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The Estimation of Reliability in the Preventive Examination of Allergic Diseases with Knowledge Discovery Methods

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Computers in Medical Activity

Abstract

The paper concerns the problem of analyzing the reliability of preventive examination of allergic diseases. The authors propose an approach based on the employment knowledge discovery methods to examine data obtained from a questionnaire and tests. As a result of the examination, the association rule model is built. The model describes the relations between the survey answers and the medical test results. The evaluation of the relations provides the answers for the quality and the accuracy of the survey. The Predictive Model Markup Language (PMML) and XQuery language are involved to facilitate an environment for the systematic examination of complex mining models. In the final part of the paper, the preliminary results of experiments are presented.

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References

  1. Abiteboul, S., Buneman, P., Suciu, D.: Data on the Web. From Relations to Semistructured Data and XML. Morgan Kaufmann, San Francisco (1999)

    Google Scholar 

  2. Agrawal, R., Imieliński, T., Swami, A.: Mining Association Rules between Sets of Items in Large Databases. In: Proc. ACM SIGMOD International Conference on Management of Data, Washington, USA, pp. 207–216 (1993)

    Google Scholar 

  3. Boag, S., Chamberlin, D., Fernandez, M.F., Florescu, D., Robie, J., Simeon, J.: XQuery 1.0: An XML Query Language (2007), http://www.w3.org/TR/xquery/

  4. Bray, T., Paoli, J., Sperberg-McQueen, C.E., Maler, E., Yergeau, F.: Extensible Markup Language (XML) 1.0 Third Edition. W3C Recommendation (2004), http://www.w3.org/TR/2004/REC-xml-20040204/

  5. Han, J., Kamber, M.: Data Mining. Concepts and Techniques. Morgan Kaufmann, San Francisco (2001)

    Google Scholar 

  6. Lis, G., Bręborowicz, A., Światły, A., et al.: Występowanie chorób alergicznych u dzieci szkolnych w Krakowie i Poznaniu (na podstawie badań ankietowych ISAAC). Pneumonol. Alergol. Pol. 65, 621–627 (1997)

    Google Scholar 

  7. Świder, K., Jędrzejec, B.: A Query-Driven Exploration of Association Rule Models in PMML. In: Tadeusiewicz, R., Ligęza, A., Szymkat, M. (eds.) Proc. of the 5th Conference Computer Methods and Systems – CMS 2005, Kraków, Poland, pp. 409–414 (2005)

    Google Scholar 

  8. Świder, K., Jędrzejec, B., Wysocki, M.: A Query-Driven Exploration of Discovered Association Rules. Studies in Computational Intelligence, pp. 275–290. Springer, Heidelberg (2007) (in printing)

    Google Scholar 

  9. Obtułowicz, K.: Choroby alergiczne młodzieży w okresie dojrzewania. Medycyna wieku młodzieńczego. Klinika i postępowanie w chorobach przewlekłych. Wydawnictwo Medyczne, Kraków, pp. 55–78 (2001)

    Google Scholar 

  10. PMML, Predictive Model Markup Language (PMML) Project Page (2003), http://sourceforge.net/projects/pmml

  11. Stelmach, W., Korzeniowska, A., Piechota, M., et al.: Preliminary results of prophylactic program of allergic diseases in children in Łódź district. Pneumonol. Alergol. Pol. 70, 561–565 (2002)

    Google Scholar 

  12. Strachan, D.: Worldwide variations in the prevalence of symptoms of allergic rhinoconiunctivitis in children: the International Study of Asthma and Allergies in Childhood (ISAAC). Pediatr. Alergy. Immunol., 161–176 (1997)

    Google Scholar 

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Jędrzejec, B., Czarnobilska, E., Porębski, G., Obtułowicz, K., Nawarecki, E. (2009). The Estimation of Reliability in the Preventive Examination of Allergic Diseases with Knowledge Discovery Methods. In: Kącki, E., Rudnicki, M., Stempczyńska, J. (eds) Computers in Medical Activity. Advances in Intelligent and Soft Computing, vol 65. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04462-5_1

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  • DOI: https://doi.org/10.1007/978-3-642-04462-5_1

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-04461-8

  • Online ISBN: 978-3-642-04462-5

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