[{"_id":"63575","department":[{"_id":"574"},{"_id":"923"}],"user_id":"67199","language":[{"iso":"eng"}],"publication":"Lecture Notes in Computer Science","type":"conference","status":"public","publisher":"Springer Nature Switzerland","date_updated":"2026-01-12T17:24:49Z","author":[{"first_name":"Sourabh","full_name":"Kapoor, Sourabh","last_name":"Kapoor"},{"last_name":"Sharma","full_name":"Sharma, Arnab","id":"67200","first_name":"Arnab"},{"full_name":"Röder, Michael","id":"67199","last_name":"Röder","orcid":"https://orcid.org/0000-0002-8609-8277","first_name":"Michael"},{"first_name":"Caglar","id":"43817","full_name":"Demir, Caglar","last_name":"Demir"},{"id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille"}],"date_created":"2026-01-12T17:24:11Z","title":"Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks","doi":"10.1007/978-3-031-94575-5_15","publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783031945748","9783031945755"]},"publication_status":"published","year":"2025","place":"Cham","citation":{"chicago":"Kapoor, Sourabh, Arnab Sharma, Michael Röder, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Robustness Evaluation of Knowledge Graph Embedding Models Under Non-Targeted Attacks.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">https://doi.org/10.1007/978-3-031-94575-5_15</a>.","ieee":"S. Kapoor, A. Sharma, M. Röder, C. Demir, and A.-C. Ngonga Ngomo, “Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks,” 2025, doi: <a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">10.1007/978-3-031-94575-5_15</a>.","ama":"Kapoor S, Sharma A, Röder M, Demir C, Ngonga Ngomo A-C. Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks. In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">10.1007/978-3-031-94575-5_15</a>","apa":"Kapoor, S., Sharma, A., Röder, M., Demir, C., &#38; Ngonga Ngomo, A.-C. (2025). Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks. <i>Lecture Notes in Computer Science</i>. <a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">https://doi.org/10.1007/978-3-031-94575-5_15</a>","bibtex":"@inproceedings{Kapoor_Sharma_Röder_Demir_Ngonga Ngomo_2025, place={Cham}, title={Robustness Evaluation of Knowledge Graph Embedding Models Under Non-targeted Attacks}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">10.1007/978-3-031-94575-5_15</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Kapoor, Sourabh and Sharma, Arnab and Röder, Michael and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, year={2025} }","mla":"Kapoor, Sourabh, et al. “Robustness Evaluation of Knowledge Graph Embedding Models Under Non-Targeted Attacks.” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-031-94575-5_15\">10.1007/978-3-031-94575-5_15</a>.","short":"S. Kapoor, A. Sharma, M. Röder, C. Demir, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025."}},{"department":[{"_id":"574"},{"_id":"923"}],"user_id":"67199","_id":"63573","language":[{"iso":"eng"}],"publication":"Lecture Notes in Computer Science","type":"conference","status":"public","date_created":"2026-01-12T17:18:35Z","author":[{"first_name":"Adel","last_name":"Memariani","full_name":"Memariani, Adel"},{"first_name":"Michael","orcid":"https://orcid.org/0000-0002-8609-8277","last_name":"Röder","full_name":"Röder, Michael","id":"67199"},{"last_name":"Sharma","full_name":"Sharma, Arnab","id":"67200","first_name":"Arnab"},{"first_name":"Caglar","full_name":"Demir, Caglar","id":"43817","last_name":"Demir"},{"last_name":"Ngonga Ngomo","id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","first_name":"Axel-Cyrille"}],"publisher":"Springer Nature Switzerland","date_updated":"2026-01-12T17:24:46Z","doi":"10.1007/978-3-032-09527-5_6","title":"Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help?","publication_identifier":{"issn":["0302-9743","1611-3349"],"isbn":["9783032095268","9783032095275"]},"publication_status":"published","citation":{"apa":"Memariani, A., Röder, M., Sharma, A., Demir, C., &#38; Ngonga Ngomo, A.-C. (2025). Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help? <i>Lecture Notes in Computer Science</i>. <a href=\"https://doi.org/10.1007/978-3-032-09527-5_6\">https://doi.org/10.1007/978-3-032-09527-5_6</a>","bibtex":"@inproceedings{Memariani_Röder_Sharma_Demir_Ngonga Ngomo_2025, place={Cham}, title={Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help?}, DOI={<a href=\"https://doi.org/10.1007/978-3-032-09527-5_6\">10.1007/978-3-032-09527-5_6</a>}, booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland}, author={Memariani, Adel and Röder, Michael and Sharma, Arnab and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, year={2025} }","mla":"Memariani, Adel, et al. “Link Prediction Under Non-Targeted Attacks: Do Soft Labels Always Help?” <i>Lecture Notes in Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href=\"https://doi.org/10.1007/978-3-032-09527-5_6\">10.1007/978-3-032-09527-5_6</a>.","short":"A. Memariani, M. Röder, A. Sharma, C. Demir, A.-C. Ngonga Ngomo, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.","ama":"Memariani A, Röder M, Sharma A, Demir C, Ngonga Ngomo A-C. Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help? In: <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href=\"https://doi.org/10.1007/978-3-032-09527-5_6\">10.1007/978-3-032-09527-5_6</a>","chicago":"Memariani, Adel, Michael Röder, Arnab Sharma, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Link Prediction Under Non-Targeted Attacks: Do Soft Labels Always Help?” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland, 2025. <a href=\"https://doi.org/10.1007/978-3-032-09527-5_6\">https://doi.org/10.1007/978-3-032-09527-5_6</a>.","ieee":"A. Memariani, M. Röder, A. Sharma, C. Demir, and A.-C. Ngonga Ngomo, “Link Prediction Under Non-targeted Attacks: Do Soft Labels Always Help?,” 2025, doi: <a href=\"https://doi.org/10.1007/978-3-032-09527-5_6\">10.1007/978-3-032-09527-5_6</a>."