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Recent Publications
Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Jeff Z. Pan, Yuan He, Wen Zhang, Ian Horrocks, and Huajun Chen. Zero-Shot and Few-Shot Learning With Knowledge Graphs: A Comprehensive Survey. Proc. IEEE, 111(6):653-685, 2023. [ bib | DOI | .pdf ]
Jiaoyan Chen, Ernesto Jiménez-Ruiz, Ian Horrocks, Xi Chen, and Erik Bryhn Myklebust. An assertion and alignment correction framework for large scale knowledge bases. Semantic Web, 14(1):29-53, 2023. [ bib | .pdf ]
Shuwen Liu, Bernardo Cuenca Grau, Ian Horrocks, and Egor V. Kostylev. Revisiting Inferential Benchmarks for Knowledge Graph Completion. In Pierre Marquis, Tran Cao Son, and Gabriele Kern-Isberner, editors, Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning, KR 2023, Rhodes, Greece, September 2-8, 2023, pages 461-471, 2023. [ bib | DOI | http ]
Ouns El Harzli, Bernardo Cuenca Grau, and Ian Horrocks. Cardinality-Minimal Explanations for Monotonic Neural Networks. In Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI 2023, 19th-25th August 2023, Macao, SAR, China, pages 3677-3685. ijcai.org, 2023. [ bib | DOI | http ]
Xinyue Zhang, Pan Hu, Yavor Nenov, and Ian Horrocks. Enhancing Datalog Reasoning with Hypertree Decompositions. In Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, IJCAI 2023, 19th-25th August 2023, Macao, SAR, China, pages 3383-3393. ijcai.org, 2023. [ bib | DOI | http ]
Jingchuan Shi, Jiaoyan Chen, Hang Dong, Ishita Khan, Lizzie Liang, Qunzhi Zhou, Zhe Wu, and Ian Horrocks. Subsumption Prediction for E-Commerce Taxonomies. In Catia Pesquita, Ernesto Jiménez-Ruiz, Jamie P. McCusker, Daniel Faria, Mauro Dragoni, Anastasia Dimou, Raphaël Troncy, and Sven Hertling, editors, The Semantic Web - 20th International Conference, ESWC 2023, Hersonissos, Crete, Greece, May 28 - June 1, 2023, Proceedings, volume 13870 of Lecture Notes in Computer Science, pages 244-261. Springer, 2023. [ bib | DOI | .pdf ]
Yuan He, Jiaoyan Chen, Ernesto Jiménez-Ruiz, Hang Dong, and Ian Horrocks. Language Model Analysis for Ontology Subsumption Inference. In Anna Rogers, Jordan L. Boyd-Graber, and Naoaki Okazaki, editors, Findings of the Association for Computational Linguistics: ACL 2023, Toronto, Canada, July 9-14, 2023, pages 3439-3453. Association for Computational Linguistics, 2023. [ bib | DOI | http ]
Pan Hu, Boris Motik, and Ian Horrocks. Modular materialisation of Datalog programs. Artificial Intelligence, 308:103726, 2022. [ bib | DOI | .pdf ]
Alessandro Ronca, Mark Kaminski, Bernardo Cuenca Grau, and Ian Horrocks. The delay and window size problems in rule-based stream reasoning. Artificial Intelligence, 306:103668, 2022. [ bib | .pdf ]
Mark Kaminski, Egor V. Kostylev, Bernardo Cuenca Grau, Boris Motik, and Ian Horrocks. The Complexity and Expressive Power of Limit Datalog. J. of the ACM, 69(1):6:1-6:83, 2022. [ bib | DOI | .pdf ]
Yuan He, Jiaoyan Chen, Hang Dong, Ernesto Jiménez-Ruiz, Ali Hadian, and Ian Horrocks. Machine Learning-Friendly Biomedical Datasets for Equivalence and Subsumption Ontology Matching. In ISWC, volume 13489 of Lecture Notes in Computer Science, pages 575-591. Springer, 2022. [ bib | .pdf ]
