18 Publications
2024 | Conference Paper | LibreCat-ID: 58054
Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees
A. Sharma, D. Leite, C. Demir, A.-C.N. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.
LibreCat
| DOI
A. Sharma, D. Leite, C. Demir, A.-C.N. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.
2024 | Conference Paper | LibreCat-ID: 58053
Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers
D. Leite, A. Sharma, C. Demir, A.-C. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.
LibreCat
| DOI
D. Leite, A. Sharma, C. Demir, A.-C. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.
2024 | Journal Article | LibreCat-ID: 58049
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs
C. Demir, N.J. KOUAGOU, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
LibreCat
| DOI
C. Demir, N.J. KOUAGOU, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
2024 | Conference Paper | LibreCat-ID: 58052
EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams
D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, A.-C. Ngomo, in: 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS), IEEE, 2024.
LibreCat
| DOI
D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, A.-C. Ngomo, in: 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS), IEEE, 2024.
2024 | Journal Article | LibreCat-ID: 58048
Resilience in Knowledge Graph Embeddings
A. Sharma, N.J. KOUAGOU, A.-C. Ngonga Ngomo, Arxiv (2024).
LibreCat
| DOI
A. Sharma, N.J. KOUAGOU, A.-C. Ngonga Ngomo, Arxiv (2024).
2024 | Journal Article | LibreCat-ID: 58051
Adaptive Stochastic Weight Averaging
C. Demir, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
LibreCat
| DOI
C. Demir, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
2023 | Book Chapter | LibreCat-ID: 45886 | 
Composition Analysis in Unknown Contexts
H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, A. Sharma, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 105–123.
LibreCat
| Files available
| DOI
H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, A. Sharma, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 105–123.
2023 | Dissertation | LibreCat-ID: 58047
Testing of machine learning algorithms and models
A. Sharma, Testing of Machine Learning Algorithms and Models, 2023.
LibreCat
| DOI
A. Sharma, Testing of Machine Learning Algorithms and Models, 2023.
2022 | Conference Paper | LibreCat-ID: 32311
Property-Driven Testing of Black-Box Functions
A. Sharma, V. Melnikov, E. Hüllermeier, H. Wehrheim, in: Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), IEEE, 2022, pp. 113–123.
LibreCat
A. Sharma, V. Melnikov, E. Hüllermeier, H. Wehrheim, in: Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), IEEE, 2022, pp. 113–123.
2021 | Journal Article | LibreCat-ID: 25213
MLCheck- Property-Driven Testing of Machine Learning Models
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, CoRR abs/2105.00741 (2021).
LibreCat
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, CoRR abs/2105.00741 (2021).
2021 | Conference Paper | LibreCat-ID: 28350
MLCHECK–Property-Driven Testing of Machine Learning Classifiers
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, in: Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA), IEEE, n.d.
LibreCat
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, in: Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA), IEEE, n.d.
2020 | Conference Paper | LibreCat-ID: 19656
Automatic Fairness Testing of Machine Learning Models
A. Sharma, H. Wehrheim, in: Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS), Springer, n.d.
LibreCat
A. Sharma, H. Wehrheim, in: Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS), Springer, n.d.
2020 | Journal Article | LibreCat-ID: 20279
Testing Monotonicity of Machine Learning Models
A. Sharma, H. Wehrheim, CoRR abs/2002.12278 (2020).
LibreCat
A. Sharma, H. Wehrheim, CoRR abs/2002.12278 (2020).
2020 | Conference Paper | LibreCat-ID: 16724
Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models
A. Sharma, H. Wehrheim, in: Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)., ACM, n.d.
LibreCat
A. Sharma, H. Wehrheim, in: Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)., ACM, n.d.
2019 | Conference Paper | LibreCat-ID: 3287 |
Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets
S.B. Schneider, A. Sharma, H. Karl, H. Wehrheim, in: 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), IFIP, Washington, DC, USA, 2019, pp. 116--124.
LibreCat
| Files available
| Download (ext.)
S.B. Schneider, A. Sharma, H. Karl, H. Wehrheim, in: 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), IFIP, Washington, DC, USA, 2019, pp. 116--124.
2019 | Conference Abstract | LibreCat-ID: 7752
Testing Balancedness of ML Algorithms
A. Sharma, H. Wehrheim, in: Proceedings of the Software Engineering Conference (SE), Gesellschaft für Informatik e.V. (GI), Stuttgart, 2019, pp. 157–158.
LibreCat
A. Sharma, H. Wehrheim, in: Proceedings of the Software Engineering Conference (SE), Gesellschaft für Informatik e.V. (GI), Stuttgart, 2019, pp. 157–158.
2019 | Conference Paper | LibreCat-ID: 7635
Testing Machine Learning Algorithms for Balanced Data Usage
A. Sharma, H. Wehrheim, in: IEEE International Conference on Software Testing, Verification and Validation (ICST), IEEE, Xi’an, China, 2019, pp. 125--135.
LibreCat
| Files available
A. Sharma, H. Wehrheim, in: IEEE International Conference on Software Testing, Verification and Validation (ICST), IEEE, Xi’an, China, 2019, pp. 125--135.
2019 | Conference Paper | LibreCat-ID: 10094
Testing Balancedness of ML Algorithms
A. Sharma, H. Wehrheim, in: S. Becker, I. Bogicevic, G. Herzwurm, S. Wagner (Eds.), Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019, {GI}, 2019, pp. 157–158.
LibreCat
| DOI
A. Sharma, H. Wehrheim, in: S. Becker, I. Bogicevic, G. Herzwurm, S. Wagner (Eds.), Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019, {GI}, 2019, pp. 157–158.
