Classification of complete blood count and haemoglobin typing data by a C4.5 decision tree, a naïve Bayes classifier and a multilayer perceptron for thalassaemia screening

@article{Setsirichok2012ClassificationOC,
  title={Classification of complete blood count and haemoglobin typing data by a C4.5 decision tree, a na{\"i}ve Bayes classifier and a multilayer perceptron for thalassaemia screening},
  author={Damrongrit Setsirichok and Theera Piroonratana and Waranyu Wongseree and Touchpong Usavanarong and Nuttawut Paulkhaolarn and Chompunut Kanjanakorn and Monchan Sirikong and Chanin Limwongse and Nachol Chaiyaratana},
  journal={Biomed. Signal Proc. and Control},
  year={2012},
  volume={7},
  pages={202-212}
}
This article presents the classification of blood characteristics by a C4.5 decision tree, a naïve Bayes classifier and a multilayer perceptron for thalassaemia screening. The aim is to classify eighteen classes of thalassaemia abnormality, which have a high prevalence in Thailand, and one control class by inspecting data characterised by a complete blood count (CBC) and haemoglobin typing. Two indices namely a haemoglobin concentration (HB) and a mean corpuscular volume (MCV) are the chosen… CONTINUE READING

Citations

Publications citing this paper.
SHOWING 1-10 OF 13 CITATIONS

References

Publications referenced by this paper.
SHOWING 1-10 OF 27 REFERENCES

Prenatal diagnosis of betathalassemia / Hb E by hemoglobin typing compared to DNA analysis

  • R. Saetung S. Sirichotiyakul, T. Sanguansermsri
  • 2009

Automated identification of diseases related to lymph system from lymphography data using artificial immune recognition system with fuzzy resource allocation mechanism ( fuzzyAIRS )

  • K. B. Irani U. M. Fayyad
  • Biomedical Signal Processing and Control
  • 2006

A comparative study of knearest neighbour , support vector machine and multi - layer perceptron for thalassemia screening ,

  • G. Cossu S. R. Amendolia, M. L. Ganadu, B. Golosio, G. L. Masala, G. M. Mura
  • Chemometrics and Intelligent Laboratory Systems
  • 2003

Similar Papers

Loading similar papers…