Searching for Quality: Genetic Algorithms and Metamorphic Testing for Software Engineering ML

Author:

Applis Leonhard1ORCID,Panichella Annibale1ORCID,Marang Ruben1ORCID

Affiliation:

1. Delft University of Technology, Delft, Netherlands

Publisher

ACM

Reference45 articles.

1. Z. Chen , J. M. Zhang , M. Hort , F. Sarro , and M. Harman , " Fairness testing: A comprehensive survey and analysis of trends," arXiv preprint arXiv:2207.10223 , 2022 . Z. Chen, J. M. Zhang, M. Hort, F. Sarro, and M. Harman, "Fairness testing: A comprehensive survey and analysis of trends," arXiv preprint arXiv:2207.10223, 2022.

2. G. Hooker , Diagnostics and extrapolation in machine learning. stanford university , 2004 . G. Hooker, Diagnostics and extrapolation in machine learning. stanford university, 2004.

3. Y. Zhang , Y. Chen , S.-C. Cheung , Y. Xiong , and L. Zhang , " An empirical study on tensorflow program bugs," in Proceedings of the 27th ACM SIGSOFT International Symposium on Software Testing and Analysis , 2018 , pp. 129 -- 140 . Y. Zhang, Y. Chen, S.-C. Cheung, Y. Xiong, and L. Zhang, "An empirical study on tensorflow program bugs," in Proceedings of the 27th ACM SIGSOFT International Symposium on Software Testing and Analysis, 2018, pp. 129--140.

4. Machine Learning Testing: Survey, Landscapes and Horizons

5. AI can be sexist and racist — it’s time to make it fair

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