18 Publications
2023 | Conference Paper | LibreCat-ID: 33734 |
KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis. In: Pesquita C, Jimenez-Ruiz E, McCusker J, et al., eds. The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023). Vol 13870. Springer International Publishing; 2023:209-226. doi:https://doi.org/10.1007/978-3-031-33455-9_13
LibreCat
| DOI
| Download (ext.)
2023 | Journal Article | LibreCat-ID: 46243 |
Demir C, Ngonga Ngomo A-C. Clifford Embeddings – A Generalized Approach for Embedding in Normed Algebras. ECML-PKDD. Published online 2023.
LibreCat
| Files available
2023 | Journal Article | LibreCat-ID: 46251 |
Demir C, Ngonga Ngomo A-C. Neuro-Symbolic Class Expression Learning. International Joint Conference on Artificial Intelligence. Published online 2023.
LibreCat
| Files available
2023 | Book Chapter | LibreCat-ID: 47421
Kouagou NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis in ALCHIQ(D). In: Machine Learning and Knowledge Discovery in Databases: Research Track. Springer Nature Switzerland; 2023. doi:10.1007/978-3-031-43421-1_12
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 46460
Ngonga Ngomo A-C, Demir C, Kouagou NJ, Heindorf S, Karalis N, Bigerl A. Class Expression Learning with Multiple Representations. In: Compendium of Neurosymbolic Artificial Intelligence. IOS Press; 2023:272–286.
LibreCat
2023 | Journal Article | LibreCat-ID: 46248 |
Demir C, Wiebesiek M, Lu R, Ngonga Ngomo A-C, Heindorf S. LitCQD: Multi-Hop Reasoning in Incomplete Knowledge Graphs with Numeric Literals. ECML PKDD. Published online 2023.
LibreCat
| Files available
2022 | Preprint | LibreCat-ID: 31545 |
Demir C, Lienen J, Ngonga Ngomo A-C. Kronecker Decomposition for Knowledge Graph Embeddings. arXiv:220506560. Published online 2022.
LibreCat
| Download (ext.)
2022 | Preprint | LibreCat-ID: 31546 |
Lienen J, Demir C, Hüllermeier E. Conformal Credal Self-Supervised Learning. arXiv:220515239. Published online 2022.
LibreCat
| Download (ext.)
2022 | Conference Paper | LibreCat-ID: 29290 |
Heindorf S, Blübaum L, Düsterhus N, et al. EvoLearner: Learning Description Logics with Evolutionary Algorithms. In: WWW. ACM; 2022:818-828.
LibreCat
| Download (ext.)
2022 | Book Chapter | LibreCat-ID: 33740 |
KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Learning Concept Lengths Accelerates Concept Learning in ALC. In: The Semantic Web. Springer International Publishing; 2022. doi:10.1007/978-3-031-06981-9_14
LibreCat
| Files available
| DOI
| Download (ext.)
2021 | Conference Paper | LibreCat-ID: 25206
Demir C, Ngonga Ngomo A-C. Convolutional Complex Knowledge Graph Embeddings. In: Verborgh R, Hose K, Paulheim H, et al., eds. The Semantic Web - 18th International Conference, {ESWC} 2021, Virtual Event, June 6-10, 2021, Proceedings. Vol 12731. Lecture Notes in Computer Science. Springer; 2021:409-424. doi:10.1007/978-3-030-77385-4\_24
LibreCat
| DOI
2021 | Journal Article | LibreCat-ID: 25209
Demir C, Moussallem D, Ngonga Ngomo A-C. A shallow neural model for relation prediction. CoRR. 2021;abs/2101.09090.
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 | Journal Article | LibreCat-ID: 25215
Demir C, Ngonga Ngomo A-C. Out-of-Vocabulary Entities in Link Prediction. CoRR. 2021;abs/2105.12524.
LibreCat
2021 | Journal Article | LibreCat-ID: 25217
Demir C, Ngonga Ngomo A-C. DRILL- Deep Reinforcement Learning for Refinement Operators in ALC. CoRR. 2021;abs/2106.15373.
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
2021 | Conference Paper | LibreCat-ID: 29287 |
Demir C, Moussallem D, Heindorf S, Ngonga Ngomo A-C. Convolutional Hypercomplex Embeddings for Link Prediction. In: The 13th Asian Conference on Machine Learning, ACML 2021. ; 2021.
LibreCat
| Download (ext.)
| arXiv
2020 | Journal Article | LibreCat-ID: 25350
Demir C, Ngonga Ngomo A-C. A Physical Embedding Model for Knowledge Graphs. CoRR. 2020;abs/2001.07418.
