Ian Horrocks

• Chen, Jiaoyan; Jimenez-Ruiz, Ernesto; Horrocks, Ian & Sutton, Charles (2019). ColNet: Embedding the Semantics of Web Tables for Column Type Prediction. PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE.  ISSN 2159-5399. Vis sammendrag

  Automatically annotating column types with knowledge base (KB) concepts is a critical task to gain a basic understanding of web tables. Current methods rely on either table metadata like column name or entity correspondences of cells in the KB, and may fail to deal with growing web tables with incomplete meta information. In this paper we propose a neural network based column type annotation framework named ColNet which is able to integrate KB reasoning and lookup with machine learning and can automatically train Convolutional Neural Networks for prediction. The prediction model not only considers the contextual semantics within a cell using word representation, but also embeds the semantics of a column by learning locality features from multiple cells. The method is evaluated with DBPedia and two different web table datasets, T2Dv2 from the general Web and Limaye from Wikipedia pages, and achieves higher performance than the state-of-the-art approaches.

• Pinkel, Christoph; Binning, Carsten; Jimenez-Ruiz, Ernesto; Kharlamov, Evgeny; May, Wolfgang; Nikolov, Andriy; Bastinos, Ana Sasa; Skjæveland, Martin G; Solimando, Alessandro; Taheriyan, Mohsen; Heupel, Christian & Horrocks, Ian (2018). RODI: Benchmarking Relational-to-Ontology Mapping Generation Quality. Semantic Web Journal.  ISSN 1570-0844.  9(1), s 25- 52 . doi: 10.3233/SW-170268
• Potter, Anthony; Motik, Boris; Nenov, Yavor & Horrocks, Ian (2018). Dynamic Data Exchange in Distributed RDF Stores.. IEEE Transactions on Knowledge and Data Engineering.  ISSN 1041-4347.  30(12), s 2312- 2325 . doi: https://doi.org/10.1109/TKDE.2018.2818696
• Savković, Ognjen; Kharlamov, Evgeny; Ringsquandl, Martin; Xiao, Guohui; Mehdi, Gulnar; Kalayc, Elem Güzel; Nutt, Werner & Horrocks, Ian (2018). Semantic diagnostics of smart factories. Lecture Notes in Computer Science.  ISSN 0302-9743.  11341 LNCS, s 277- 294 . doi: 10.1007/978-3-030-04284-4_19
• Jimenez-Ruiz, Ernesto; Carapella, Valentina; Lukaschuk, Elena; Aung, Nay; Fung, Kenneth; Paiva, Jose; Sanghvi, Mihir; Neubauer, Stefan; Petersen, Steffen; Horrocks, Ian & Piechnik, Stefan (2017). Towards the creation of the cardiovascular magnetic resonance quality assessment ontology (CMR-QA). CEUR Workshop Proceedings.  ISSN 1613-0073.  1795
• Horrocks, Ian; Giese, Martin; Kharlamov, Evgeny & Waaler, Arild (2016). Using Semantic Technology to Tame the Data Variety Challenge. IEEE Internet Computing.  ISSN 1089-7801.  20(6), s 62- 66 . doi: 10.1109/MIC.2016.121
• Kharlamov, Evgeny; Brandt, Sebastian; Giese, Martin; Jimenez-Ruiz, Ernesto; Kotidis, Yannis; Lamparter, Steffen; Mailis, Theofilis P.; Neuenstadt, Christian; Özcep, Özgür; Pinkel, Christoph; Soylu, Ahmet; Svingos, Christoforos; Zheleznyakov, Dmitriy; Horrocks, Ian; Ioannidis, Yannis; Möller, Ralf & Waaler, Arild (2016). Enabling semantic access to static and streaming distributed data with optique: demo, In Avigdor Gal; Matthias Weidlich; Vana Kalogeraki & Nalini Venkasubramanian (ed.),  Proceedings of the 10th ACM International Conference on Distributed and Event-based Systems, DEBS '16, Irvine, CA,USA, June 20 -24.  ACM Publications.  ISBN 978-1-4503-4021-2.  Chapter.  s 350 - 353
• Kharlamov, Evgeny; Mailis, Theofilis P.; Bereta, Konstantina; Bilidas, Dimitris; Brandt, Sebastian; Jimenez-Ruiz, Ernesto; Lamparter, Steffen; Neuenstadt, Christian; Özcep, Özgür; Soylu, Ahmet; Svingos, Christoforos; Xiao, Guohui; Zheleznyakov, Dmitriy; Calvanese, Diego; Horrocks, Ian; Giese, Martin; Ioannidis, Yannis; Kotidis, Yannis; Möller, Ralf & Waaler, Arild (2016). A Semantic Approach to Polystores, In James Joshi (ed.),  Proceedings 2016 IEEE International Conference on Big Data.  IEEE.  ISBN 978-1-4673-9005-7.  KAPITTEL.  s 2565 - 2573
• Soylu, Ahmet; Giese, Martin; Jimenez-Ruiz, Ernesto; Kharlamov, Evgeny; Schlatte, Rudolf; Neuenstadt, Christian; Ozcep, Ozgur; Lie, Hallstein; Klungre, Vidar Norstein; Brandt, Sebastian & Horrocks, Ian (2016). Ontology-based visual querying with OptiqueVQS: Statoil and Siemens cases. CEUR Workshop Proceedings.  ISSN 1613-0073.  1818, s 34- 39
• Zheleznyakov, Dmitriy; Kharlamov, Evgeny; Klungre, Vidar Norstein; Skjæveland, Martin G; Hovland, Dag; Giese, Martin; Horrocks, Ian & Waaler, Arild (2016). KeywDB: A system for keyword-driven ontology-to-RDB mapping construction. CEUR Workshop Proceedings.  ISSN 1613-0073.  1690

Se alle arbeider i Cristin

• Chen, Jiaoyan; Lécué, Freddy; Pan, Jeff Z.; Horrocks, Ian & Chen, Huajun (2018). Knowledge-Based Transfer Learning Explanation.
• Hu, Pan; Motik, Boris & Horrocks, Ian (2018). Optimised Maintenance of Datalog Materialisations.
• Ronca, Alessandro; Kaminski, Mark; Grau, Bernardo Cuenca & Horrocks, Ian (2018). The Window Validity Problem in Rule-Based Stream Reasoning.
• Ronca, Alessandro; Kaminski, Mark; Grau, Bernardo Cuenca; Motik, Boris & Horrocks, Ian (2018). Stream Reasoning in Temporal Datalog..
• Savkovic, Ognen; Kharmalov, Evgeny; Ringsquandl, Martin; Xiao, Guihui; Mehdi, Gulnar; Kalayci, Elem Güzel; Nutt, Werner & Horrocks, Ian (2018). Semantic Diagnostics of Smart Factories.
• Soylu, Ahmet; Giese, Martin; Jimenez-Ruiz, Ernesto; Kharlamov, Evgeny; Schlatte, Rudolf; Neuenstadt, Christian; Özcep, Özgür; Lie, Hallstein; Klungre, Vidar Norstein; Brandt, Sebastian & Horrocks, Ian (2016). Ontology-based Visual Querying with OptiqueVQS: Statoil and Siemens Cases. CEUR Workshop Proceedings.  ISSN 1613-0073.  1818

Se alle arbeider i Cristin