18 Publications
2024 | Conference Paper | LibreCat-ID: 58054
Sharma, Arnab, et al. “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees.” 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024, doi:10.1109/fuzz-ieee60900.2024.10611982.
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58053
Leite, Daniel, et al. “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.” 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024, doi:10.1109/fuzz-ieee60900.2024.10611937.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58049
Demir, Caglar, et al. “Inference over Unseen Entities, Relations and Literals on Knowledge Graphs.” Arxiv, 2024, doi:10.48550/ARXIV.2410.06742.
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58052
Leite, Daniel, et al. “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams.” 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS), IEEE, 2024, doi:10.1109/eais58494.2024.10570033.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58048
Sharma, Arnab, et al. “Resilience in Knowledge Graph Embeddings.” Arxiv, 2024, doi:10.48550/ARXIV.2410.21163.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58051
Demir, Caglar, et al. “Adaptive Stochastic Weight Averaging.” Arxiv, 2024, doi:10.48550/ARXIV.2406.19092.
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 45886 | 
Wehrheim, Heike, et al. “Composition Analysis in Unknown Contexts.” On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 105–23, doi:10.5281/zenodo.8068510.
LibreCat
| Files available
| DOI
2023 | Dissertation | LibreCat-ID: 58047
Sharma, Arnab. Testing of Machine Learning Algorithms and Models. 2023, doi:http://oops.uni-oldenburg.de/5927.
LibreCat
| DOI
2022 | Conference Paper | LibreCat-ID: 32311
Sharma, Arnab, et al. “Property-Driven Testing of Black-Box Functions.” Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), IEEE, 2022, pp. 113–23.
LibreCat
2021 | Journal Article | LibreCat-ID: 25213
Sharma, Arnab, et al. “MLCheck- Property-Driven Testing of Machine Learning Models.” CoRR, vol. abs/2105.00741, 2021.
LibreCat
2021 | Conference Paper | LibreCat-ID: 28350
Sharma, Arnab, et al. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA), IEEE.
LibreCat
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.
LibreCat
2020 | Journal Article | LibreCat-ID: 20279
Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning Models.” CoRR, vol. 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.” Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)., ACM.
LibreCat
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.
LibreCat
| Files available
| Download (ext.)
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.
LibreCat
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.
LibreCat
| Files available
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.
LibreCat
| DOI
18 Publications
2024 | Conference Paper | LibreCat-ID: 58054
Sharma, Arnab, et al. “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees.” 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024, doi:10.1109/fuzz-ieee60900.2024.10611982.
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58053
Leite, Daniel, et al. “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.” 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024, doi:10.1109/fuzz-ieee60900.2024.10611937.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58049
Demir, Caglar, et al. “Inference over Unseen Entities, Relations and Literals on Knowledge Graphs.” Arxiv, 2024, doi:10.48550/ARXIV.2410.06742.
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58052
Leite, Daniel, et al. “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams.” 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS), IEEE, 2024, doi:10.1109/eais58494.2024.10570033.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58048
Sharma, Arnab, et al. “Resilience in Knowledge Graph Embeddings.” Arxiv, 2024, doi:10.48550/ARXIV.2410.21163.
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58051
Demir, Caglar, et al. “Adaptive Stochastic Weight Averaging.” Arxiv, 2024, doi:10.48550/ARXIV.2406.19092.
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 45886 |
Wehrheim, Heike, et al. “Composition Analysis in Unknown Contexts.” On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 105–23, doi:10.5281/zenodo.8068510.
LibreCat
| Files available
| DOI
2023 | Dissertation | LibreCat-ID: 58047
Sharma, Arnab. Testing of Machine Learning Algorithms and Models. 2023, doi:http://oops.uni-oldenburg.de/5927.
LibreCat
| DOI
2022 | Conference Paper | LibreCat-ID: 32311
Sharma, Arnab, et al. “Property-Driven Testing of Black-Box Functions.” Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), IEEE, 2022, pp. 113–23.
LibreCat
2021 | Journal Article | LibreCat-ID: 25213
Sharma, Arnab, et al. “MLCheck- Property-Driven Testing of Machine Learning Models.” CoRR, vol. abs/2105.00741, 2021.
LibreCat
2021 | Conference Paper | LibreCat-ID: 28350
Sharma, Arnab, et al. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA), IEEE.
LibreCat
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.
LibreCat
2020 | Journal Article | LibreCat-ID: 20279
Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning Models.” CoRR, vol. 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.” Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)., ACM.
LibreCat
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.
LibreCat
| Files available
| Download (ext.)
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.
LibreCat
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.
LibreCat
| Files available
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.
LibreCat
| DOI