Ian Horrocks, Jordi Olivares, Valerio Cocchi, Boris Motik, and Dylan Roy. The Dow Jones Knowledge Graph. In ESWC, volume 13261 of Lecture Notes in Computer Science, pages 427-443. Springer, 2022. [ bib | .pdf ]
Yuan He, Jiaoyan Chen, Denvar Antonyrajah, and Ian Horrocks. BERTMap: A BERT-Based Ontology Alignment System. In AAAI, pages 5684-5691. AAAI Press, 2022. [ bib | .pdf ]
David Tena Cucala, Bernardo Cuenca Grau, and Ian Horrocks. Pay-as-you-go consequence-based reasoning for the description logic SROIQ. Artificial Intelligence, 298:103518, 2021. [ bib | .pdf ]
Jiaoyan Chen, Pan Hu, Ernesto Jiménez-Ruiz, Ole Magnus Holter, Denvar Antonyrajah, and Ian Horrocks. OWL2Vec*: embedding of OWL ontologies. Mach. Learn., 110(7):1813-1845, 2021. [ bib | DOI | http ]
Shuwen Liu, Bernardo Cuenca Grau, Ian Horrocks, and Egor V. Kostylev. INDIGO: GNN-Based Inductive Knowledge Graph Completion Using Pair-Wise Encoding. In NeurIPS, pages 2034-2045, 2021. [ bib | .html ]
Federico Igne, Stefano Germano, and Ian Horrocks. RSAComb: Combined Approach for CQ Answering in RSA. In Description Logics, volume 2954 of CEUR Workshop Proceedings. CEUR-WS.org, 2021. [ bib | .pdf ]
Federico Igne, Stefano Germano, and Ian Horrocks. Computing CQ Lower-Bounds over OWL 2 Through Approximation to RSA. In ISWC, volume 12922 of Lecture Notes in Computer Science, pages 200-216. Springer, 2021. [ bib | .pdf ]
Yuan He, Jiaoyan Chen, Denvar Antonyrajah, and Ian Horrocks. Biomedical ontology alignment with BERT. In OM@ISWC, volume 3063 of CEUR Workshop Proceedings, pages 1-12. CEUR-WS.org, 2021. [ bib | .pdf ]
Ian Horrocks. Knowledge Graphs: Theory, Applications and Challenges. In WEBIST, page 5. SCITEPRESS, 2021. [ bib ]
Stefano Germano, Carla Saunders, Ian Horrocks, and Rick Lupton. Use of Semantic Technologies to Inform Progress Toward Zero-Carbon Economy. In ISWC, volume 12922 of Lecture Notes in Computer Science, pages 665-681. Springer, 2021. [ bib | .pdf ]
Temitope Ajileye, Boris Motik, and Ian Horrocks. Streaming Partitioning of RDF Graphs for Datalog Reasoning. In ESWC, volume 12731 of Lecture Notes in Computer Science, pages 3-22. Springer, 2021. [ bib | .pdf ]
Jiaoyan Chen, Ernesto Jiménez-Ruiz, Ian Horrocks, Denvar Antonyrajah, Ali Hadian, and Jaehun Lee. Augmenting Ontology Alignment by Semantic Embedding and Distant Supervision. In Ruben Verborgh, Katja Hose, Heiko Paulheim, Pierre-Antoine Champin, Maria Maleshkova, Óscar Corcho, Petar Ristoski, and Mehwish Alam, editors, The Semantic Web - 18th International Conference, ESWC 2021, Virtual Event, June 6-10, 2021, Proceedings, volume 12731 of Lecture Notes in Computer Science, pages 392-408. Springer, 2021. [ bib | .pdf ]
Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Ian Horrocks, Jeff Z. Pan, and Huajun Chen. Knowledge-aware Zero-Shot Learning: Survey and Perspective. In Zhi-Hua Zhou, editor, Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI 2021, Virtual Event / Montreal, Canada, 19-27 August 2021, pages 4366-4373. ijcai.org, 2021. [ bib | DOI | .pdf ]
