08-31 Ahmet Okutan

Recent advances in neural modeling for bug detection have been very promising. More specifically, using snippets of code to create continuous vectors or \textit{embeddings} has been shown to be very good at method name prediction and…

Software Engineering · Computer Science 2020-05-14 Jón Arnar Briem , Jordi Smit , Hendrig Sellik , Pavel Rapoport

The rapid pace of large-scale software development places increasing demands on traditional testing methodologies, often leading to bottlenecks in efficiency, accuracy, and coverage. We propose a novel perspective on software testing by…

Software Engineering · Computer Science 2025-04-08 Yuchen Wang , Shangxin Guo , Chee Wei Tan

Software development tasks must be performed successfully to achieve software quality and customer satisfaction. Knowing whether software tasks are likely to fail is essential to ensure the success of software projects. Issue Tracking…

Software Engineering · Computer Science 2020-06-03 Sandra L. Ramírez-Mora , Hanna Oktaba , Helena Gómez-Adorno

Maintenance of existing software requires a large amount of time for comprehending the source code. The architecture of a software, however, may not be clear to maintainers if up to date documentations are not available. Software clustering…

Software Engineering · Computer Science 2021-10-05 Alvin Jian Jia Tan , Chun Yong Chong , Aldeida Aleti

Due to their pivotal role in software engineering, considerable effort is spent on the quality assurance of software requirements specifications. As they are mainly described in natural language, relatively few means of automated quality…

Correcting bugs using modern Automated Program Repair (APR) can be both time-consuming and resource-expensive. We describe a program repair approach that aims to improve the scalability of modern APR tools. The approach leverages program…

Software Engineering · Computer Science 2024-08-05 Linas Vidziunas , David Binkley , Leon Moonen

Many contemporary software products have subsystems for automatic crash reporting. However, it is well-known that the same bug can produce slightly different reports. To manage this problem, reports are usually grouped, often manually by…

Software Engineering · Computer Science 2020-09-29 Roman Vasiliev , Dmitrij Koznov , George Chernishev , Aleksandr Khvorov , Dmitry Luciv , Nikita Povarov

Fault tolerance is a critical aspect of modern computing systems, ensuring correct functionality in the presence of faults. This paper presents a comprehensive survey of fault tolerance methods and software-based mitigation techniques in…

Systems and Control · Electrical Eng. & Systems 2024-04-17 Mohammadreza Amel Solouki , Shaahin Angizi , Massimo Violante

Software testing is one of the important ways to ensure the quality of software. It is found that testing cost more than 50% of overall project cost. Effective and efficient software testing utilizes the minimum resources of software.…

Machine Learning · Computer Science 2020-09-01 Ali Nawaz , Attique Ur Rehman , Muhammad Abbas

Compilers play a foundational role in building reliable software systems, and bugs within them can lead to catastrophic consequences. The compilation process typically involves hundreds of files, making traditional automated bug isolation…

Software Engineering · Computer Science 2025-06-24 Yixian Qi , Jiajun Jiang , Fengjie Li , Bowen Chen , Hongyu Zhang , Junjie Chen

Software quality assurance remains a major challenge in industrial environments, where large-scale and long-lived systems inevitably accumulate defects. Identifying the location of a fault is often time-consuming and costly, particularly…

Software Engineering · Computer Science 2026-05-14 Pernilla Hall , Anton Ununger , Riccardo Rubei , Alessio Bucaioni

Configuration space complexity makes the big-data software systems hard to configure well. Consider Hadoop, with over nine hundred parameters, developers often just use the default configurations provided with Hadoop distributions. The…

Systems and Control · Electrical Eng. & Systems 2020-06-24 Rahul Krishna , Chong Tang , Kevin Sullivan , Baishakhi Ray

Duplicate bug reports make up 42% of all reports in bug tracking systems (e.g., Bugzilla), causing significant maintenance overhead. Hence, detecting and resolving duplicate bug reports is essential for effective issue management.…

Software Engineering · Computer Science 2025-03-25 Usmi Mukherjee , Mohammad Masudur Rahman

Context: Given a bug report and source code of the project, bug localization can help developers to focus on fixing probable buggy files rather than searching the entire source code repository. While existing research uses information…

Software Engineering · Computer Science 2020-11-09 Shubham Sangle , Sandeep Muvva , Sridhar Chimalakonda , Karthikeyan Ponnalagu , Vijendran Gopalan Venkoparao

Bug localization is the task of recommending source code locations (typically files) that contain the cause of a bug and hence need to be changed to fix the bug. Along these lines, information retrieval-based bug localization (IRBL)…

Background: Performance bugs can lead to severe issues regarding computation efficiency, power consumption, and user experience. Locating these bugs is a difficult task because developers have to judge for every costly operation whether…

Software Engineering · Computer Science 2017-07-03 Sebastian Baltes , Oliver Moseler , Fabian Beck , Stephan Diehl