Ethical AI-Powered Regression Test Selection
| Autor: | Mirgita Frasheri, Per Erik Strandberg, Eduard Paul Enoiu |
|---|---|
| Rok vydání: | 2021 |
| Předmět: |
FOS: Computer and information sciences
computer ethics regression test selection Computer Science - Artificial Intelligence Computer science business.industry Process (engineering) Computer ethics Software development artificial intelligence Data science test automation Checklist Test (assessment) Software Engineering (cs.SE) Computer Science - Software Engineering Test case Artificial Intelligence (cs.AI) Regression testing Selection (linguistics) business |
| Zdroj: | AITest Strandberg, P E, Frasheri, M & Enoiu, E P 2021, Ethical AI-Powered Regression Test Selection . in 2021 IEEE International Conference on Artificial Intelligence Testing (AITest) . IEEE, pp. 83-84, 3rd IEEE International Conference on Artificial Intelligence Testing, AITest 2021, Virtual, Online, United Kingdom, 23/08/2021 . https://doi.org/10.1109/AITEST52744.2021.00025 International Conference On Artificial Intelligence Testing 2021 IEEE International Conference on Artificial Intelligence Testing (AITest) |
| DOI: | 10.48550/arxiv.2106.16050 |
| Popis: | Test automation is common in software development; often one tests repeatedly to identify regressions. If the amount of test cases is large, one may select a subset and only use the most important test cases. The regression test selection (RTS) could be automated and enhanced with Artificial Intelligence (AI-RTS). This however could introduce ethical challenges. While such challenges in AI are in general well studied, there is a gap with respect to ethical AI-RTS. By exploring the literature and learning from our experiences of developing an industry AI-RTS tool, we contribute to the literature by identifying three challenges (assigning responsibility, bias in decision-making and lack of participation) and three approaches (explicability, supervision and diversity). Additionally, we provide a checklist for ethical AI-RTS to help guide the decision-making of the stakeholders involved in the process. Comment: 2 pages, 1 figure, accepted to AITest'21 |
| Databáze: | OpenAIRE |
| Externí odkaz: |
|