Mark Kaminski, Bernardo Cuenca Grau, Egor V. Kostylev, and Ian Horrocks. Complexity and Expressive Power of Disjunction and Negation in Limit Datalog. In The Thirty-Fourth AAAI Conference on Artificial Intelligence, AAAI 2020, The Thirty-Second Innovative Applications of Artificial Intelligence Conference, IAAI 2020, The Tenth AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2020, New York, NY, USA, February 7-12, 2020, pages 2862-2869. AAAI Press, 2020. [ bib | DOI | .pdf ]
Jaehun Lee, Taeho Hwang, Jungho Park, Yunsu Lee, Boris Motik, and Ian Horrocks. A Context-Aware Recommendation System for Mobile Devices. In ISWC (Demos/Industry), volume 2721 of CEUR Workshop Proceedings, pages 380-382. CEUR-WS.org, 2020. [ bib | .pdf ]
Jiaoyan Chen, Xi Chen, Ian Horrocks, Erik B. Myklebust, and Ernesto Jiménez-Ruiz. Correcting Knowledge Base Assertions. In WWW, pages 1537-1547. ACM / IW3C2, 2020. [ bib | DOI | .pdf ]
Charalampos Nikolaou, Egor V. Kostylev, George Konstantinidis, Mark Kaminski, Bernardo Cuenca Grau, and Ian Horrocks. Foundations of ontology-based data access under bag semantics. Artificial Intelligence, 274:91-132, 2019. [ bib | DOI | .pdf ]
Boris Motik, Yavor Nenov, Robert Piro, and Ian Horrocks. Maintenance of datalog materialisations revisited. Artificial Intelligence, 269:76-136, 2019. [ bib | DOI | .pdf ]
Alina Petrova, Egor V. Kostylev, Bernardo Cuenca Grau, and Ian Horrocks. Query-Based Entity Comparison in Knowledge Graphs Revisited. In Proc. of the 18th International Semantic Web Conference (ISWC 2019), volume 11778 of Lecture Notes in Computer Science, pages 558-575. Springer, 2019. [ bib | .pdf ]
Alina Petrova, Egor V. Kostylev, Bernardo Cuenca Grau, and Ian Horrocks. Towards Explainable Entity Matching via Comparison Queries. In OM@ISWC, volume 2536 of CEUR Workshop Proceedings, pages 197-198. CEUR-WS.org, 2019. [ bib | .pdf ]
Theofilos Mailis, Yannis Kotidis, Vaggelis Nikolopoulos, Evgeny Kharlamov, Ian Horrocks, and Yannis E. Ioannidis. Mv-Index: An Efficient Index for Graph-Query Containment. In ISWC Satellites, volume 2456 of CEUR Workshop Proceedings, pages 193-196. CEUR-WS.org, 2019. [ bib | .pdf ]
Gianluca Cima, Charalampos Nikolaou, Egor V. Kostylev, Mark Kaminski, Bernardo Cuenca Grau, and Ian Horrocks. Bag Semantics of DL-Lite with Functionality Axioms. In Proc. of the 18th International Semantic Web Conference (ISWC 2019), volume 11778 of Lecture Notes in Computer Science, pages 128-144. Springer, 2019. [ bib | .pdf ]
Jiaoyan Chen, Ernesto Jiménez-Ruiz, and Ian Horrocks. Canonicalizing Knowledge Base Literals. In Proc. of the 18th International Semantic Web Conference (ISWC 2019), volume 11778 of Lecture Notes in Computer Science, pages 110-127. Springer, 2019. [ bib | .pdf ]
Temitope Ajileye, Boris Motik, and Ian Horrocks. Datalog Materialisation in Distributed RDF Stores with Dynamic Data Exchange. In Proc. of the 18th International Semantic Web Conference (ISWC 2019), volume 11778 of Lecture Notes in Computer Science, pages 21-37. Springer, 2019. [ bib | .pdf ]
David Tena Cucala, Bernardo Cuenca Grau, and Ian Horrocks. Sequoia: A Consequence Based Reasoner for SROIQ. In Proc. of the 2019 Description Logic Workshop (DL 2019), volume 2373 of CEUR Workshop Proceedings. CEUR-WS.org, 2019. [ bib | .pdf ]
