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Recent Topics of Research around the YAGO Knowledge Base

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Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 8709))

Abstract

A knowledge base (KB) is a formal collection of knowledge about the world. In this paper, we explain how the YAGO KB is constructed. We also summarize our contributions to different aspects of KB management in general. One of these aspects is rule mining, i.e., the identification of patterns such as spouse(x,y) ∧ livesIn(x,z) ⇒livesIn(y,z). Another aspect is the incompleteness of KBs. We propose to integrate data from Web Services into the KB in order to fill the gaps. Further, we show how the overlap between existing KBs can be used to align them, both in terms of instances and in terms of the schema. Finally, we show how KBs can be protected by watermarking.

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References

  1. Agrawal, R., Imieliński, T., Swami, A.: Mining association rules between sets of items in large databases. SIGMOD Rec. 22(2) (June 1993)

    Google Scholar 

  2. Auer, S., Bizer, C., Kobilarov, G., Lehmann, J., Cyganiak, R., Ives, Z.G.: DBpedia: A Nucleus for a Web of Open Data. In: Aberer, K., et al. (eds.) ISWC/ASWC 2007. LNCS, vol. 4825, pp. 722–735. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  3. Biega, J., Kuzey, E., Suchanek, F.M.: Inside YAGO2s: A transparent information extraction architecture. In: Proc. WWW (Companion volume) (2013)

    Google Scholar 

  4. Bienvenu, M., Deutch, D., Martinenghi, D., Senellart, P., Suchanek, F.: Dealing with the deep web and all its quirks. In: VLDS Workshop (2012)

    Google Scholar 

  5. Bizer, C., Heath, T., Idehen, K., Berners-Lee, T.: Linked data on the Web. In: WWW (2008)

    Google Scholar 

  6. de Melo, G., Weikum, G.: Towards a universal wordnet by learning from combined evidence. In: CIKM. ACM (2009)

    Google Scholar 

  7. Ferrucci, D.A., Brown, E.W., Chu-Carroll, J., Fan, J., Gondek, D., Kalyanpur, A., Lally, A., William Murdock, J., Nyberg, E., Prager, J.M., Schlaefer, N., Welty, C.A.: Building Watson: An Overview of the DeepQA Project. AI Magazine 31(3) (2010)

    Google Scholar 

  8. Galárraga, L., Preda, N., Suchanek, F.M.: Mining rules to align knowledge bases. In: AKBC Workshop (2013)

    Google Scholar 

  9. Galárraga, L., Teflioudi, C., Hose, K., Suchanek, F.M.: AMIE: Association Rule Mining under Incomplete Evidence in Ontological Knowledge Bases. In: WWW (2013)

    Google Scholar 

  10. Hoffart, J., Suchanek, F.M., Berberich, K., Weikum, G.: Yago2: A spatially and temporally enhanced knowledge base from wikipedia. Artif. Intell. 194 (2013)

    Google Scholar 

  11. Magnini, B., Cavaglia, G.: Integrating subject field codes into wordnet. In: LREC (2000)

    Google Scholar 

  12. Matuszek, C., Cabral, J., Witbrock, M., Deoliveira, J.: An introduction to the syntax and content of cyc. In: AAAI Spring Symposium (2006)

    Google Scholar 

  13. Miller, G.A.: WordNet: An Electronic Lexical Database. MIT Press (1998)

    Google Scholar 

  14. Preda, N., Kasneci, G., Suchanek, F.M., Neumann, T., Yuan, W., Weikum, G.: Active Knowledge: Dynamically Enriching RDF Knowledge Bases by Web Services (ANGIE). In: SIGMOD (2010)

    Google Scholar 

  15. Preda, N., Suchanek, F.M., Yuan, W., Weikum, G.: Susie: Search using services and information extraction. In: ICDE (2013)

    Google Scholar 

  16. Suchanek, F., Bozzon, A., Della Valle, E., Campi, A., Ronchi, S.: Towards an Ontological Representation of Services in Search Computing. In: Ceri, S., Brambilla, M. (eds.) Search Computing II. LNCS, vol. 6585, pp. 101–112. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  17. Suchanek, F.M., Abiteboul, S., Senellart, P.: PARIS: Probabilistic Alignment of Relations, Instances, and Schema. PVLDB 5(3) (2011)

    Google Scholar 

  18. Suchanek, F.M., Gross-Amblard, D.: Adding fake facts to ontologies. In: WWW (Companion volume) (2010)

    Google Scholar 

  19. Suchanek, F.M., Gross-Amblard, D., Abiteboul, S.: Watermarking for ontologies. In: Aroyo, L., Welty, C., Alani, H., Taylor, J., Bernstein, A., Kagal, L., Noy, N., Blomqvist, E. (eds.) ISWC 2011, Part I. LNCS, vol. 7031, pp. 697–713. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  20. Suchanek, F.M., Hoffart, J., Kuzey, E., Lewis-Kelham, E.: YAGO2s: Modular High-Quality Information Extraction with an Application to Flight Planning. In: German Database Symposium, BTW 2013 (2013)

    Google Scholar 

  21. Suchanek, F.M., Kasneci, G., Weikum, G.: YAGO: A core of semantic knowledge - unifying WordNet and Wikipedia. In: WWW (2007)

    Google Scholar 

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Amarilli, A., Galárraga, L., Preda, N., Suchanek, F.M. (2014). Recent Topics of Research around the YAGO Knowledge Base. In: Chen, L., Jia, Y., Sellis, T., Liu, G. (eds) Web Technologies and Applications. APWeb 2014. Lecture Notes in Computer Science, vol 8709. Springer, Cham. https://doi.org/10.1007/978-3-319-11116-2_1

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  • DOI: https://doi.org/10.1007/978-3-319-11116-2_1

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-11115-5

  • Online ISBN: 978-3-319-11116-2

  • eBook Packages: Computer ScienceComputer Science (R0)

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