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Related papers: Test Prioritization in Continuous Integration Envi…

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A classical heuristic in software testing is to reward diversity, which implies that a higher priority must be assigned to test cases that differ the most from those already prioritized. This approach is commonly known as similarity-based…

Software Engineering · Computer Science 2018-09-05 Alireza Haghighatkhah , Mika Mäntylä , Markku Oivo , Pasi Kuvaja

Continuous integration testing is an important step in the modern software engineering life cycle. Test prioritization is a method that can improve the efficiency of continuous integration testing by selecting test cases that can detect…

Software Engineering · Computer Science 2021-10-15 Aizaz Sharif , Dusica Marijan , Marius Liaaen

Regression testing activities greatly reduce the risk of faulty software release. However, the size of the test suites grows throughout the development process, resulting in time-consuming execution of the test suite and delayed feedback to…

Software Engineering · Computer Science 2023-11-21 Mostafa Mahdieh , Seyed-Hassan Mirian-Hosseinabadi , Mohsen Mahdieh

There is a growing body of research indicating the potential of machine learning to tackle complex software testing challenges. One such challenge pertains to continuous integration testing, which is highly time-constrained, and generates a…

Software Engineering · Computer Science 2022-04-26 Dusica Marijan

Continuous Integration (CI) requires efficient regression testing to ensure software quality without significantly delaying its CI builds. This warrants the need for techniques to reduce regression testing time, such as Test Case…

Software Engineering · Computer Science 2024-10-17 Ahmadreza Saboor Yaraghi , Mojtaba Bagherzadeh , Nafiseh Kahani , Lionel Briand

Testing in Continuous Integration (CI) involves test case prioritization, selection, and execution at each cycle. Selecting the most promising test cases to detect bugs is hard if there are uncertainties on the impact of committed code…

Software Engineering · Computer Science 2018-11-13 Helge Spieker , Arnaud Gotlieb , Dusica Marijan , Morten Mossige

In modern software engineering, Continuous Integration (CI) has become an indispensable step towards systematically managing the life cycles of software development. Large companies struggle with keeping the pipeline updated and…

Software Engineering · Computer Science 2020-12-22 João Lousada , Miguel Ribeiro

Recently, several Test Case Prioritization (TCP) techniques have been proposed to order test cases for achieving a goal during test execution, particularly, revealing faults sooner. In the Model-Based Testing (MBT) context, such techniques…

Software Engineering · Computer Science 2017-08-11 João Felipe Silva Ouriques , Emanuela Gadelha Cartaxo , Patrícia Duarte Lima Machado

Deep learning models are widely recognized for their effectiveness in identifying medical image findings in disease classification. However, their limitations become apparent in the dynamic and ever-changing clinical environment,…

Machine Learning · Computer Science 2024-06-04 Tanvi Verma , Lukas Schwemer , Mingrui Tan , Fei Gao , Yong Liu , Huazhu Fu

Diversity has been proposed as a key criterion to improve testing effectiveness and efficiency.It can be used to optimise large test repositories but also to visualise test maintenance issues and raise practitioners' awareness about waste…

Software Engineering · Computer Science 2020-10-20 Francisco Gomes de Oliveira Neto , Felix Dobslaw , Robert Feldt

Massive, multi-language, monolithic repositories form the backbone of many modern, complex software systems. To ensure consistent code quality while still allowing fast development cycles, Continuous Integration (CI) is commonly applied.…

Software Engineering · Computer Science 2025-01-22 Daniel Schwendner , Maximilian Jungwirth , Martin Gruber , Martin Knoche , Daniel Merget , Gordon Fraser

Test Case Prioritization (TCP) techniques aim at proposing new test case execution orders to favor the achievement of certain testing goal, such as fault detection. Current TCP research focus mainly on code-based regression testing; however…

Continuous integration (CI) has become a ubiquitous practice in modern software development, with major code hosting services offering free automation on popular platforms. CI offers major benefits, as it enables detecting bugs in code…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-03 Todd Gamblin , Daniel S. Katz

High-performance computing (HPC) systems are increasingly exploring dynamic resource management and malleable MPI applications to better adapt to heterogeneous architectures, fluctuating workloads, and energy constraints. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-30 Petter Sandås , Íñigo Aréjula-Aísa , Sergio Iserte , Antonio J. Peña

Context: During the development process of a software program, regression testing is used to ensure that the correct behavior of the software is retained after updates to the source code. This regression testing becomes costly over time as…

Software Engineering · Computer Science 2020-02-18 Mostafa Mahdieh , Seyed-Hassan Mirian-Hosseinabadi , Khashayar Etemadi , Ali Nosrati , Sajad Jalali

Reinforcement Learning is the premier technique to approach sequential decision problems, including complex tasks such as driving cars and landing spacecraft. Among the software validation and verification practices, testing for functional…

Software Engineering · Computer Science 2024-03-25 Quentin Mazouni , Helge Spieker , Arnaud Gotlieb , Mathieu Acher

The high-performance computing (HPC) community has adopted incentive structures to motivate reproducible research, with major conferences awarding badges to papers that meet reproducibility requirements. Yet, many papers do not meet such…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-01 Valérie Hayot-Sasson , Nathaniel Hudson , André Bauer , Maxime Gonthier , Ian Foster , Kyle Chard

To alleviate the cost of regression testing in continuous integration (CI), a large number of machine learning-based (ML-based) test case prioritization techniques have been proposed. However, it is yet unknown how they perform under the…

Software Engineering · Computer Science 2023-11-23 Yifan Zhao , Dan Hao , Lu Zhang

Continuous Integration (CI) significantly reduces integration problems, speeds up development time, and shortens release time. However, it also introduces new challenges for quality assurance activities, including regression testing, which…

Software Engineering · Computer Science 2021-03-29 Mojtaba Bagherzadeh , Nafiseh Kahani , Lionel Briand

The software industry is experiencing a surge in the adoption of Continuous Integration (CI) practices, both in commercial and open-source environments. CI practices facilitate the seamless integration of code changes by employing automated…

Software Engineering · Computer Science 2024-05-17 Hajer Mhalla , Mohamed Aymen Saied
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