18 Publications
2024 | Conference Paper | LibreCat-ID: 58054
Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees
A. Sharma, D. Leite, C. Demir, A.-C.N. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.
LibreCat
| DOI
A. Sharma, D. Leite, C. Demir, A.-C.N. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.
2024 | Conference Paper | LibreCat-ID: 58053
Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers
D. Leite, A. Sharma, C. Demir, A.-C. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.
LibreCat
| DOI
D. Leite, A. Sharma, C. Demir, A.-C. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.
2024 | Journal Article | LibreCat-ID: 58049
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs
C. Demir, N.J. KOUAGOU, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
LibreCat
| DOI
C. Demir, N.J. KOUAGOU, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
2024 | Conference Paper | LibreCat-ID: 58052
EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams
D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, A.-C. Ngomo, in: 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS), IEEE, 2024.
LibreCat
| DOI
D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, A.-C. Ngomo, in: 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS), IEEE, 2024.
2024 | Journal Article | LibreCat-ID: 58048
Resilience in Knowledge Graph Embeddings
A. Sharma, N.J. KOUAGOU, A.-C. Ngonga Ngomo, Arxiv (2024).
LibreCat
| DOI
A. Sharma, N.J. KOUAGOU, A.-C. Ngonga Ngomo, Arxiv (2024).
2024 | Journal Article | LibreCat-ID: 58051
Adaptive Stochastic Weight Averaging
C. Demir, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
LibreCat
| DOI
C. Demir, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).
2023 | Book Chapter | LibreCat-ID: 45886 |
Composition Analysis in Unknown Contexts
H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, A. Sharma, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 105–123.
LibreCat
| Files available
| DOI
H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, A. Sharma, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 105–123.
2023 | Dissertation | LibreCat-ID: 58047
Testing of machine learning algorithms and models
A. Sharma, Testing of Machine Learning Algorithms and Models, 2023.
LibreCat
| DOI
A. Sharma, Testing of Machine Learning Algorithms and Models, 2023.
2022 | Conference Paper | LibreCat-ID: 32311
Property-Driven Testing of Black-Box Functions
A. Sharma, V. Melnikov, E. Hüllermeier, H. Wehrheim, in: Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), IEEE, 2022, pp. 113–123.
LibreCat
A. Sharma, V. Melnikov, E. Hüllermeier, H. Wehrheim, in: Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE), IEEE, 2022, pp. 113–123.
2021 | Journal Article | LibreCat-ID: 25213
MLCheck- Property-Driven Testing of Machine Learning Models
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, CoRR abs/2105.00741 (2021).
LibreCat
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, CoRR abs/2105.00741 (2021).
2021 | Conference Paper | LibreCat-ID: 28350
MLCHECK–Property-Driven Testing of Machine Learning Classifiers
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, in: Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA), IEEE, n.d.
LibreCat
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, in: Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA), IEEE, n.d.
2020 | Conference Paper | LibreCat-ID: 19656
Automatic Fairness Testing of Machine Learning Models
A. Sharma, H. Wehrheim, in: Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS), Springer, n.d.
LibreCat
A. Sharma, H. Wehrheim, in: Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS), Springer, n.d.
2020 | Journal Article | LibreCat-ID: 20279
Testing Monotonicity of Machine Learning Models
A. Sharma, H. Wehrheim, CoRR abs/2002.12278 (2020).
LibreCat
A. Sharma, H. Wehrheim, CoRR abs/2002.12278 (2020).
2020 | Conference Paper | LibreCat-ID: 16724
Higher Income, Larger Loan? Monotonicity Testing of Machine Learning Models
A. Sharma, H. Wehrheim, in: Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)., ACM, n.d.
LibreCat
A. Sharma, H. Wehrheim, in: Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA)., ACM, n.d.
2019 | Conference Paper | LibreCat-ID: 3287 |
Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets
S.B. Schneider, A. Sharma, H. Karl, H. Wehrheim, in: 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), IFIP, Washington, DC, USA, 2019, pp. 116--124.
LibreCat
| Files available
| Download (ext.)
S.B. Schneider, A. Sharma, H. Karl, H. Wehrheim, in: 2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), IFIP, Washington, DC, USA, 2019, pp. 116--124.
2019 | Conference Abstract | LibreCat-ID: 7752
Testing Balancedness of ML Algorithms
A. Sharma, H. Wehrheim, in: Proceedings of the Software Engineering Conference (SE), Gesellschaft für Informatik e.V. (GI), Stuttgart, 2019, pp. 157–158.
LibreCat
A. Sharma, H. Wehrheim, in: Proceedings of the Software Engineering Conference (SE), Gesellschaft für Informatik e.V. (GI), Stuttgart, 2019, pp. 157–158.
2019 | Conference Paper | LibreCat-ID: 7635
Testing Machine Learning Algorithms for Balanced Data Usage
A. Sharma, H. Wehrheim, in: IEEE International Conference on Software Testing, Verification and Validation (ICST), IEEE, Xi’an, China, 2019, pp. 125--135.
LibreCat
| Files available
A. Sharma, H. Wehrheim, in: IEEE International Conference on Software Testing, Verification and Validation (ICST), IEEE, Xi’an, China, 2019, pp. 125--135.
2019 | Conference Paper | LibreCat-ID: 10094
Testing Balancedness of ML Algorithms
A. Sharma, H. Wehrheim, in: S. Becker, I. Bogicevic, G. Herzwurm, S. Wagner (Eds.), Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019, {GI}, 2019, pp. 157–158.
LibreCat
| DOI
A. Sharma, H. Wehrheim, in: S. Becker, I. Bogicevic, G. Herzwurm, S. Wagner (Eds.), Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019, {GI}, 2019, pp. 157–158.