},"place":"Cham","year":"2025"},{"citation":{"bibtex":"@inproceedings{Sharma_Leite_Demir_Ngomo_2024, title={Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees}, DOI={<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">10.1109/fuzz-ieee60900.2024.10611982</a>}, booktitle={2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)}, publisher={IEEE}, author={Sharma, Arnab and Leite, Daniel and Demir, Caglar and Ngomo, Axel-Cyrille Ngonga}, year={2024} }","mla":"Sharma, Arnab, et al. “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees.” <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">10.1109/fuzz-ieee60900.2024.10611982</a>.","short":"A. Sharma, D. Leite, C. Demir, A.-C.N. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.","apa":"Sharma, A., Leite, D., Demir, C., &#38; Ngomo, A.-C. N. (2024). Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees. <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">https://doi.org/10.1109/fuzz-ieee60900.2024.10611982</a>","ieee":"A. Sharma, D. Leite, C. Demir, and A.-C. N. Ngomo, “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees,” 2024, doi: <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">10.1109/fuzz-ieee60900.2024.10611982</a>.","chicago":"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 <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">https://doi.org/10.1109/fuzz-ieee60900.2024.10611982</a>.","ama":"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: <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">10.1109/fuzz-ieee60900.2024.10611982</a>"},"year":"2024","publication_status":"published","doi":"10.1109/fuzz-ieee60900.2024.10611982","title":"Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees","date_created":"2025-01-06T12:21:09Z","author":[{"first_name":"Arnab","id":"67200","full_name":"Sharma, Arnab","last_name":"Sharma"},{"first_name":"Daniel","full_name":"Leite, Daniel","id":"103844","last_name":"Leite","orcid":"0000-0003-3135-2933"},{"last_name":"Demir","full_name":"Demir, Caglar","first_name":"Caglar"},{"full_name":"Ngomo, Axel-Cyrille Ngonga","last_name":"Ngomo","first_name":"Axel-Cyrille Ngonga"}],"date_updated":"2025-01-07T20:00:14Z","publisher":"IEEE","status":"public","publication":"2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","type":"conference","language":[{"iso":"eng"}],"user_id":"67200","_id":"58054"},{"citation":{"apa":"Leite, D., Sharma, A., Demir, C., &#38; Ngomo, A.-C. (2024). Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers. <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">https://doi.org/10.1109/fuzz-ieee60900.2024.10611937</a>","mla":"Leite, Daniel, et al. “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.” <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">10.1109/fuzz-ieee60900.2024.10611937</a>.","bibtex":"@inproceedings{Leite_Sharma_Demir_Ngomo_2024, title={Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers}, DOI={<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">10.1109/fuzz-ieee60900.2024.10611937</a>}, booktitle={2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)}, publisher={IEEE}, author={Leite, Daniel and Sharma, Arnab and Demir, Caglar and Ngomo, Axel-Cyrille}, year={2024} }","short":"D. Leite, A. Sharma, C. Demir, A.-C. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.","chicago":"Leite, Daniel, Arnab Sharma, Caglar Demir, and Axel-Cyrille Ngomo. “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.” In <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">https://doi.org/10.1109/fuzz-ieee60900.2024.10611937</a>.","ieee":"D. Leite, A. Sharma, C. Demir, and A.-C. Ngomo, “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers,” 2024, doi: <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">10.1109/fuzz-ieee60900.2024.10611937</a>.","ama":"Leite D, Sharma A, Demir C, Ngomo A-C. Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers. In: <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">10.1109/fuzz-ieee60900.2024.10611937</a>"},"year":"2024","publication_status":"published","doi":"10.1109/fuzz-ieee60900.2024.10611937","title":"Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers","date_created":"2025-01-06T12:20:56Z","author":[{"orcid":"0000-0003-3135-2933","last_name":"Leite","full_name":"Leite, Daniel","id":"103844","first_name":"Daniel"},{"full_name":"Sharma, Arnab","id":"67200","last_name":"Sharma","first_name":"Arnab"},{"first_name":"Caglar","last_name":"Demir","full_name":"Demir, Caglar"},{"full_name":"Ngomo, Axel-Cyrille","last_name":"Ngomo","first_name":"Axel-Cyrille"}],"publisher":"IEEE","date_updated":"2025-01-07T20:00:29Z","status":"public","type":"conference","publication":"2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","language":[{"iso":"eng"}],"user_id":"67200","_id":"58053"},{"author":[{"first_name":"Caglar","last_name":"Demir","full_name":"Demir, Caglar","id":"43817"},{"last_name":"KOUAGOU","full_name":"KOUAGOU, N'Dah Jean","id":"87189","first_name":"N'Dah Jean"},{"first_name":"Arnab","last_name":"Sharma","full_name":"Sharma, Arnab","id":"67200"},{"last_name":"Ngonga Ngomo","id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","first_name":"Axel-Cyrille"}],"date_created":"2025-01-06T12:19:39Z","date_updated":"2025-01-07T20:01:36Z","doi":"10.48550/ARXIV.2410.06742","title":"Inference over Unseen Entities, Relations and Literals on Knowledge Graphs","citation":{"mla":"Demir, Caglar, et al. “Inference over Unseen Entities, Relations and Literals on Knowledge Graphs.” <i>Arxiv</i>, 2024, doi:<a href=\"https://doi.org/10.48550/ARXIV.2410.06742\">10.48550/ARXIV.2410.06742</a>.","bibtex":"@article{Demir_KOUAGOU_Sharma_Ngonga Ngomo_2024, title={Inference over Unseen Entities, Relations and Literals on Knowledge Graphs}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2410.06742\">10.48550/ARXIV.2410.06742</a>}, journal={Arxiv}, author={Demir, Caglar and KOUAGOU, N’Dah Jean and Sharma, Arnab and Ngonga Ngomo, Axel-Cyrille}, year={2024} }","short":"C. Demir, N.J. KOUAGOU, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).","apa":"Demir, C., KOUAGOU, N. J., Sharma, A., &#38; Ngonga Ngomo, A.