18 Publications
2024 | Conference Paper | LibreCat-ID: 58054
Sharma, Arnab, Daniel Leite, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees.” In 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE, 2024. https://doi.org/10.1109/fuzz-ieee60900.2024.10611982.
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58053
Leite, Daniel, Arnab Sharma, Caglar Demir, and Axel-Cyrille Ngomo. “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.” In 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE, 2024. https://doi.org/10.1109/fuzz-ieee60900.2024.10611937.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58049
Demir, Caglar, N’Dah Jean KOUAGOU, Arnab Sharma, and Axel-Cyrille Ngonga Ngomo. “Inference over Unseen Entities, Relations and Literals on Knowledge Graphs.” Arxiv, 2024. https://doi.org/10.48550/ARXIV.2410.06742.
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58052
Leite, Daniel, Alisson Silva, Gabriella Casalino, Arnab Sharma, Danielle Fortunato, and Axel-Cyrille Ngomo. “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams.” In 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS). IEEE, 2024. https://doi.org/10.1109/eais58494.2024.10570033.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58048
Sharma, Arnab, N’Dah Jean KOUAGOU, and Axel-Cyrille Ngonga Ngomo. “Resilience in Knowledge Graph Embeddings.” Arxiv, 2024. https://doi.org/10.48550/ARXIV.2410.21163.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58051
Demir, Caglar, Arnab Sharma, and Axel-Cyrille Ngonga Ngomo. “Adaptive Stochastic Weight Averaging.” Arxiv, 2024. https://doi.org/10.48550/ARXIV.2406.19092.
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 45886 |

Wehrheim, Heike, Eyke Hüllermeier, Steffen Becker, Matthias Becker, Cedric Richter, and Arnab Sharma. “Composition Analysis in Unknown Contexts.” In On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:105–23. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068510.
LibreCat
| Files available
| DOI
2023 | Dissertation | LibreCat-ID: 58047
Sharma, Arnab. Testing of Machine Learning Algorithms and Models, 2023. http://oops.uni-oldenburg.de/5927.
LibreCat
| DOI
2022 | Conference Paper | LibreCat-ID: 32311
Sharma, Arnab, Vitaly Melnikov, Eyke Hüllermeier, and Heike Wehrheim. “Property-Driven Testing of Black-Box Functions.” In Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), 113–23. IEEE, 2022.
LibreCat
2021 | Journal Article | LibreCat-ID: 25213
Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCheck- Property-Driven Testing of Machine Learning Models.” CoRR abs/2105.00741 (2021).
LibreCat
2021 | Conference Paper | LibreCat-ID: 28350
Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” In Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE, n.d.
LibreCat
2020 | Conference Paper | LibreCat-ID: 19656
Sharma, Arnab, and Heike Wehrheim. “Automatic Fairness Testing of Machine Learning Models.” In Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS). LNCS. Springer, n.d.
LibreCat
2020 | Journal Article | LibreCat-ID: 20279
Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning Models.” CoRR abs/2002.12278 (2020).
LibreCat
2020 | Conference Paper | LibreCat-ID: 16724
Sharma, Arnab, and Heike Wehrheim. “Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models.” In Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA). ACM, n.d.
LibreCat
2019 | Conference Paper | LibreCat-ID: 3287 |

