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8 Publications


2019 | Conference Paper | LibreCat-ID: 3287
Schneider, Stefan Balthasar, et al. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), IFIP, 2019, pp. 116--124.
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2019 | Conference Paper | LibreCat-ID: 7635
Sharma, Arnab, and Heike Wehrheim. “Testing Machine Learning Algorithms for Balanced Data Usage.” IEEE International Conference on Software Testing, Verification and Validation (ICST), IEEE, 2019, pp. 125--135.
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2019 | Conference Paper | LibreCat-ID: 10094
Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019, edited by Steffen Becker et al., vol. {P-292}, {GI}, 2019, pp. 157–58, doi:10.18420/se2019-48.
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2019 | Conference Abstract | LibreCat-ID: 7752
Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” Proceedings of the Software Engineering Conference (SE), vol. P-292, Gesellschaft für Informatik e.V. (GI), 2019, pp. 157–58.
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2020 | Conference Paper | LibreCat-ID: 19656
Sharma, Arnab, and Heike Wehrheim. “Automatic Fairness Testing of Machine Learning Models.” Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS), Springer.
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2020 | Journal Article | LibreCat-ID: 20279
Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning Models.” CoRR, vol. abs/2002.12278, 2020.
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2020 | Conference Paper | LibreCat-ID: 16724
Sharma, Arnab, and Heike Wehrheim. “Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models.” Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)., ACM.
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2021 | Journal Article | LibreCat-ID: 25213
Sharma, Arnab, et al. “MLCheck- Property-Driven Testing of Machine Learning Models.” CoRR, vol. abs/2105.00741, 2021.
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