Gianluca Cima, Charalampos Nikolaou, Egor V. Kostylev, Mark Kaminski, Bernardo Cuenca Grau, and Ian Horrocks. Bagging the DL-Lite Family Further. In Proc. of the 2019 Description Logic Workshop (DL 2019), volume 2373 of CEUR Workshop Proceedings. CEUR-WS.org, 2019. [ bib | .pdf ]
Pan Hu, Jacopo Urbani, Boris Motik, and Ian Horrocks. Datalog Reasoning over Compressed RDF Knowledge Bases. In Proc. of the 28th Int. Conf. on Information and Knowledge Management (CIKM 2019), pages 2065-2068. ACM, 2019. [ bib | .pdf ]
David Tena Cucala, Bernardo Cuenca Grau, and Ian Horrocks. 15 Years of Consequence-Based Reasoning. In Description Logic, Theory Combination, and All That, volume 11560 of Lecture Notes in Computer Science, pages 573-587. Springer, 2019. [ bib | .pdf ]
Charalampos Nikolaou, Bernardo Cuenca Grau, Egor V. Kostylev, Mark Kaminski, and Ian Horrocks. Satisfaction and Implication of Integrity Constraints in Ontology-based Data Access. In Proc. of the 28th Int. Joint Conf. on Artificial Intelligence (IJCAI 2019), pages 1829-1835, 2019. [ bib | .pdf ]
Jiaoyan Chen, Ernesto Jiménez-Ruiz, Ian Horrocks, and Charles Sutton. ColNet: Embedding the Semantics of Web Tables for Column Type Prediction. In Proc. of the 33rd Nat. Conf. on Artificial Intelligence (AAAI 19), pages 29-36, 2019. [ bib | http ]
Jiaoyan Chen, Ernesto Jiménez-Ruiz, Ian Horrocks, and Charles Sutton. Learning Semantic Annotations for Tabular Data. In Proc. of the 28th Int. Joint Conf. on Artificial Intelligence (IJCAI 2019), pages 2088-2094, 2019. [ bib | .pdf ]
Pan Hu, Boris Motik, and Ian Horrocks. Modular Materialisation of Datalog Programs. In Proc. of the 33rd Nat. Conf. on Artificial Intelligence (AAAI 19), pages 2859-2866, 2019. [ bib | .pdf ]
Theofilos Mailis, Yannis Kotidis, Vaggelis Nikolopoulos, Evgeny Kharlamov, Ian Horrocks, and Yannis Ioannidis. An Efficient Index for RDF Query Containment. In Proc. of the ACM SIGMOD Int. Conf. on Management of Data, 2019. [ bib | .pdf ]
Pan Hu, Boris Motik, and Ian Horrocks. Modular Materialisation of Datalog Programs. CoRR, abs/1811.02304, 2018. [ bib | arXiv | http ]
Jiaoyan Chen, Ernesto Jiménez-Ruiz, Ian Horrocks, and Charles Sutton. ColNet: Embedding the Semantics of Web Tables for Column Type Prediction. CoRR, abs/1811.01304, 2018. [ bib | arXiv | http ]
Andrew Bate, Boris Motik, Bernardo Cuenca Grau, David Tena Cucala, František Simančík, and Ian Horrocks. Consequence-Based Reasoning for Description Logics with Disjunctions and Number Restrictions. J. of Artificial Intelligence Research, 63:625-690, 2018. [ bib | http ]
Ahmet Soylu, Evgeny Kharlamov, Dmitriy Zheleznyakov, Ernesto Jiménez-Ruiz, Martin Giese, Martin G. Skjæveland, Dag Hovland, Rudolf Schlatte, Sebastian Brandt, Hallstein Lie, and Ian Horrocks. OptiqueVQS: A visual query system over ontologies for industry. Semantic Web, 9(5):627-660, 2018. [ bib | DOI | .pdf ]
David Tena Cucala, Bernardo Cuenca Grau, and Ian Horrocks. Consequence-based Reasoning for Description Logics with Disjunction, Inverse Roles, Number Restrictions, and Nominals. CoRR, abs/1805.01396, 2018. [ bib | arXiv | http ]
