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Predictive Analysis of Blood Gasometry Parameters Related to the Infants Respiration Insufficiency

  • Wieslaw Wajs
  • Mariusz Swiecicki
  • Piotr Wais
  • Hubert Wojtowicz
  • Pawel Janik
  • Leszek Nowak
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 3991)

Abstract

The paper presents application of artificial immune system in time series prediction of the medical data. Prediction mechanism used in the work is basing on the paradigm stating that in the immune system during the response there exist not only antigene – antibody connections but also antigene – antigene connections, which role is control of antibodies activity. Moreover in the work learning mechanism of the artificial immune network, and results of carried out tests are presented.

Keywords

Artificial Immune System Predictive Analysis Immune Network Time Series Prediction Capillary Barrier 
These keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.

References

  1. 1.
    Kruczek, P.: Assesment of neural networks methods usefulness in prediction of premature neonates respiration insufficiency, Doctoral Dissertation, Collegium Medicum, Jagiellonian University in Cracow, Cracow (2001)Google Scholar
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    De Castro, L.N., Von Zuben, F.J.: An Evolutionary Immune Network for Data Clustering. In: Proc. of the IEEE SBRN, pp. 84–89 (2000a)Google Scholar
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    De Castro, L.N., Von Zuben, F.J.: The Clonal Selection Algorithm with Engineering Applications. In: GECCO 2000 - Workshop Proceedings, pp. 36–37 (2000b)Google Scholar
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    Wajs, W., Wais, P., Swiecicki, M., Wojtowicz, H.: Artificial Immune System for Medical Data Classification. In: Sunderam, V.S., van Albada, G.D., Sloot, P.M.A., Dongarra, J. (eds.) ICCS 2005. LNCS, vol. 3516, pp. 810–812. Springer, Heidelberg (2005)CrossRefGoogle Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2006

Authors and Affiliations

  • Wieslaw Wajs
    • 1
  • Mariusz Swiecicki
    • 2
  • Piotr Wais
    • 1
  • Hubert Wojtowicz
    • 1
  • Pawel Janik
    • 3
  • Leszek Nowak
    • 4
  1. 1.Institute of AutomaticsUniversity of Mining and MetallurgyCracowPoland
  2. 2.Intitute of Computer ModellingUniversity of TechnologyCracowPoland
  3. 3.Faculty of Mathematics, Astronomy and Applied InformaticsJagiellonian UniversityCracowPoland
  4. 4.Faculty of Mathematics and InformaticsJagiellonian UniversityCracowPoland

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