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A Web of Knowledge: A Conceptual-Modeling Perspective

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Book cover The Evolution of Conceptual Modeling

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 6520))

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Abstract

The current web is a web of linked pages. Frustrated users search for facts by guessing which keywords or keyword phrases might lead them to pages where they can find facts. Can we make it possible for users to search directly for facts? Equivalently, can we turn the web into a web of facts (instead of a web of pages containing facts)? Ultimately, can the web be a knowledgebase—a web of knowledge—that can provide direct answers to factual questions and also provide the confidence necessary to make those answers believable? We answer these questions by showing how to superimpose a web of data over the web of pages, resulting in a web of knowledge. Our research group at Brigham Young University has been working on this challenge for more than a decade. Our solution, which is based on conceptual modeling, calls for turning raw symbols contained in web pages into knowledge and making this knowledge accessible via the web. The particulars of our solution show ways to overcome three impeding challenges: (1) automatic (or near automatic) creation of ontologies, (2) automatic (or near automatic) annotation of web pages with respect to these ontologies, and (3) simple but accurate query specification, usable without specialized training. Meeting these basic challenges can simplify knowledge-web content creation and access to the point that the vision of a web of knowledge can become a reality. Throughout, we show that conceptual modeling plays a key role in actualizing these ideas.

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References

  1. Al-Kamha, R.: Conceptual XML for Systems Analysis. PhD dissertation, Brigham Young University, Department of Computer Science (June 2007)

    Google Scholar 

  2. Al-Muhammed, M.J.: Ontology Aware Software Service Agents: Meeting Ordinary User Needs on the Semantic Web. PhD dissertation, Brigham Young University, Provo, Utah (August 2007)

    Google Scholar 

  3. Al-Muhammed, M.J., Embley, D.W., Liddle, S.W., Tijerino, Y.: Bringing web principles to services: Ontology-based web services. In: Proceedings of the Fourth International Workshop on Semantic Web for Services and Processes (SWSP 2007), Salt Lake City, Utah, pp. 73–80 (2007)

    Google Scholar 

  4. Alhajj, R.: Extracting the extended entity-relationship model from a legacy relational database. Information Systems 28(6), 597–618 (2003)

    Article  MATH  Google Scholar 

  5. Baader, F., Nutt, W.: Basic description logics. In: Baader, F., Calvanese, D., McGuinness, D., Nardi, D., Patel-Schneider, P. (eds.) The Description Logic Handbook, ch. 2, pp. 43–95. Cambridge University Press, Cambridge (2003)

    Google Scholar 

  6. Berners-Lee, T.: Future of the world wide web, March 1 (2007), Testimony of Sir Timothy Berners-Lee Before the United States House of Representatives Committee on Energy and Commerce Subcommittee on Telecommunications and the Internet, http://dig.csail.mit.edu/2007/03/01-ushouse-future-of-the-web

  7. Buitelaar, P., Cimiano, P., Loos, B.: Preface. In: Proceedings of the 2nd Workshop on Ontology Learning and Population: Bridging the Gap Between Text and Knowledge (COLING-ACL 2006), Sydney, Australia (July 2006)

    Google Scholar 

  8. Chiang, R.H.L., Barron, T.M., Storey, V.C.: Reverse engineering of relational databases: Extraction of an EER model from a relational database. Data and Knolwedge Engineering 12(1), 107–142 (1994)

    Article  Google Scholar 

  9. Ding, Y., Embley, D.W., Liddle, S.W.: Automatic creation and simplified querying of semantic web content: An approach based on information-extraction ontologies. In: Mizoguchi, R., Shi, Z.-Z., Giunchiglia, F. (eds.) ASWC 2006. LNCS, vol. 4185, pp. 400–414. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  10. Embley, D.W.: NFQL: The natural forms query language. ACM Transactions on Database Systems 14(2), 168–211 (1989)

    Article  Google Scholar 

  11. Embley, D.W., Campbell, D.M., Jiang, Y.S., Liddle, S.W., Lonsdale, D.W., Ng, Y.-K., Smith, R.D.: Conceptual-model-based data extraction from multiple-record web pages. Data & Knowledge Engineering 31(3), 227–251 (1999)

