18 Publications
2024 | Conference Paper | LibreCat-ID: 58054
Sharma A, Leite D, Demir C, Ngomo A-CN. 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. doi:10.1109/fuzz-ieee60900.2024.10611982
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58053
Leite D, Sharma A, Demir C, Ngomo A-C. Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers. In: 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 C, KOUAGOU NJ, Sharma A, Ngonga Ngomo A-C. Inference over Unseen Entities, Relations and Literals on Knowledge Graphs. Arxiv. Published online 2024. doi:10.48550/ARXIV.2410.06742
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58052
Leite D, Silva A, Casalino G, Sharma A, Fortunato D, Ngomo A-C. 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. doi:10.1109/eais58494.2024.10570033
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58048
Sharma A, KOUAGOU NJ, Ngonga Ngomo A-C. Resilience in Knowledge Graph Embeddings. Arxiv. Published online 2024. doi:10.48550/ARXIV.2410.21163
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58051
Demir C, Sharma A, Ngonga Ngomo A-C. Adaptive Stochastic Weight Averaging. arxiv. Published online 2024. doi:10.48550/ARXIV.2406.19092
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 45886 | 
Wehrheim H, Hüllermeier E, Becker S, Becker M, Richter C, Sharma A. Composition Analysis in Unknown Contexts. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:105-123. doi:10.5281/zenodo.8068510
LibreCat
| Files available
| DOI
2023 | Dissertation | LibreCat-ID: 58047
Sharma A. Testing of Machine Learning Algorithms and Models.; 2023. doi:http://oops.uni-oldenburg.de/5927
LibreCat
| DOI
2022 | Conference Paper | LibreCat-ID: 32311
Sharma A, Melnikov V, Hüllermeier E, Wehrheim H. Property-Driven Testing of Black-Box Functions. In: Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE). IEEE; 2022:113-123.
LibreCat
2021 | Journal Article | LibreCat-ID: 25213
Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCheck- Property-Driven Testing of Machine Learning Models. CoRR. 2021;abs/2105.00741.
LibreCat
2021 | Conference Paper | LibreCat-ID: 28350
Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCHECK–Property-Driven Testing of Machine Learning Classifiers. In: Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE.
LibreCat
2020 | Conference Paper | LibreCat-ID: 19656
Sharma A, Wehrheim H. Automatic Fairness Testing of Machine Learning Models. In: Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS). LNCS. Springer.
LibreCat
2020 | Journal Article | LibreCat-ID: 20279
Sharma A, Wehrheim H. Testing Monotonicity of Machine Learning Models. CoRR. 2020;abs/2002.12278.
LibreCat
2020 | Conference Paper | LibreCat-ID: 16724
Sharma A, Wehrheim H. 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.
LibreCat
2019 | Conference Paper | LibreCat-ID: 3287 |
Schneider SB, Sharma A, Karl H, Wehrheim H. Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets. In: 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM). Washington, DC, USA: IFIP; 2019:116--124.
LibreCat
| Files available
| Download (ext.)
2019 | Conference Abstract | LibreCat-ID: 7752
Sharma A, Wehrheim H. Testing Balancedness of ML Algorithms. In: Proceedings of the Software Engineering Conference (SE). Vol P-292. Lecture Notes in Informatics (LNI). Stuttgart: Gesellschaft für Informatik e.V. (GI); 2019:157-158.
LibreCat
2019 | Conference Paper | LibreCat-ID: 7635
Sharma A, Wehrheim H. Testing Machine Learning Algorithms for Balanced Data Usage. In: IEEE International Conference on Software Testing, Verification and Validation (ICST). Xi’an, China: IEEE; 2019:125--135.