Mark Kaminski, Bernardo Cuenca Grau, Egor V. Kostylev, Boris Motik, and Ian Horrocks. Stratified Negation in Limit Datalog Programs. CoRR, abs/1804.09473, 2018. [ bib | arXiv | http ]
Christoph Pinkel, Carsten Binnig, Ernesto Jiménez-Ruiz, Evgeny Kharlamov, Wolfgang May, Andriy Nikolov, Ana Sasa Bastinos, Martin G. Skjæveland, Alessandro Solimando, Mohsen Taheriyan, Christian Heupel, and Ian Horrocks. RODI: Benchmarking relational-to-ontology mapping generation quality. Semantic Web, 9(1):25-52, 2018. [ bib | DOI | http ]
Anthony Potter, Boris Motik, Yavor Nenov, and Ian Horrocks. Dynamic Data Exchange in Distributed RDF Stores. IEEE Trans. on Knowledge and Data Engineering, 30(12):2312-2325, 2018. [ bib | DOI | .pdf ]
Martin Ringsquandl, Evgeny Kharlamov, Daria Stepanova, Marcel Hildebrandt, Steffen Lamparter, Raffaello Lepratti, Ian Horrocks, and Peer Kröger. Filling Gaps in Industrial Knowledge Graphs via Event-Enhanced Embedding. In Marieke van Erp, Medha Atre, Vanessa López, Kavitha Srinivas, and Carolina Fortuna, editors, Proceedings of the ISWC 2018 Posters & Demonstrations, Industry and Blue Sky Ideas Tracks co-located with 17th International Semantic Web Conference (ISWC 2018), Monterey, USA, October 8th - to - 12th, 2018., volume 2180 of CEUR Workshop Proceedings. CEUR-WS.org, 2018. [ bib | .pdf ]
Alessandro Ronca, Mark Kaminski, Bernardo Cuenca Grau, and Ian Horrocks. The Window Validity Problem in Rule-Based Stream Reasoning. In Michael Thielscher, Francesca Toni, and Frank Wolter, editors, Principles of Knowledge Representation and Reasoning: Proceedings of the Sixteenth International Conference, KR 2018, Tempe, Arizona, 30 October - 2 November 2018., pages 571-581. AAAI Press, 2018. [ bib | http ]
Jiaoyan Chen, Freddy Lécué, Jeff Z. Pan, Ian Horrocks, and Huajun Chen. Knowledge-Based Transfer Learning Explanation. In Michael Thielscher, Francesca Toni, and Frank Wolter, editors, Principles of Knowledge Representation and Reasoning: Proceedings of the Sixteenth International Conference, KR 2018, Tempe, Arizona, 30 October - 2 November 2018., pages 349-358. AAAI Press, 2018. [ bib | http ]
Ognjen Savkovic, Evgeny Kharlamov, Martin Ringsquandl, Guohui Xiao, Gulnar Mehdi, Elem Güzel Kalayci, Werner Nutt, and Ian Horrocks. Semantic Diagnostics of Smart Factories. In Ryutaro Ichise, Freddy Lécué, Takahiro Kawamura, Dongyan Zhao, Stephen Muggleton, and Kouji Kozaki, editors, Semantic Technology - 8th Joint International Conference, JIST 2018, Awaji, Japan, November 26-28, 2018, Proceedings, volume 11341 of Lecture Notes in Computer Science, pages 277-294. Springer, 2018. [ bib | DOI | http ]
Evgeny Kharlamov, Ognjen Savkovic, Martin Ringsquandl, Guohui Xiao, Gulnar Mehdi, Elem Güzel Kalayci, Werner Nutt, Mikhail Roshchin, Ian Horrocks, and Thomas A. Runkler. Diagnostics of Trains with Semantic Diagnostics Rules. In Fabrizio Riguzzi, Elena Bellodi, and Riccardo Zese, editors, Inductive Logic Programming - 28th International Conference, ILP 2018, Ferrara, Italy, September 2-4, 2018, Proceedings, volume 11105 of Lecture Notes in Computer Science, pages 54-71. Springer, 2018. [ bib | DOI | http ]