-C. (2024). Inference over Unseen Entities, Relations and Literals on Knowledge Graphs. <i>Arxiv</i>. <a href=\"https://doi.org/10.48550/ARXIV.2410.06742\">https://doi.org/10.48550/ARXIV.2410.06742</a>","ama":"Demir C, KOUAGOU NJ, Sharma A, Ngonga Ngomo A-C. Inference over Unseen Entities, Relations and Literals on Knowledge Graphs. <i>Arxiv</i>. Published online 2024. doi:<a href=\"https://doi.org/10.48550/ARXIV.2410.06742\">10.48550/ARXIV.2410.06742</a>","ieee":"C. Demir, N. J. KOUAGOU, A. Sharma, and A.-C. Ngonga Ngomo, “Inference over Unseen Entities, Relations and Literals on Knowledge Graphs,” <i>Arxiv</i>, 2024, doi: <a href=\"https://doi.org/10.48550/ARXIV.2410.06742\">10.48550/ARXIV.2410.06742</a>.","chicago":"Demir, Caglar, N’Dah Jean KOUAGOU, Arnab Sharma, and Axel-Cyrille Ngonga Ngomo. “Inference over Unseen Entities, Relations and Literals on Knowledge Graphs.” <i>Arxiv</i>, 2024. <a href=\"https://doi.org/10.48550/ARXIV.2410.06742\">https://doi.org/10.48550/ARXIV.2410.06742</a>."},"year":"2024","user_id":"67200","_id":"58049","language":[{"iso":"eng"}],"type":"journal_article","publication":"Arxiv","status":"public","abstract":[{"text":"In recent years, knowledge graph embedding models have been successfully applied in the transductive setting to tackle various challenging tasks including link prediction, and query answering. Yet, the transductive setting does not allow for reasoning over unseen entities, relations, let alone numerical or non-numerical literals. Although increasing efforts are put into exploring inductive scenarios, inference over unseen entities, relations, and literals has yet to come. This limitation prohibits the existing methods from handling real-world dynamic knowledge graphs involving heterogeneous information about the world. Here, we propose a remedy to this limitation. We propose the attentive byte-pair encoding layer (BytE) to construct a triple embedding from a sequence of byte-pair encoded subword units of entities and relations. Compared to the conventional setting, BytE leads to massive feature reuse via weight tying, since it forces a knowledge graph embedding model to learn embeddings for subword units instead of entities and relations directly. Consequently, the size of the embedding matrices are not anymore bound to the unique number of entities and relations of a knowledge graph. Experimental results show that BytE improves the link prediction performance of 4 knowledge graph embedding models on datasets where the syntactic representations of triples are semantically meaningful. However, benefits of training a knowledge graph embedding model with BytE dissipate on knowledge graphs where entities and relations are represented with plain numbers or URIs. We provide an open source implementation of BytE to foster reproducible research.","lang":"eng"}]},{"language":[{"iso":"eng"}],"_id":"58052","user_id":"67200","status":"public","type":"conference","publication":"2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)","title":"EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams","doi":"10.1109/eais58494.2024.10570033","date_updated":"2025-01-07T20:00:43Z","publisher":"IEEE","date_created":"2025-01-06T12:20:43Z","author":[{"first_name":"Daniel","id":"103844","full_name":"Leite, Daniel","last_name":"Leite","orcid":"0000-0003-3135-2933"},{"last_name":"Silva","full_name":"Silva, Alisson","first_name":"Alisson"},{"first_name":"Gabriella","last_name":"Casalino","full_name":"Casalino, Gabriella"},{"first_name":"Arnab","id":"67200","full_name":"Sharma, Arnab","last_name":"Sharma"},{"full_name":"Fortunato, Danielle","last_name":"Fortunato","first_name":"Danielle"},{"first_name":"Axel-Cyrille","full_name":"Ngomo, Axel-Cyrille","last_name":"Ngomo"}],"year":"2024","citation":{"apa":"Leite, D., Silva, A., Casalino, G., Sharma, A., Fortunato, D., &#38; Ngomo, A.-C. (2024). EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams. <i>2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)</i>. <a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">https://doi.org/10.1109/eais58494.2024.10570033</a>","mla":"Leite, Daniel, et al. “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams.” <i>2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">10.1109/eais58494.2024.10570033</a>.","short":"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.","bibtex":"@inproceedings{Leite_Silva_Casalino_Sharma_Fortunato_Ngomo_2024, title={EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams}, DOI={<a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">10.1109/eais58494.2024.10570033</a>}, booktitle={2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)}, publisher={IEEE}, author={Leite, Daniel and Silva, Alisson and Casalino, Gabriella and Sharma, Arnab and Fortunato, Danielle and Ngomo, Axel-Cyrille}, year={2024} }","ama":"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: <i>2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">10.1109/eais58494.2024.10570033</a>","ieee":"D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, and A.-C. Ngomo, “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams,” 2024, doi: <a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">10.1109/eais58494.2024.10570033</a>.","chicago":"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 <i>2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">https://doi.org/10.1109/eais58494.2024.10570033</a>."