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Towards a Rule Based Distributed OWL Reasoning Framework

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Ontology Engineering (OWLED 2015)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 9557))

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Abstract

The amount of data exposed in the form of RDF and OWL continues to increase exponentially. Some approaches have already been proposed for the scalable reasoning over several language profiles such as RDFS, OWL Horst, OWL 2 EL, OWL 2 RL etc. But all those approaches are limited to the particular ruleset that the reasoner supports. In this work, we propose the idea for a rule-based distributed reasoning framework that can support any given ruleset and highlight some of the challenges that needs to be solved in order to implement such a framework.

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Notes

  1. 1.

    http://stats.lod2.eu/.

References

  1. Baader, F., Brandt, S., Lutz, C.: Pushing the EL envelope. In: Kaelbling, L.P., Saffiotti, A. (eds.) Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, IJCAI-2005, July 30–August 5 2005, Edinburgh, Scotland, UK, pp. 364–369. AAAI (2005)

    Google Scholar 

  2. Gu, R., Wang, S., Wang, F., Yuan, C., Huang, Y.: Cichlid: efficient large scale RDFS/OWL reasoning with spark. In: 2015 IEEE International Parallel and Distributed Processing Symposium, IPDPS 2015, 25–29 May 2015, Hyderabad, India, pp. 700–709. IEEE Computer Society (2015)

    Google Scholar 

  3. Hayes, P., Patel-Schneider, P.F.: RDF Semantics (2014). http://www.w3.org/TR/rdf11-mt/

  4. Heino, N., Pan, J.Z.: RDFS reasoning on massively parallel hardware. In: Cudré-Mauroux, P., et al. (eds.) ISWC 2012, Part I. LNCS, vol. 7649, pp. 133–148. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  5. ter Horst, H.J.: Combining RDF and part of OWL with rules: semantics, decidability, complexity. In: Gil, Y., Motta, E., Benjamins, V.R., Musen, M.A. (eds.) ISWC 2005. LNCS, vol. 3729, pp. 668–684. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  6. Kaoudi, Z., Miliaraki, I., Koubarakis, M.: RDFS reasoning and query answering on top of DHTs. In: Sheth, A.P., Staab, S., Dean, M., Paolucci, M., Maynard, D., Finin, T., Thirunarayan, K. (eds.) ISWC 2008. LNCS, vol. 5318, pp. 499–516. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  7. Kazakov, Y., Krötzsch, M., Simančík, F.: Concurrent classification of \({{\cal EL}}\) 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. 305–320. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  8. Kolovski, V., Wu, Z., Eadon, G.: Optimizing enterprise-scale OWL 2 RL reasoning in a relational database system. In: Patel-Schneider, P.F., Pan, Y., Hitzler, P., Mika, P., Zhang, L., Pan, J.Z., Horrocks, I., Glimm, B. (eds.) ISWC 2010, Part I. LNCS, vol. 6496, pp. 436–452. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  9. Lécué, F., Tucker, R., Bicer, V., Tommasi, P., Tallevi-Diotallevi, S., Sbodio, M.: Predicting severity of road traffic congestion using semantic web technologies. In: Presutti, V., d’Amato, C., Gandon, F., d’Aquin, M., Staab, S., Tordai, A. (eds.) ESWC 2014. LNCS, vol. 8465, pp. 611–627. Springer, Heidelberg (2014)

    Chapter  Google Scholar 

  10. Lehmann, J.: DL-learner: learning concepts in description logics. J. Mach. Learn. Res. (JMLR) 10, 2639–2642 (2009)

    MathSciNet  MATH  Google Scholar 

  11. Motik, B., Grau, B.C., Horrocks, I., Wu, Z., Fokoue, A., Lutz, C. (eds.): OWL 2 Web Ontology Language Profiles. In: W3C Recommendation (2012). http://www.w3.org/TR/owl2-profiles/

  12. Motik, B., Nenov, Y., Piro, R., Horrocks, I.: Parallel materialisation of datalog programs in main-memory RDF databases. In: Brodley, C.E., Stone, P. (eds.) Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, July 27–31 2014, Qébec City, Qébec, Canada. AAAI Press (2014)

    Google Scholar 

  13. Mutharaju, R., Hitzler, P., Mateti, P.: Distributed OWL EL reasoning: the story so far. In: Liebig, T., Fokoue, A. (eds.) Proceedings of the 10th International Workshop on Scalable Semantic Web Knowledge Base Systems, Riva Del Garda, Italy. CEUR Workshop Proceedings, vol. 1261, pp. 61–76. CEUR-WS.org (2014)