    Article  MATH  Google Scholar 

  12. Embley, D.W., Kurtz, B.D., Woodfield, S.N.: Object-oriented Systems Analysis: A Model-Driven Approach. Prentice-Hall, Englewood Cliffs (1992)

    Google Scholar 

  13. Embley, D.W., Zitzelberger, A.: Theoretical foundations for enabling a web of knowledge. In: Proceedings of the Sixth International Symposium on Foundations of Information and Knowledge Systems (FoIKS 2010), Sophia, Bulgaria, pp. 211–229 (February 2010)

    Google Scholar 

  14. Fellbaum, C.: WordNet: An Electronic Lexical Database. MIT Press, Cambridge (1998)

    MATH  Google Scholar 

  15. Footnote.com (2007), http://www.footnote.com

  16. Gruber, T.R.: A translation approach to portable ontology specifications. Knowledge Acquisition 5(2), 199–220 (1993)

    Article  Google Scholar 

  17. Guarino, N.: Formal ontologies and information systems. In: Guarino, N. (ed.) Proceedings of the First International Conference on Formal Ontology in Information Systems (FOIS 1998), Trento, Italy, pp. 3–15 (June 1998)

    Google Scholar 

  18. Halpin, T.: Conceptual Schema & Relational Database Design, 2nd edn. Prentice Hall of Australia Pty. Ltd., Sydney (1995)

    Google Scholar 

  19. Jarrar, M.: Towards automated reasoning on ORM schemes. In: Parent, C., Schewe, K.-D., Storey, V.C., Thalheim, B. (eds.) ER 2007. LNCS, vol. 4801, pp. 181–197. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  20. Lammari, N., Comyn-Wattiau, I., Akoka, J.: Extracting generalization hierarchies from relational databases: A reverse engineering approach. Data & Knowledge Engineering 63(2), 568–589 (2007)

    Article  Google Scholar 

  21. Lynn, S.: Automating mini-ontology generation from canonical tables. Master’s thesis, Department of Computer Science, Brigham Young University, Provo, Utah (2008)

    Google Scholar 

  22. Rus, V.: A first evaluation of logic form identification systems. In: Mihalcea, R., Edmonds, P. (eds.) Senseval-3: Third International Workshop on the Evaluation of Systems for the Semantic Analysis of Text, Barcelona, Spain, pp. 37–40 (March 2004)

    Google Scholar 

  23. Sirin, E., Parsia, B., Grau, B.C., Kalyanpur, A., Katz, Y.: A practical OWL-DL reasoner. Journal of Web Semantics 5(2), 51–53 (2007)

    Article  Google Scholar 

  24. Smith, B.: Ontology. In: Floridi, L. (ed.) Blackwell Guide to the Philosophy of Computing and Information, pp. 155–166. Blackwell, Oxford (2003)

    Google Scholar 

  25. Tao, C.: Ontology Generation, Information Harvesting and Semantic Annotation for Machine-Generated Web Pages. PhD dissertation, Brigham Young University, Department of Computer Science (December 2008)

    Google Scholar 

  26. Tijerino, Y.A., Embley, D.W., Lonsdale, D.W., Ding, Y., Nagy, G.: Toward ontology generation from tables. World Wide Web: Internet and Web Information Systems 8(3), 261–285 (2005)

    Article  Google Scholar 

  27. Vickers, M.: Ontology-based free-form query processing for the semantic web. Master’s thesis, Brigham Young University, Provo, Utah (June 2006)

    Google Scholar 

  28. OWL Web Ontology Language Reference Manual. W3C (World Wide Web Consortium), http://www.w3.org/TR/owl-ref

  29. Resource Description Framework (RDF). W3C (World Wide Web Consortium), http://www.w3.org/RDF

  30. SPARQL Query Language for RDF. W3C (World Wide Web Consortium), http://www.w3.org/TR/rdf-sparql-query

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Embley, D.W., Liddle, S.W., Tao, C. (2011). A Web of Knowledge: A Conceptual-Modeling Perspective. In: Kaschek, R., Delcambre, L. (eds) The Evolution of Conceptual Modeling. Lecture Notes in Computer Science, vol 6520. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-17505-3_7

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  • DOI: https://doi.org/10.1007/978-3-642-17505-3_7

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-17504-6

  • Online ISBN: 978-3-642-17505-3

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