},"publication_status":"published"},{"language":[{"iso":"eng"}],"user_id":"67200","_id":"58048","status":"public","publication":"Arxiv","type":"journal_article","doi":"10.48550/ARXIV.2410.21163","title":"Resilience in Knowledge Graph Embeddings","date_created":"2025-01-06T12:19:17Z","author":[{"last_name":"Sharma","full_name":"Sharma, Arnab","id":"67200","first_name":"Arnab"},{"last_name":"KOUAGOU","full_name":"KOUAGOU, N'Dah Jean","id":"87189","first_name":"N'Dah Jean"},{"first_name":"Axel-Cyrille","id":"65716","full_name":"Ngonga Ngomo, Axel-Cyrille","last_name":"Ngonga Ngomo"}],"date_updated":"2025-01-07T20:01:18Z","citation":{"apa":"Sharma, A., KOUAGOU, N. J., &#38; Ngonga Ngomo, A.-C. (2024). Resilience in Knowledge Graph Embeddings. <i>Arxiv</i>. <a href=\"https://doi.org/10.48550/ARXIV.2410.21163\">https://doi.org/10.48550/ARXIV.2410.21163</a>","bibtex":"@article{Sharma_KOUAGOU_Ngonga Ngomo_2024, title={Resilience in Knowledge Graph Embeddings}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2410.21163\">10.48550/ARXIV.2410.21163</a>}, journal={Arxiv}, author={Sharma, Arnab and KOUAGOU, N’Dah Jean and Ngonga Ngomo, Axel-Cyrille}, year={2024} }","short":"A. Sharma, N.J. KOUAGOU, A.-C. Ngonga Ngomo, Arxiv (2024).","mla":"Sharma, Arnab, et al. “Resilience in Knowledge Graph Embeddings.” <i>Arxiv</i>, 2024, doi:<a href=\"https://doi.org/10.48550/ARXIV.2410.21163\">10.48550/ARXIV.2410.21163</a>.","ama":"Sharma A, KOUAGOU NJ, Ngonga Ngomo A-C. Resilience in Knowledge Graph Embeddings. <i>Arxiv</i>. Published online 2024. doi:<a href=\"https://doi.org/10.48550/ARXIV.2410.21163\">10.48550/ARXIV.2410.21163</a>","chicago":"Sharma, Arnab, N’Dah Jean KOUAGOU, and Axel-Cyrille Ngonga Ngomo. “Resilience in Knowledge Graph Embeddings.” <i>Arxiv</i>, 2024. <a href=\"https://doi.org/10.48550/ARXIV.2410.21163\">https://doi.org/10.48550/ARXIV.2410.21163</a>.","ieee":"A. Sharma, N. J. KOUAGOU, and A.-C. Ngonga Ngomo, “Resilience in Knowledge Graph Embeddings,” <i>Arxiv</i>, 2024, doi: <a href=\"https://doi.org/10.48550/ARXIV.2410.21163\">10.48550/ARXIV.2410.21163</a>."},"year":"2024"},{"_id":"58051","user_id":"67200","language":[{"iso":"eng"}],"publication":"arxiv","type":"journal_article","status":"public","date_updated":"2025-01-07T20:00:53Z","date_created":"2025-01-06T12:20:24Z","author":[{"first_name":"Caglar","full_name":"Demir, Caglar","id":"43817","last_name":"Demir"},{"full_name":"Sharma, Arnab","id":"67200","last_name":"Sharma","first_name":"Arnab"},{"last_name":"Ngonga Ngomo","full_name":"Ngonga Ngomo, Axel-Cyrille","id":"65716","first_name":"Axel-Cyrille"}],"title":"Adaptive Stochastic Weight Averaging","doi":"10.48550/ARXIV.2406.19092","year":"2024","citation":{"bibtex":"@article{Demir_Sharma_Ngonga Ngomo_2024, title={Adaptive Stochastic Weight Averaging}, DOI={<a href=\"https://doi.org/10.48550/ARXIV.2406.19092\">10.48550/ARXIV.2406.19092</a>}, journal={arxiv}, author={Demir, Caglar and Sharma, Arnab and Ngonga Ngomo, Axel-Cyrille}, year={2024} }","mla":"Demir, Caglar, et al. “Adaptive Stochastic Weight Averaging.” <i>Arxiv</i>, 2024, doi:<a href=\"https://doi.org/10.48550/ARXIV.2406.19092\">10.48550/ARXIV.2406.19092</a>.","short":"C. Demir, A. Sharma, A.-C. Ngonga Ngomo, Arxiv (2024).","apa":"Demir, C., Sharma, A., &#38; Ngonga Ngomo, A.-C. (2024). Adaptive Stochastic Weight Averaging. <i>Arxiv</i>. <a href=\"https://doi.org/10.48550/ARXIV.2406.19092\">https://doi.org/10.48550/ARXIV.2406.19092</a>","ama":"Demir C, Sharma A, Ngonga Ngomo A-C. Adaptive Stochastic Weight Averaging. <i>arxiv</i>. Published online 2024. doi:<a href=\"https://doi.org/10.48550/ARXIV.2406.19092\">10.48550/ARXIV.2406.19092</a>","chicago":"Demir, Caglar, Arnab Sharma, and Axel-Cyrille Ngonga Ngomo. “Adaptive Stochastic Weight Averaging.” <i>Arxiv</i>, 2024. <a href=\"https://doi.org/10.48550/ARXIV.2406.19092\">https://doi.org/10.48550/ARXIV.2406.19092</a>.","ieee":"C. Demir, A. Sharma, and A.-C. Ngonga Ngomo, “Adaptive Stochastic Weight Averaging,” <i>arxiv</i>, 2024, doi: <a href=\"https://doi.org/10.48550/ARXIV.2406.19092\">10.48550/ARXIV.2406.19092</a>."}},{"_id":"45886","project":[{"name":"SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen in dynamischen Märkten ","_id":"1","grant_number":"160364472"},{"name":"SFB 901 - B: SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - B3: SFB 901 - Subproject B3","_id":"11"}],"department":[{"_id":"7"}],"user_id":"477","series_title":"Verlagsschriftenreihe des Heinz Nixdorf Instituts","file_date_updated":"2023-07-07T11:19:40Z","type":"book_chapter","editor":[{"first_name":"Claus-Jochen","full_name":"Haake, Claus-Jochen","last_name":"Haake"},{"last_name":"Meyer auf der Heide","full_name":"Meyer auf der Heide, Friedhelm","first_name":"Friedhelm"},{"first_name":"Marco","last_name":"Platzner","full_name":"Platzner, Marco"},{"first_name":"Henning","full_name":"Wachsmuth, Henning","last_name":"Wachsmuth"},{"last_name":"Wehrheim","full_name":"Wehrheim, Heike","first_name":"Heike"}],"status":"public","date_updated":"2023-07-07T11:19:40Z","oa":"1","volume":412,"author":[{"id":"573","full_name":"Wehrheim, Heike","last_name":"Wehrheim","first_name":"Heike"},{"id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier","first_name":"Eyke"},{"last_name":"Becker","full_name":"Becker, Steffen","first_name":"Steffen"},{"first_name":"Matthias","full_name":"Becker, Matthias","last_name":"Becker"},{"id":"50003","full_name":"Richter, Cedric","last_name":"Richter","first_name":"Cedric"},{"last_name":"Sharma","id":"67200","full_name":"Sharma, Arnab","first_name":"Arnab"}],"doi":"10.5281/zenodo.8068510","has_accepted_license":"1","place":"Paderborn","page":"105-123","intvolume":"       412","citation":{"apa":"Wehrheim, H., Hüllermeier, E., Becker, S., Becker, M., Richter, C., &#38; Sharma, A. (2023). Composition Analysis in Unknown Contexts. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp. 105–123). Heinz Nixdorf Institut, Universität Paderborn. <a href=\"https://doi.org/10.5281/zenodo.8068510\">https://doi.org/10.5281/zenodo.8068510</a>","bibtex":"@inbook{Wehrheim_Hüllermeier_Becker_Becker_Richter_Sharma_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Composition Analysis in Unknown Contexts}, volume={412}, DOI={<a href=\"https://doi.org/10.5281/zenodo.8068510\">10.5281/zenodo.8068510</a>}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Wehrheim, Heike and Hüllermeier, Eyke and Becker, Steffen and Becker, Matthias and Richter, Cedric and Sharma, Arnab}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={105–123}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }","short":"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.","mla":"Wehrheim, Heike, et al. “Composition Analysis in Unknown Contexts.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 105–23, doi:<a href=\"https://doi.org/10.5281/zenodo.8068510\">10.5281/zenodo.8068510</a>.","ieee":"H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, and A. Sharma, “Composition Analysis in Unknown Contexts,” in <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 105–123.","chicago":"Wehrheim, Heike, Eyke Hüllermeier, Steffen Becker, Matthias Becker, Cedric Richter, and Arnab Sharma. “Composition Analysis in Unknown Contexts.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>, 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. <a href=\"https://doi.org/10.5281/zenodo.8068510\">https://doi.org/10.5281/zenodo.8068510</a>.","ama":"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. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:105-123. doi:<a href=\"https://doi.org/10.5281/zenodo.8068510\">10.5281/zenodo.8068510</a>"},"ddc":["004"],"language":[{"iso":"eng"}],"publication":"On-The-Fly Computing -- Individualized IT-services in dynamic markets","file":[{"content_type":"application/pdf","relation":"main_file","creator":"florida","date_created":"2023-07-07T07:55:57Z","date_updated":"2023-07-07T11:19:40Z","access_level":"open_access","file_id":"45887","file_name":"B3-Chapter-SFB-Buch-Final.pdf","file_size":370888}],"publisher":"Heinz Nixdorf Institut, Universität Paderborn","date_created":"2023-07-07T07:56:08Z","title":"Composition Analysis in Unknown Contexts","year":"2023"},{"title":"Testing of machine learning algorithms and models","doi":"http://oops.uni-oldenburg.de/5927","date_updated":"2025-01-07T12:30:13Z","author":[{"last_name":"Sharma","id":"67200","full_name":"Sharma, Arnab","first_name":"Arnab"}],"date_created":"2025-01-06T12:18:52Z","supervisor":[{"first_name":"Heike","last_name":"Wehrheim","full_name":"Wehrheim, Heike"}],"year":"2023","citation":{"ieee":"A. Sharma, <i>Testing of machine learning algorithms and models</i>. 2023.","chicago":"Sharma, Arnab. <i>Testing of Machine Learning Algorithms and Models</i>, 2023. <a href=\"http://oops.uni-oldenburg.de/5927\">http://oops.uni-oldenburg.de/5927</a>.","ama":"Sharma A. <i>Testing of Machine Learning Algorithms and Models</i>.; 2023. doi:<a href=\"http://oops.uni-oldenburg.de/5927\">http://oops.uni-oldenburg.de/5927</a>","bibtex":"@book{Sharma_2023, title={Testing of machine learning algorithms and models}, DOI={<a href=\"http://oops.uni-oldenburg.de/5927\">http://oops.uni-oldenburg.de/5927</a>}, author={Sharma, Arnab}, year={2023} }","mla":"Sharma, Arnab. <i>Testing of Machine Learning Algorithms and Models</i>. 2023, doi:<a href=\"http://oops.uni-oldenburg.de/5927\">http://oops.uni-oldenburg.de/5927</a>.","short":"A. Sharma, Testing of Machine Learning Algorithms and Models, 2023.","apa":"Sharma, A. (2023). <i>Testing of machine learning algorithms and models</i>. <a href=\"http://oops.uni-oldenburg.de/5927\">http://oops.uni-oldenburg.de/5927</a>"},"publication_status":"published","extern":"1","language":[{"iso":"eng"}],"_id":"58047","user_id":"67200","status":"public","type":"dissertation"},{"type":"conference","publication":"Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)","abstract":[{"lang":"eng","text":"Testing is one of the most frequent means of quality assurance for software. Property-based testing aims at generating test suites for checking code against user-defined properties. Test input generation is, however, most often independent of the property to be checked, and is instead based on random or user-defined data generation.In this paper, we present property-driven unit testing of functions with numerical inputs and outputs. Alike property-based testing, it allows users to define the properties to be tested for. Contrary to property-based testing, it also uses the property for a targeted generation of test inputs. Our approach is a form of learning-based testing where we first of all learn a model of a given black-box function using standard machine learning algorithms, and in a second step use model and property for test input generation. This allows us to test both predefined functions as well as machine learned regression models. Our experimental evaluation shows that our property-driven approach is more effective than standard property-based testing techniques."