    Google Scholar 

  14. Mutharaju, R., Hitzler, P., Mateti, P., Lécué, F.: Distributed and Scalable OWL EL Reasoning. In: Gandon, F., Sabou, M., Sack, H., d’Amato, C., Cudré-Mauroux, P., Zimmermann, A. (eds.) ESWC 2015. LNCS, vol. 9088, pp. 88–103. Springer, Heidelberg (2015)

    Chapter  Google Scholar 

  15. Mutharaju, R., Maier, F., Hitzler, P.: A MapReduce algorithm for EL+. In: Haarslev, V., Toman, D., Weddell, G.E. (eds.) Proceedings of the 23rd International Workshop on Description Logics (DL 2010), 4–7 May 2010, Waterloo, Ontario, Canada. CEUR Workshop Proceedings, vol. 573. CEUR-WS.org (2010)

    Google Scholar 

  16. Oren, E., Kotoulas, S., Anadiotis, G., Siebes, R., ten Teije, A., van Harmelen, F.: Marvin: distributed reasoning over large-scale semantic web data. Web Seman. Sci. Serv. Agents World Wide Web 7(4), 305–316 (2009)

    Article  Google Scholar 

  17. Peters, M., Sachweh, S., Zündorf, A.: Large scale rule-based reasoning using a laptop. In: Gandon, F., Sabou, M., Sack, H., d’Amato, C., Cudré-Mauroux, P., Zimmermann, A. (eds.) ESWC 2015. LNCS, vol. 9088, pp. 104–118. Springer, Heidelberg (2015)

    Chapter  Google Scholar 

  18. Ren, Y., Pan, J.Z., Lee, K.: Parallel ABox reasoning of \({\cal EL}\) ontologies. In: Pan, J.Z., Chen, H., Kim, H.-G., Li, J., Horrocks, I., Mizoguchi, R., Wu, Z., Wu, Z. (eds.) JIST 2011. LNCS, vol. 7185, pp. 17–32. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  19. Soma, R., Prasanna, V.K.: Parallel inferencing for OWL knowledge bases. In: 2008 International Conference on Parallel Processing, ICPP 2008, 8–12 September 2008, Portland, Oregon, USA, pp. 75–82. IEEE Computer Society (2008)

    Google Scholar 

  20. Urbani, J., van Harmelen, F., Schlobach, S., Bal, H.: QueryPIE: backward reasoning for OWL horst over very large knowledge bases. 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. 730–745. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  21. Urbani, J., Kotoulas, S., Oren, E., van Harmelen, F.: Scalable distributed reasoning using MapReduce. In: Bernstein, A., Karger, D.R., Heath, T., Feigenbaum, L., Maynard, D., Motta, E., Thirunarayan, K. (eds.) ISWC 2009. LNCS, vol. 5823, pp. 634–649. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  22. Weaver, J., Hendler, J.A.: Parallel materialization of the finite RDFS closure for hundreds of millions of triples. In: Bernstein, A., Karger, D.R., Heath, T., Feigenbaum, L., Maynard, D., Motta, E., Thirunarayan, K. (eds.) ISWC 2009. LNCS, vol. 5823, pp. 682–697. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

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Authors and Affiliations

  1. Wright State University, Dayton, OH, USA

    Raghava Mutharaju, Prabhaker Mateti & Pascal Hitzler

Authors
  1. Raghava Mutharaju
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  2. Prabhaker Mateti
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  3. Pascal Hitzler
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Corresponding author

Correspondence to Raghava Mutharaju .

Editor information

Editors and Affiliations

  1. University of Liverpool, Liverpool, United Kingdom

    Valentina Tamma

  2. Fondazione Bruno Kessler, Povo, Trento, Italy

    Mauro Dragoni

  3. BMIR, Stanford Center for Biomedical Inf, Stanford, California, USA

    Rafael Gonçalves

  4. Poznan University of Technology, Poznan, Poland

    Agnieszka Ławrynowicz

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Mutharaju, R., Mateti, P., Hitzler, P. (2016). Towards a Rule Based Distributed OWL Reasoning Framework. In: Tamma, V., Dragoni, M., Gonçalves, R., Ławrynowicz, A. (eds) Ontology Engineering. OWLED 2015. Lecture Notes in Computer Science(), vol 9557. Springer, Cham. https://doi.org/10.1007/978-3-319-33245-1_9

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  • DOI: https://doi.org/10.1007/978-3-319-33245-1_9

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-33244-4

  • Online ISBN: 978-3-319-33245-1

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