Ognjen Savkovic, Evgeny Kharlamov, Guohui Xiao, Gulnar Mehdi, Elem Güzel Kalayci, Werner Nutt, Mikhail Roshchin, and Ian Horrocks. Theoretical Characterization of Signal Diagnostic Processing Language. In Magdalena Ortiz and Thomas Schneider, editors, Proceedings of the 31st International Workshop on Description Logics co-located with 16th International Conference on Principles of Knowledge Representation and Reasoning (KR 2018), Tempe, Arizona, US, October 27th - to - 29th, 2018., volume 2211 of CEUR Workshop Proceedings. CEUR-WS.org, 2018. [ bib | .pdf ]
Evgeny Kharlamov, Gulnar Mehdi, Ognjen Savkovic, Guohui Xiao, Steffen Lamparter, Ian Horrocks, and Arild Waaler. Towards Simplification of Analytical Workflows With Semantics at Siemens (Extended Abstract). In Naoki Abe, Huan Liu, Calton Pu, Xiaohua Hu, Nesreen Ahmed, Mu Qiao, Yang Song, Donald Kossmann, Bing Liu, Kisung Lee, Jiliang Tang, Jingrui He, and Jeffrey Saltz, editors, IEEE International Conference on Big Data, Big Data 2018, Seattle, WA, USA, December 10-13, 2018, pages 1951-1954. IEEE, 2018. [ bib | DOI | www: ]
Evgeny Kharlamov, Martin G. Skjæveland, Dag Hovland, Theofilos Mailis, Ernesto Jiménez-Ruiz, Guohui Xiao, Ahmet Soylu, Ian Horrocks, and Arild Waaler. Finding Data Should be Easier than Finding Oil. In Naoki Abe, Huan Liu, Calton Pu, Xiaohua Hu, Nesreen Ahmed, Mu Qiao, Yang Song, Donald Kossmann, Bing Liu, Kisung Lee, Jiliang Tang, Jingrui He, and Jeffrey Saltz, editors, IEEE International Conference on Big Data, Big Data 2018, Seattle, WA, USA, December 10-13, 2018, pages 1747-1756. IEEE, 2018. [ bib | DOI | http ]
David Tena Cucala, Bernardo Cuenca Grau, and Ian Horrocks. Consequence-based Reasoning for Description Logics with Disjunction, Inverse Roles, Number Restrictions, and Nominals. In Jérôme Lang, editor, Proc. of the 27th Int. Joint Conf. on Artificial Intelligence (IJCAI 2018), pages 1970-1976. ijcai.org, 2018. [ bib | DOI | http ]
Mark Kaminski, Bernardo Cuenca Grau, Egor V. Kostylev, Boris Motik, and Ian Horrocks. Stratified Negation in Limit Datalog Programs. In Jérôme Lang, editor, Proc. of the 27th Int. Joint Conf. on Artificial Intelligence (IJCAI 2018), pages 1875-1881. ijcai.org, 2018. [ bib | DOI | http ]
Martin Ringsquandl, Evgeny Kharlamov, Daria Stepanova, Marcel Hildebrandt, Steffen Lamparter, Raffaello Lepratti, Ian Horrocks, and Peer Kröger. Event-Enhanced Learning for KG Completion. In Proc. of the 15th European Semantic Web Conf. (ESWC 2018), volume 10843 of Lecture Notes in Computer Science, pages 541-559. Springer, 2018. [ bib | .pdf ]
Alessandro Ronca, Mark Kaminski, Bernardo Cuenca Grau, Boris Motik, and Ian Horrocks. Stream Reasoning in Temporal Datalog. In Proc. of the 32nd Nat. Conf. on Artificial Intelligence (AAAI 18), pages 1941-1948. AAAI Press, 2018. [ bib | http ]
Pan Hu, Boris Motik, and Ian Horrocks. Optimised Maintenance of Datalog Materialisations. In Proc. of the 32nd Nat. Conf. on Artificial Intelligence (AAAI 18), pages 1871-1879. AAAI Press, 2018. [ bib | .pdf ]
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