}],"status":"public","project":[{"name":"SFB 901: SFB 901","_id":"1"},{"_id":"3","name":"SFB 901 - B: SFB 901 - Project Area B"},{"_id":"11","name":"SFB 901 - B3: SFB 901 - Subproject B3"}],"_id":"32311","user_id":"477","department":[{"_id":"7"}],"language":[{"iso":"eng"}],"year":"2022","citation":{"bibtex":"@inproceedings{Sharma_Melnikov_Hüllermeier_Wehrheim_2022, title={Property-Driven Testing of Black-Box Functions}, booktitle={Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)}, publisher={IEEE}, author={Sharma, Arnab and Melnikov, Vitaly and Hüllermeier, Eyke and Wehrheim, Heike}, year={2022}, pages={113–123} }","mla":"Sharma, Arnab, et al. “Property-Driven Testing of Black-Box Functions.” <i>Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)</i>, IEEE, 2022, pp. 113–23.","short":"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.","ama":"Sharma A, Melnikov V, Hüllermeier E, Wehrheim H. Property-Driven Testing of Black-Box Functions. In: <i>Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)</i>. IEEE; 2022:113-123.","apa":"Sharma, A., Melnikov, V., Hüllermeier, E., &#38; Wehrheim, H. (2022). Property-Driven Testing of Black-Box Functions. <i>Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)</i>, 113–123.","ieee":"A. Sharma, V. Melnikov, E. Hüllermeier, and H. Wehrheim, “Property-Driven Testing of Black-Box Functions,” in <i>Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)</i>, 2022, pp. 113–123.","chicago":"Sharma, Arnab, Vitaly Melnikov, Eyke Hüllermeier, and Heike Wehrheim. “Property-Driven Testing of Black-Box Functions.” In <i>Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)</i>, 113–23. IEEE, 2022."},"page":"113-123","date_updated":"2022-07-01T11:21:36Z","publisher":"IEEE","author":[{"first_name":"Arnab","id":"67200","full_name":"Sharma, Arnab","last_name":"Sharma"},{"first_name":"Vitaly","last_name":"Melnikov","full_name":"Melnikov, Vitaly","id":"58747"},{"first_name":"Eyke","id":"48129","full_name":"Hüllermeier, Eyke","last_name":"Hüllermeier"},{"first_name":"Heike","last_name":"Wehrheim","full_name":"Wehrheim, Heike","id":"573"}],"date_created":"2022-07-01T11:18:03Z","title":"Property-Driven Testing of Black-Box Functions"},{"citation":{"ieee":"A. Sharma, C. Demir, A.-C. Ngonga Ngomo, and H. Wehrheim, “MLCheck- Property-Driven Testing of Machine Learning Models,” <i>CoRR</i>, vol. abs/2105.00741, 2021.","chicago":"Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCheck- Property-Driven Testing of Machine Learning Models.” <i>CoRR</i> abs/2105.00741 (2021).","ama":"Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCheck- Property-Driven Testing of Machine Learning Models. <i>CoRR</i>. 2021;abs/2105.00741.","bibtex":"@article{Sharma_Demir_Ngonga Ngomo_Wehrheim_2021, title={MLCheck- Property-Driven Testing of Machine Learning Models}, volume={abs/2105.00741}, journal={CoRR}, author={Sharma, Arnab and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille and Wehrheim, Heike}, year={2021} }","short":"A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, CoRR abs/2105.00741 (2021).","mla":"Sharma, Arnab, et al. “MLCheck- Property-Driven Testing of Machine Learning Models.” <i>CoRR</i>, vol. abs/2105.00741, 2021.","apa":"Sharma, A., Demir, C., Ngonga Ngomo, A.-C., &#38; Wehrheim, H. (2021). MLCheck- Property-Driven Testing of Machine Learning Models. <i>CoRR</i>, <i>abs/2105.00741</i>."},"year":"2021","title":"MLCheck- Property-Driven Testing of Machine Learning Models","volume":"abs/2105.00741","author":[{"id":"67200","full_name":"Sharma, Arnab","last_name":"Sharma","first_name":"Arnab"},{"full_name":"Demir, Caglar","id":"43817","last_name":"Demir","first_name":"Caglar"},{"full_name":"Ngonga Ngomo, Axel-Cyrille","id":"65716","last_name":"Ngonga Ngomo","first_name":"Axel-Cyrille"},{"id":"573","full_name":"Wehrheim, Heike","last_name":"Wehrheim","first_name":"Heike"}],"date_created":"2021-10-01T06:54:10Z","date_updated":"2022-01-06T06:56:55Z","status":"public","publication":"CoRR","type":"journal_article","language":[{"iso":"eng"}],"department":[{"_id":"574"}],"user_id":"65716","_id":"25213"},{"status":"public","abstract":[{"text":"In recent years, we observe an increasing amount of software with machine learning components being deployed. This poses the question of quality assurance for such components: how can we validate whether specified requirements are fulfilled by a machine learned software? Current testing and verification approaches either focus on a single requirement (e.g., fairness) or specialize on a single type of machine learning model (e.g., neural networks).\r\nIn this paper, we propose property-driven testing of machine learning models. Our approach MLCheck encompasses (1) a language for property specification, and (2) a technique for systematic test case generation. The specification language is comparable to property-based testing languages. Test case generation employs advanced verification technology for a systematic, property dependent construction of test suites, without additional user supplied generator functions. We evaluate MLCheck using requirements and data sets from three different application areas (software\r\ndiscrimination, learning on knowledge graphs and security). Our evaluation shows that despite its generality MLCheck can even outperform specialised testing approaches while having a comparable runtime","lang":"eng"}],"publication":"Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA)","type":"conference","language":[{"iso":"eng"}],"department":[{"_id":"7"},{"_id":"77"},{"_id":"574"}],"user_id":"477","_id":"28350","project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"name":"SFB 901 - Subproject B3","_id":"11"},{"_id":"10","name":"SFB 901 - Subproject B2"}],"citation":{"short":"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.","bibtex":"@inproceedings{Sharma_Demir_Ngonga Ngomo_Wehrheim, title={MLCHECK–Property-Driven Testing of Machine Learning Classifiers}, booktitle={Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA)}, publisher={IEEE}, author={Sharma, Arnab and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille and Wehrheim, Heike} }","mla":"Sharma, Arnab, et al. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” <i>Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>, IEEE.","apa":"Sharma, A., Demir, C., Ngonga Ngomo, A.-C., &#38; Wehrheim, H. (n.d.). MLCHECK–Property-Driven Testing of Machine Learning Classifiers. <i>Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>.","chicago":"Sharma, Arnab, Caglar Demir, Axel-Cyrille Ngonga Ngomo, and Heike Wehrheim. “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.” In <i>Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>. IEEE, n.d.","ieee":"A. Sharma, C. Demir, A.