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Knowledge-Based Wrapper Induction for Intelligent Web Information Extraction

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Web Intelligence

Abstract

This chapter discusses some of the issues in Web information extraction, focusing on automatic extraction methods that exploit wrapper induction. In particular, we point out the limitations of traditional heuristic-based wrapper-generation systems, and as a solution, we emphasize the importance of the domain knowledge in the process of wrapper generation. We demonstrate the effectiveness of domain knowledge by presenting our scheme of knowledge-based wrapper generation for semistructured and labeled documents. Our information-extraction system, XTROS, represents both the domain knowledge and the wrappers using XML documents to increase modularity, flexibility, and interoperability. XTROS shows good performance on several Web sites in the domain of real estate, and it is expected to be easily adaptable to different domains by plugging in appropriate XML-based domain knowledge.

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References

  1. J. Ambite, N. Ashish, G. Barish, C. Knoblock, S. Minton, P. Modi, I. Muslea, A. Philpot, S. Tejada: ARIADNE: A system for constructing mediators for Internet sources. In: L.M. Haas, A. Tiwary (eds.), Proc. ACM SIGMOD Int. Conf. on Management of Data, Seattle, WA, 2–4 June 1998 (ACM Press 1998) pp. 561–563

    Google Scholar 

  2. P. Atzeni, G. Mecca, P. Merialdo: Semi-structured and structured data in the Web: going back and forth. In: Proc. ACM SIGMOD Workshop on Management of Semistructured Data, Tucson, AZ, 13–15 May 1997 (ACM Press 1997) pp. 1–9

    Google Scholar 

  3. A. Blum, T. Mitchell: Combining labeled and unlabeled data with co-training. In: Proc. 11th Conf. on Computational Learning Theory, Madison, WI, 24–26 July 1998 (ACM Press 1998 ) pp. 92–100

    Google Scholar 

  4. R. Doorenbos, O. Etzioni, D. Weld: A scalable comparison-shopping agent for the World-Wide Web. In: Proc. 1st Int. Conf. on Autonomous Agents, Marina del Rey, CA, 5–8 Feburary 1997 (ACM Press, New York 1997 ) pp. 39–48

    Chapter  Google Scholar 

  5. W. Cohen: A Web-based information system that reasons with structured collections of text. In: K.P. Sycara, M. Wooldridge (eds.), Proc. 2nd Int. Conf. on Autonomous Agents, Minneapolis, MN, 9–13 May 1998 (ACM Press, New York 1998 ) pp. 400–407

    Chapter  Google Scholar 

  6. J. Hammer, H. Garcia-Molina, S. Nestorov, R. Yemeni, M. Breunig, V. Vassalos: Template-based wrappers in the TSIMMIS system. In: J. Peckham (ed.), Proc. ACM SIGMOD Int. Conf. on Management of Data, Tucson, AZ, 13–15 May 1997 (ACM Press 1997 ) pp. 532–535

    Google Scholar 

  7. N. Kushmerick, D. Weld, R. Doorenbos: Wrapper induction for information extraction. In: Proc. 15th Int. Joint Conf. on Artif. Intell., Nagoya, Japan,23–29 August 1997 (Morgan Kaufmann 1997) pp. 729–735

    Google Scholar 

  8. N. Kushmerick: Gleaning the Web. IEEE Intelligent Systems 14, 20–22 (1999)

    Google Scholar 

  9. N. Kushmerick: Wrapper induction: efficiency and expressiveness. Artif. Intell. 118, 1568 (2000)

    Article  MathSciNet  Google Scholar 

  10. L. Liu, C. Pu, W. Han: An XML-based wrapper generator for Web information extraction. In: A. Delis, C. Faloutsos, S. Ghandeharizadeh (eds.), Proc. ACM SIGMOD Int. Conf. on Management of Data, Philadelphia, PA, 1–3 June 1999 (ACM Press 1999 ) pp. 540–543

    Google Scholar 

  11. I. Muslea, S. Minton, C. Knoblock: A hierarchical approach to wrapper induction. In: Proc. 3rd Int. Conf. on Autonomous Agents, Seattle, WA, 1–5 May 1999 (ACM Press 1999) pp. 190–197

    Google Scholar 

  12. E. Riloff: Automatically constructing a dictionary for information extraction tasks.In: Proc. 11th Nat. Conf. on Artif. Intell., Washington, DC, 11–15 July 1993 (AAAI Press/The MIT Press 1993) pp. 811–816

    Google Scholar 

  13. S. Soderland, D. Fisher, J. Aseltine, W. Lehnert: CRYSTAL: inducing a conceptual dictionary. In: Proc. 14th Int. Joint Conf. on Artif. Intell., Montreal, Canada, 20–25 August 1995 (Morgan Kaufmann 1995) pp. 1314–1321

    Google Scholar 

  14. S. Soderland: Learning information extraction rules for semi-structured and free text. Machine Learning 34, 233–272 (1999)

    Article  MATH  Google Scholar 

  15. J. Yang, E. Lee, J. Choi: A shopping agent that automatically constructs wrappers for semi-structured online vendors. In: K. Leung, L. Chan, H. Meng (eds.), Intelligent Data Engineering and Automated Learning, LNCS 1983 (Springer, Berlin, Heidelberg, New York 2000 ) pp. 368–373

    Google Scholar 

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Yang, J., Choi, J. (2003). Knowledge-Based Wrapper Induction for Intelligent Web Information Extraction. In: Zhong, N., Liu, J., Yao, Y. (eds) Web Intelligence. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-05320-1_8

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  • DOI: https://doi.org/10.1007/978-3-662-05320-1_8

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-07936-8

  • Online ISBN: 978-3-662-05320-1

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