LibreCat
18 Publications
2023 | Conference Paper | LibreCat-ID: 33734 |
KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis. In: Pesquita C, Jimenez-Ruiz E, McCusker J, et al., eds. The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023). Vol 13870. Springer International Publishing; 2023:209-226. doi:https://doi.org/10.1007/978-3-031-33455-9_13
LibreCat
| DOI
| Download (ext.)
2023 | Journal Article | LibreCat-ID: 46243 |
Demir C, Ngonga Ngomo A-C. Clifford Embeddings – A Generalized Approach for Embedding in Normed Algebras. ECML-PKDD. Published online 2023.
LibreCat
| Files available
2023 | Journal Article | LibreCat-ID: 46251 |
Demir C, Ngonga Ngomo A-C. Neuro-Symbolic Class Expression Learning. International Joint Conference on Artificial Intelligence. Published online 2023.
LibreCat
| Files available
2023 | Book Chapter | LibreCat-ID: 47421
Kouagou NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression Synthesis in ALCHIQ(D). In: Machine Learning and Knowledge Discovery in Databases: Research Track. Springer Nature Switzerland; 2023. doi:10.1007/978-3-031-43421-1_12
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 46460
Ngonga Ngomo A-C, Demir C, Kouagou NJ, Heindorf S, Karalis N, Bigerl A. Class Expression Learning with Multiple Representations. In: Compendium of Neurosymbolic Artificial Intelligence. IOS Press; 2023:272–286.
LibreCat
2023 | Journal Article | LibreCat-ID: 46248 |
Demir C, Wiebesiek M, Lu R, Ngonga Ngomo A-C, Heindorf S. LitCQD: Multi-Hop Reasoning in Incomplete Knowledge Graphs with Numeric Literals. ECML PKDD. Published online 2023.
LibreCat
| Files available
2022 | Preprint | LibreCat-ID: 31545 |
Demir C, Lienen J, Ngonga Ngomo A-C. Kronecker Decomposition for Knowledge Graph Embeddings. arXiv:220506560. Published online 2022.
LibreCat
| Download (ext.)
2022 | Preprint | LibreCat-ID: 31546 |
Lienen J, Demir C, Hüllermeier E. Conformal Credal Self-Supervised Learning. arXiv:220515239. Published online 2022.
LibreCat
| Download (ext.)
2022 | Conference Paper | LibreCat-ID: 29290 |
Heindorf S, Blübaum L, Düsterhus N, et al. EvoLearner: Learning Description Logics with Evolutionary Algorithms. In: WWW. ACM; 2022:818-828.
LibreCat
| Download (ext.)
2022 | Book Chapter | LibreCat-ID: 33740 |
KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Learning Concept Lengths Accelerates Concept Learning in ALC. In: The Semantic Web. Springer International Publishing; 2022. doi:10.1007/978-3-031-06981-9_14
LibreCat
| Files available
| DOI
| Download (ext.)
2021 | Conference Paper | LibreCat-ID: 25206
Demir C, Ngonga Ngomo A-C. Convolutional Complex Knowledge Graph Embeddings. In: Verborgh R, Hose K, Paulheim H, et al., eds. The Semantic Web - 18th International Conference, {ESWC} 2021, Virtual Event, June 6-10, 2021, Proceedings. Vol 12731. Lecture Notes in Computer Science. Springer; 2021:409-424. doi:10.1007/978-3-030-77385-4\_24
LibreCat
| DOI
2021 | Journal Article | LibreCat-ID: 25209
Demir C, Moussallem D, Ngonga Ngomo A-C. A shallow neural model for relation prediction. CoRR. 2021;abs/2101.09090.
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 | Journal Article | LibreCat-ID: 25215
Demir C, Ngonga Ngomo A-C. Out-of-Vocabulary Entities in Link Prediction. CoRR. 2021;abs/2105.12524.
LibreCat
2021 | Journal Article | LibreCat-ID: 25217
Demir C, Ngonga Ngomo A-C. DRILL- Deep Reinforcement Learning for Refinement Operators in ALC. CoRR. 2021;abs/2106.15373.
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
2021 | Conference Paper | LibreCat-ID: 29287 |
Demir C, Moussallem D, Heindorf S, Ngonga Ngomo A-C. Convolutional Hypercomplex Embeddings for Link Prediction. In: The 13th Asian Conference on Machine Learning, ACML 2021. ; 2021.
LibreCat
| Download (ext.)
| arXiv
2020 | Journal Article | LibreCat-ID: 25350
Demir C, Ngonga Ngomo A-C. A Physical Embedding Model for Knowledge Graphs. CoRR. 2020;abs/2001.07418.
LibreCat