-C. Ngonga Ngomo, and H. Wehrheim, “MLCHECK–Property-Driven Testing of Machine Learning Classifiers.”","ama":"Sharma A, Demir C, Ngonga Ngomo A-C, Wehrheim H. MLCHECK–Property-Driven Testing of Machine Learning Classifiers. In: <i>Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA)</i>. IEEE."},"year":"2021","publication_status":"accepted","title":"MLCHECK–Property-Driven Testing of Machine Learning Classifiers","date_created":"2021-12-07T11:11:36Z","author":[{"full_name":"Sharma, Arnab","id":"67200","last_name":"Sharma","first_name":"Arnab"},{"first_name":"Caglar","id":"43817","full_name":"Demir, Caglar","last_name":"Demir"},{"first_name":"Axel-Cyrille","full_name":"Ngonga Ngomo, Axel-Cyrille","id":"65716","last_name":"Ngonga Ngomo"},{"id":"573","full_name":"Wehrheim, Heike","last_name":"Wehrheim","first_name":"Heike"}],"publisher":"IEEE","date_updated":"2022-01-06T06:58:02Z"},{"year":"2020","citation":{"ama":"Sharma A, Wehrheim H. Automatic Fairness Testing of Machine Learning Models. In: <i>Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS)</i>. LNCS. Springer.","ieee":"A. Sharma and H. Wehrheim, “Automatic Fairness Testing of Machine Learning Models,” in <i>Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS)</i>.","chicago":"Sharma, Arnab, and Heike Wehrheim. “Automatic Fairness Testing of Machine Learning Models.” In <i>Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS)</i>. LNCS. Springer, n.d.","apa":"Sharma, A., &#38; Wehrheim, H. (n.d.). Automatic Fairness Testing of Machine Learning Models. In <i>Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS)</i>. Springer.","bibtex":"@inproceedings{Sharma_Wehrheim, series={LNCS}, title={Automatic Fairness Testing of Machine Learning Models}, booktitle={Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS)}, publisher={Springer}, author={Sharma, Arnab and Wehrheim, Heike}, collection={LNCS} }","short":"A. Sharma, H. Wehrheim, in: Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS), Springer, n.d.","mla":"Sharma, Arnab, and Heike Wehrheim. “Automatic Fairness Testing of Machine Learning Models.” <i>Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS)</i>, Springer."},"publication_status":"accepted","title":"Automatic Fairness Testing of Machine Learning Models","publisher":"Springer","date_updated":"2022-01-06T06:54:09Z","date_created":"2020-09-24T12:53:02Z","author":[{"first_name":"Arnab","last_name":"Sharma","id":"67200","full_name":"Sharma, Arnab"},{"first_name":"Heike","full_name":"Wehrheim, Heike","id":"573","last_name":"Wehrheim"}],"status":"public","publication":"Proceedings of the 32th IFIP International Conference on Testing Software and Systems (ICTSS)","type":"conference","language":[{"iso":"eng"}],"_id":"19656","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Subproject B3","_id":"11"},{"_id":"3","name":"SFB 901 - Project Area B"}],"department":[{"_id":"7"},{"_id":"77"}],"series_title":"LNCS","user_id":"477"},{"volume":"abs/2002.12278","date_created":"2020-11-04T08:48:04Z","author":[{"last_name":"Sharma","full_name":"Sharma, Arnab","id":"67200","first_name":"Arnab"},{"last_name":"Wehrheim","id":"573","full_name":"Wehrheim, Heike","first_name":"Heike"}],"date_updated":"2022-01-06T06:54:25Z","title":"Testing Monotonicity of Machine Learning Models","citation":{"mla":"Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning Models.” <i>CoRR</i>, vol. abs/2002.12278, 2020.","short":"A. Sharma, H. Wehrheim, CoRR abs/2002.12278 (2020).","bibtex":"@article{Sharma_Wehrheim_2020, title={Testing Monotonicity of Machine Learning Models}, volume={abs/2002.12278}, journal={CoRR}, author={Sharma, Arnab and Wehrheim, Heike}, year={2020} }","apa":"Sharma, A., &#38; Wehrheim, H. (2020). Testing Monotonicity of Machine Learning Models. <i>CoRR</i>, <i>abs/2002.12278</i>.","ama":"Sharma A, Wehrheim H. Testing Monotonicity of Machine Learning Models. <i>CoRR</i>. 2020;abs/2002.12278.","chicago":"Sharma, Arnab, and Heike Wehrheim. “Testing Monotonicity of Machine Learning Models.” <i>CoRR</i> abs/2002.12278 (2020).","ieee":"A. Sharma and H. Wehrheim, “Testing Monotonicity of Machine Learning Models,” <i>CoRR</i>, vol. abs/2002.12278, 2020."},"year":"2020","department":[{"_id":"77"}],"user_id":"29719","_id":"20279","language":[{"iso":"eng"}],"publication":"CoRR","type":"journal_article","status":"public"},{"language":[{"iso":"eng"}],"project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area B","_id":"3"},{"_id":"11","name":"SFB 901 - Subproject B3"}],"_id":"16724","user_id":"477","department":[{"_id":"7"},{"_id":"77"}],"status":"public","type":"conference","publication":"Proceedings of the ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA).","title":"Higher Income, Larger Loan? 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B., Sharma, A., Karl, H., &#38; Wehrheim, H. (2019). Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets. In <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i> (pp. 116--124). Washington, DC, USA: IFIP.","mla":"Schneider, Stefan Balthasar, et al. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>, IFIP, 2019, pp. 116--124.","bibtex":"@inproceedings{Schneider_Sharma_Karl_Wehrheim_2019, place={Washington, DC, USA}, title={Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets}, booktitle={2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)}, publisher={IFIP}, author={Schneider, Stefan Balthasar and Sharma, Arnab and Karl, Holger and Wehrheim, Heike}, year={2019}, pages={116--124} }","short":"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.","ama":"Schneider SB, Sharma A, Karl H, Wehrheim H. Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets. In: <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>. Washington, DC, USA: IFIP; 2019:116--124.","chicago":"Schneider, Stefan Balthasar, Arnab Sharma, Holger Karl, and Heike Wehrheim. “Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets.” In <i>2019 IFIP/IEEE International Symposium on Integrated Network Management (IM)</i>, 116--124. Washington, DC, USA: IFIP, 2019.","ieee":"S. B. Schneider, A. Sharma, H. Karl, and H. 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Existing specification approaches are\r\neither ambiguous or miss important aspects regarding the behavior of virtual\r\nnetwork functions (VNFs) forming a service. We propose to formally and\r\nunambiguously specify the behavior of these functions and services using\r\nQueuing Petri Nets (QPNs). QPNs are an established method that allows to\r\nexpress queuing, synchronization, stochastically distributed processing delays,\r\nand changing traffic volume and characteristics at each VNF. With QPNs,\r\nmultiple VNFs can be connected to complete network services in any structure,\r\neven specifying bidirectional network services containing loops.\r\n  We discuss how management and orchestration systems can benefit from our\r\nclear and comprehensive specification approach, leading to better placement of\r\nVNFs and improved Quality of Service. Another benefit of formally specifying\r\nnetwork services with QPNs are diverse analysis options, which allow valuable\r\ninsights such as the distribution of end-to-end delay. We propose a tool-based\r\nworkflow that supports the specification of network services and the automatic\r\ngeneration of corresponding simulation code to enable an in-depth analysis of\r\ntheir behavior and performance."}],"file":[{"file_size":497528,"file_name":"ris_preprint.pdf","file_id":"6504","access_level":"open_access","date_updated":"2019-01-07T12:38:35Z","date_created":"2019-01-07T12:38:35Z","creator":"stschn","relation":"main_file","content_type":"application/pdf"}],"ddc":["040"],"language":[{"iso":"eng"}],"year":"2019","publisher":"IFIP","date_created":"2018-06-18T15:23:18Z","title":"Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets"},{"citation":{"apa":"Sharma, A., &#38; Wehrheim, H. (2019). Testing Balancedness of ML Algorithms. 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(GI)","publication":"Proceedings of the Software Engineering Conference (SE)","language":[{"iso":"eng"}]},{"year":"2019","date_created":"2019-02-12T12:31:57Z","publisher":"IEEE","title":"Testing Machine Learning Algorithms for Balanced Data Usage","publication":"IEEE International Conference on Software Testing, Verification and Validation (ICST)","file":[{"date_updated":"2019-08-26T10:56:34Z","creator":"ups","date_created":"2019-08-26T10:56:34Z","file_size":266375,"file_name":"08730187.pdf","access_level":"closed","file_id":"12960","content_type":"application/pdf","success":1,"relation":"main_file"}],"language":[{"iso":"eng"}],"ddc":["004"],"has_accepted_license":"1","publication_status":"published","page":"125--135","citation":{"chicago":"Sharma, Arnab, and Heike Wehrheim. “Testing Machine Learning Algorithms for Balanced Data Usage.” In <i>IEEE International Conference on Software Testing, Verification and Validation (ICST)</i>, 125--135. Xi’an, China: IEEE, 2019.","ieee":"A. Sharma and H. Wehrheim, “Testing Machine Learning Algorithms for Balanced Data Usage,” in <i>IEEE International Conference on Software Testing, Verification and Validation (ICST)</i>, Xi’an, China, April, 2019, 2019, pp. 125--135.","ama":"Sharma A, Wehrheim H. Testing Machine Learning Algorithms for Balanced Data Usage. In: <i>IEEE International Conference on Software Testing, Verification and Validation (ICST)</i>. Xi’an, China: IEEE; 2019:125--135.","bibtex":"@inproceedings{Sharma_Wehrheim_2019, place={Xi’an, China}, title={Testing Machine Learning Algorithms for Balanced Data Usage}, booktitle={IEEE International Conference on Software Testing, Verification and Validation (ICST)}, publisher={IEEE}, author={Sharma, Arnab and Wehrheim, Heike}, year={2019}, pages={125--135} }","short":"A. Sharma, H. 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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.","apa":"Sharma, A., &#38; Wehrheim, H. (2019). Testing Balancedness of ML Algorithms. In S. Becker, I. Bogicevic, G. Herzwurm, &#38; S. Wagner (Eds.), <i>Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019</i> (Vol. {P-292}, pp. 157–158). {GI}. <a href=\"https://doi.org/10.18420/se2019-48\">https://doi.org/10.18420/se2019-48</a>","chicago":"Sharma, Arnab, and Heike Wehrheim. “Testing Balancedness of ML Algorithms.” In <i>Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019</i>, edited by Steffen Becker, Ivan Bogicevic, Georg Herzwurm, and Stefan Wagner, {P-292}:157–58. {LNI}. {GI}, 2019. <a href=\"https://doi.org/10.18420/se2019-48\">https://doi.org/10.18420/se2019-48</a>.","ieee":"A. Sharma and H. Wehrheim, “Testing Balancedness of ML Algorithms,” in <i>Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019</i>, 2019, vol. {P-292}, pp. 157–158.","ama":"Sharma A, Wehrheim H. Testing Balancedness of ML Algorithms. In: Becker S, Bogicevic I, Herzwurm G, Wagner S, eds. <i>Software Engineering and Software Management, {SE/SWM} 2019, Stuttgart, Germany, February 18-22, 2019</i>. Vol {P-292}. {LNI}. {GI}; 2019:157-158. doi:<a href=\"https://doi.org/10.18420/se2019-48\">10.18420/se2019-48</a>"},"year":"2019","doi":"10.18420/se2019-48","title":"Testing Balancedness of ML Algorithms","volume":"{P-292}","date_created":"2019-06-03T08:10:55Z","author":[{"first_name":"Arnab","last_name":"Sharma","id":"67200","full_name":"Sharma, Arnab"},{"first_name":"Heike","full_name":"Wehrheim, Heike","id":"573","last_name":"Wehrheim"}],"publisher":"{GI}","date_updated":"2022-01-06T06:50:28Z"}]