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Continuous integration (CI) tools integrate code changes by automatically compiling, building, and executing test cases upon submission of code changes. Use of CI tools is getting increasingly popular, yet how proprietary projects reap the…

Software Engineering · Computer Science 2018-09-17 Akond Rahman , Amritanshu Agrawal , Rahul Krishna , Alexander Sobran

Software developed on public platform is a source of data that can be used to make predictions about those projects. While the individual developing activity may be random and hard to predict, the developing behavior on project level can be…

Software Engineering · Computer Science 2022-03-21 Tianpei Xia , Wei Fu , Rui Shu , Rishabh Agrawal , Tim Menzies

Open Source Software projects add labels to open issues to help contributors choose tasks. However, manually labeling issues is time-consuming and error-prone. Current automatic approaches for creating labels are mostly limited to…

Software Engineering · Computer Science 2024-01-24 Fabio Santos , Igor Wiese , Bianca Trinkenreich , Igor Steinmacher , Anita Sarma , Marco Gerosa

One of the main challenges that developers face when testing their systems lies in engineering test cases that are good enough to reveal bugs. And while our body of knowledge on software testing and automated test case generation is already…

Software Engineering · Computer Science 2021-11-09 Maurício Aniche , Christoph Treude , Andy Zaidman

Automatic testing is a widely adopted technique for improving software quality. Software developers add, remove and update test methods and test classes as part of the software development process as well as during the evolution phase,…

Software Engineering · Computer Science 2017-09-27 Stanislav Levin , Amiram Yehudai

Autonomous trading robots have been studied in artificial intelligence area for quite some time. Many AI techniques have been tested for building autonomous agents able to trade financial assets. These initiatives include traditional neural…

Artificial Intelligence · Computer Science 2022-06-30 Paulo André Lima de Castro

We present an expository overview of technical and cultural challenges to the development and adoption of automation at various stages in the data science prediction lifecycle, restricting focus to supervised learning with structured…

Machine Learning · Computer Science 2022-08-26 Nicholas Hoell

The Statistical Toolkit is an open source system specialized in the statistical comparison of distributions. It addresses requirements common to different experimental domains, such as simulation validation (e.g. comparison of experimental…

Computational Physics · Physics 2015-06-11 M Batic , A. M. Paganoni , A. Pfeiffer , M. G. Pia , A. Ribon

System modeling is a classical approach to ensure their reliability since it is suitable both for a formal verification and for software testing techniques. In the context of model-based testing an approach combining random testing and…

Software Engineering · Computer Science 2018-06-14 Julien Bernard , Pierre-Cyrille Héam , Olga Kouchnarenko

Regression Testing is exclusively executed to guarantee the desirable functionality of existing software after pursuing quite a few amendments or variations in it. Perhaps, it testifies the quality of the modified software by concealing the…

Software Engineering · Computer Science 2013-12-10 R. Beena , S. Sarala

The popularity of continuous integration (CI) is increasing as a result of market pressure to release product features or updates frequently. The ability of CI to deliver quality at speed depends on reliable test automation. In this paper,…

Software Engineering · Computer Science 2022-02-10 Yuqing Wang , Mika Mäntylä , Zihao Liu , Jouni Markkula

Scientific computing libraries, either being in-house or open-source, have experienced enormous progress in both engineering and scientific research. It is therefore essential to ensure that the modifications in the source code aroused by…

Computational Physics · Physics 2023-05-12 Bo Zhang , Chi Zhang , Xiangyu Hu

Agile teams juggle multiple tasks so professionals are often assigned to multiple projects, especially in service organizations that monitor and maintain a large suite of software for a large user base. If we could predict changes in…

Software Engineering · Computer Science 2018-09-07 Rahul Krishna , Amritanshu Agrawal , Akond Rahman , Alexander Sobran , Tim Menzies

Regression testing is crucial in ensuring that pure code refactoring does not adversely affect existing software functionality, but it can be expensive, accounting for half the cost of software maintenance. Automated test case generation…

Software Engineering · Computer Science 2024-01-05 Alejandra Duque-Torres , Claus Klammer , Dietmar Pfahl , Stefan Fischer , Rudolf Ramler

As researchers, we already understand how to make testing more effective and efficient at finding bugs. However, as fuzzing (i.e., automated testing) becomes more widely adopted in practice, practitioners are asking: Which assurances does a…

Software Engineering · Computer Science 2018-12-18 Marcel Böhme

Having a high quality software is essential in software engineering, which requires robust validation and verification processes during testing activities. Manual testing, while effective, can be time consuming and costly, leading to an…

Software Engineering · Computer Science 2025-01-03 Betim Sherifi , Khaled Slhoub , Fitzroy Nembhard

In software-engineering research, many empirical studies are conducted with open-source or industry developers. However, in contrast to other research communities like economics or psychology, only few experiments use financial incentives…

Software Engineering · Computer Science 2024-09-17 Dmitri Bershadskyy , Jacob Krüger , Gül Çalıklı , Siegmar Otto , Sarah Zabel , Jannik Greif , Robert Heyer

Nowadays, software testing professionals are commonly required to develop coding skills to work on test automation. One essential skill required from those who code is the ability to implement code refactoring, a valued quality aspect of…

Hosting over 10 million of software projects, GitHub is one of the most important data sources to study behavior of developers and software projects. However, with the increase of the size of open source datasets, the potential threats to…

Software Engineering · Computer Science 2018-05-09 Can Cheng , Bing Li , Zengyang Li , Peng Liang

This research describes the initial effort of building a prediction model for defects in system testing carried out by an independent testing team. The motivation to have such defect prediction model is to serve as early quality indicator…

Software Engineering · Computer Science 2014-01-24 Muhammad Dhiauddin Mohamed Suffian , Suhaimi Ibrahim