Schneider, Stefan Balthasar, Arnab Sharma, Holger Karl, and Heike Wehrheim. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” In 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), 116--124. Washington, DC, USA: IFIP, 2019.
LibreCat
| Files available
| Download (ext.)
2019 | Conference Abstract | LibreCat-ID: 7752
Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” In Proceedings of the Software Engineering Conference (SE), P-292:157–58. Lecture Notes in Informatics (LNI). Stuttgart: Gesellschaft für Informatik e.V. (GI), 2019.
LibreCat
2019 | Conference Paper | LibreCat-ID: 7635
Sharma, Arnab, and Heike Wehrheim. “Testing Machine Learning Algorithms for Balanced Data Usage.” In IEEE International Conference on Software Testing, Verification and Validation (ICST), 125--135. Xi’an, China: IEEE, 2019.
LibreCat
| Files available
2019 | Conference Paper | LibreCat-ID: 10094
Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” In Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019, edited by Steffen Becker, Ivan Bogicevic, Georg Herzwurm, and Stefan Wagner, {P-292}:157–58. {LNI}. {GI}, 2019. https://doi.org/10.18420/se2019-48.
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18 Publications
2024 | Conference Paper | LibreCat-ID: 58054
Sharma, Arnab, Daniel Leite, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees.” In 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE, 2024. https://doi.org/10.1109/fuzz-ieee60900.2024.10611982.
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58053
Leite, Daniel, Arnab Sharma, Caglar Demir, and Axel-Cyrille Ngomo. “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.” In 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE, 2024. https://doi.org/10.1109/fuzz-ieee60900.2024.10611937.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58049
Demir, Caglar, N’Dah Jean KOUAGOU, Arnab Sharma, and Axel-Cyrille Ngonga Ngomo. “Inference over Unseen Entities, Relations and Literals on Knowledge Graphs.” Arxiv, 2024. https://doi.org/10.48550/ARXIV.2410.06742.
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58052
Leite, Daniel, Alisson Silva, Gabriella Casalino, Arnab Sharma, Danielle Fortunato, and Axel-Cyrille Ngomo. “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams.” In 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS). IEEE, 2024. https://doi.org/10.1109/eais58494.2024.10570033.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58048
Sharma, Arnab, N’Dah Jean KOUAGOU, and Axel-Cyrille Ngonga Ngomo. “Resilience in Knowledge Graph Embeddings.” Arxiv, 2024. https://doi.org/10.48550/ARXIV.2410.21163.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58051
Demir, Caglar, Arnab Sharma, and Axel-Cyrille Ngonga Ngomo. “Adaptive Stochastic Weight Averaging.” Arxiv, 2024. https://doi.org/10.48550/ARXIV.2406.19092.
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 45886 |

Wehrheim, Heike, Eyke Hüllermeier, Steffen Becker, Matthias Becker, Cedric Richter, and Arnab Sharma. “Composition Analysis in Unknown Contexts.” In On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:105–23. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.5281/zenodo.8068510.
LibreCat
| Files available
| DOI
2023 | Dissertation | LibreCat-ID: 58047
Sharma, Arnab. Testing of Machine Learning Algorithms and Models, 2023. http://oops.uni-oldenburg.de/5927.
LibreCat
| DOI
2022 | Conference Paper | LibreCat-ID: 32311
Sharma, Arnab, Vitaly Melnikov, Eyke Hüllermeier, and Heike Wehrheim. “Property-Driven Testing of Black-Box Functions.” In Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), 113–23. IEEE, 2022.
LibreCat
2021 | Journal Article | LibreCat-ID: 25213
Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCheck- Property-Driven Testing of Machine Learning Models.” CoRR abs/2105.00741 (2021).
LibreCat
2021 | Conference Paper | LibreCat-ID: 28350
Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” In Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE, n.d.
LibreCat
2020 | Conference Paper | LibreCat-ID: 19656
Sharma, Arnab, and Heike Wehrheim. “Automatic Fairness Testing of Machine Learning Models.” In Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS). LNCS. Springer, n.d.
LibreCat
2020 | Journal Article | LibreCat-ID: 20279
Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning Models.” CoRR abs/2002.12278 (2020).
LibreCat
2020 | Conference Paper | LibreCat-ID: 16724
Sharma, Arnab, and Heike Wehrheim. “Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models.” In Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA). ACM, n.d.
LibreCat
2019 | Conference Paper | LibreCat-ID: 3287 |

Schneider, Stefan Balthasar, Arnab Sharma, Holger Karl, and Heike Wehrheim. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” In 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), 116--124. Washington, DC, USA: IFIP, 2019.
LibreCat
| Files available
| Download (ext.)
2019 | Conference Abstract | LibreCat-ID: 7752
Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” In Proceedings of the Software Engineering Conference (SE), P-292:157–58. Lecture Notes in Informatics (LNI). Stuttgart: Gesellschaft für Informatik e.V. (GI), 2019.
LibreCat
2019 | Conference Paper | LibreCat-ID: 7635
Sharma, Arnab, and Heike Wehrheim. “Testing Machine Learning Algorithms for Balanced Data Usage.” In IEEE International Conference on Software Testing, Verification and Validation (ICST), 125--135. Xi’an, China: IEEE, 2019.
LibreCat
| Files available
2019 | Conference Paper | LibreCat-ID: 10094
Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” In Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019, edited by Steffen Becker, Ivan Bogicevic, Georg Herzwurm, and Stefan Wagner, {P-292}:157–58. {LNI}. {GI}, 2019. https://doi.org/10.18420/se2019-48.
LibreCat
| DOI