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Predictive Analysis of the pO2 Blood Gasometry Parameter Related to the Infants Respiration Insufficiency

  • Wieslaw Wajs
  • Mariusz Swiecicki
  • Piotr Wais
  • Hubert Wojtowicz
  • Pawel Janik
  • Leszek Nowak
Conference paper
Part of the Advances in Soft Computing book series (AINSC, volume 35)

Abstract

The article presents application of artificial immune algorithms in prediction of the pO2 arterial blood gasometry parameter, which is related to the infants respiration insufficiency. Artificial immune network algorithm created for this purpose allows for time series prediction of the vectorized data sets. Training data originates from the Infant Intensive Care Unit of the Polish – American Institute of Pediatry, Collegium Medicum, Jagiellonian University in Cracow.

Keywords

Predictive Analysis Premature Neonate Immune Network Time Series Prediction Immune Algorithm 
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.

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References

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    1. Kruczek, P. Assesment of neural networks methods usefulness in prediction of premature neonates respiration insu.ciency, Doctoral Dissertation, Collegium Medicum, Jagiellonian University in Cracow, Cracow 2001.Google Scholar
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    2. De Castro, L. N., Von Zuben, F. J. (2000a) An Evolutionary Immune Network for Data Clustering, Proc. of the IEEE SBRN, pp. 84–89.Google Scholar
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    3. De Castro, L. N., Von Zuben, F. J. (2000b) The Clonal Selection Algorithm with Engineering Applications, GECCO′00 - Workshop Proceedings, pp. 36–37.Google Scholar
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    4. Wajs, W., Wais, P., Swiecicki, M., Wojtowicz, H. Artificial Immune System for Medical Data Classification, Proc. of the International Conference on Computational Science 2005, Springer LNCS 3516, pp. 810–812, 2005.Google Scholar

Copyright information

© Springer 2006

Authors and Affiliations

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

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