LibreCat
| Files available
2019 | Conference Paper | LibreCat-ID: 10094
Sharma A, Wehrheim H. Testing Balancedness of ML Algorithms. In: Becker S, Bogicevic I, Herzwurm G, Wagner S, eds. Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019. Vol {P-292}. {LNI}. {GI}; 2019:157-158. doi:10.18420/se2019-48
LibreCat
| DOI
18 Publications
2024 | Conference Paper | LibreCat-ID: 58054
Sharma A, Leite D, Demir C, Ngomo A-CN. 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. doi:10.1109/fuzz-ieee60900.2024.10611982
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58053
Leite D, Sharma A, Demir C, Ngomo A-C. Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers. In: 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 C, KOUAGOU NJ, Sharma A, Ngonga Ngomo A-C. Inference over Unseen Entities, Relations and Literals on Knowledge Graphs. Arxiv. Published online 2024. doi:10.48550/ARXIV.2410.06742
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 58052
Leite D, Silva A, Casalino G, Sharma A, Fortunato D, Ngomo A-C. 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. doi:10.1109/eais58494.2024.10570033
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58048
Sharma A, KOUAGOU NJ, Ngonga Ngomo A-C. Resilience in Knowledge Graph Embeddings. Arxiv. Published online 2024. doi:10.48550/ARXIV.2410.21163
LibreCat
| DOI
2024 | Journal Article | LibreCat-ID: 58051
Demir C, Sharma A, Ngonga Ngomo A-C. Adaptive Stochastic Weight Averaging. arxiv. Published online 2024. doi:10.48550/ARXIV.2406.19092
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 45886 |
Wehrheim H, Hüllermeier E, Becker S, Becker M, Richter C, Sharma A. Composition Analysis in Unknown Contexts. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:105-123. doi:10.5281/zenodo.8068510
LibreCat
| Files available
| DOI
2023 | Dissertation | LibreCat-ID: 58047
Sharma A. Testing of Machine Learning Algorithms and Models.; 2023. doi:http://oops.uni-oldenburg.de/5927
LibreCat
| DOI
2022 | Conference Paper | LibreCat-ID: 32311
Sharma A, Melnikov V, Hüllermeier E, Wehrheim H. Property-Driven Testing of Black-Box Functions. In: Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE). IEEE; 2022:113-123.
LibreCat
2021 | Journal Article | LibreCat-ID: 25213
Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCheck- Property-Driven Testing of Machine Learning Models. CoRR. 2021;abs/2105.00741.
LibreCat
2021 | Conference Paper | LibreCat-ID: 28350
Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCHECK–Property-Driven Testing of Machine Learning Classifiers. In: Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE.
LibreCat
2020 | Conference Paper | LibreCat-ID: 19656
Sharma A, Wehrheim H. Automatic Fairness Testing of Machine Learning Models. In: Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS). LNCS. Springer.
LibreCat
2020 | Journal Article | LibreCat-ID: 20279
Sharma A, Wehrheim H. Testing Monotonicity of Machine Learning Models. CoRR. 2020;abs/2002.12278.
LibreCat
2020 | Conference Paper | LibreCat-ID: 16724
Sharma A, Wehrheim H. 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.
LibreCat
2019 | Conference Paper | LibreCat-ID: 3287 |
Schneider SB, Sharma A, Karl H, Wehrheim H. Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets. In: 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM). Washington, DC, USA: IFIP; 2019:116--124.
LibreCat
| Files available
| Download (ext.)
2019 | Conference Abstract | LibreCat-ID: 7752
Sharma A, Wehrheim H. Testing Balancedness of ML Algorithms. In: Proceedings of the Software Engineering Conference (SE). Vol P-292. Lecture Notes in Informatics (LNI). Stuttgart: Gesellschaft für Informatik e.V. (GI); 2019:157-158.
LibreCat
2019 | Conference Paper | LibreCat-ID: 7635
Sharma A, Wehrheim H. Testing Machine Learning Algorithms for Balanced Data Usage. In: IEEE International Conference on Software Testing, Verification and Validation (ICST). Xi’an, China: IEEE; 2019:125--135.
LibreCat
| Files available
2019 | Conference Paper | LibreCat-ID: 10094
Sharma A, Wehrheim H. Testing Balancedness of ML Algorithms. In: Becker S, Bogicevic I, Herzwurm G, Wagner S, eds. Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019. Vol {P-292}. {LNI}. {GI}; 2019:157-158. doi:10.18420/se2019-48
LibreCat
| DOI