Diagnosis of Anemia in Children via Artificial Neural Network

Ahmet Taha Koru; Erhan Akdoğan; Esra Kaya; Mehmet Aktan; Ahmet Koru; Erhan Akdoğan

doi:10.18201/ijisae.61036

Diagnosis of Anemia in Children via Artificial Neural Network

Year 2015, Volume: 3 Issue: 1, 24 - 27, 13.01.2015

Ahmet Taha Koru Erhan Akdoğan Esra Kaya Mehmet Aktan Ahmet Koru Erhan Akdoğan

https://doi.org/10.18201/ijisae.61036

Cited By: 7

Abstract

In this paper, a neural network algorithm, which diagnosis of anemia for children under 18 years of age, is presented. The network is trained by using data from hemogram test results from 30 patients and an expert doctor. The network has 5 inputs (HGB, HCT, MCV, MCH, MCHC) and an output. Simulations on 20 different patients show that the artificial neural network detects disease with high accuracy. In this paper, it is shown that anemia diagnosis can be made via neural network methods.

Keywords

Anemia; Diagnose; Artificial neural network

References

G.Gedikoğlu and L. Ağaoğlu. Kan hastalıkları, Vol.2. İzmir,Turkey: Nobel Tıp Kitapevleri, 1993.
E.Ç. Eren. Çocuklarda Yaş Gruplarına ve Cinslerine Göre Anemi ve Demir Eksikliği Anemisi Sıklığının İncelenmesi. Aile Hekimliği Uzmanlık Tezi, Turkey 2008.
M. A. Simes and L. Solmonpera. The We Anling Iron for All Or one. Acta Pediatr Scad, 1989, pp. 103-878.
H. Soylu, Ü. Özgen, M. BAbalıoğlu, Ş. Aras and S. Sazak. Iron Deficiency and Iron Deficiency Anemia in Infants and Young Children at Different Socioeconomic Groups in Istanbul. Turkish Journal of Hematology, 2001, pp. 19-25.
C. Uzel and M.E. Condrad. Absorbtion of Heme Iron. Semin Hematol, 1998,35:27-34.
F. Tiker, A. Tarcan, N. Özbek and B. Gürakan. Çok Düşük Doğum ağırlıklı Bebeklerde Erken Enteral Demir Eksikliği. Çocuk Sağlığı ve Hastalıkları Dergisi, 2005, pp. 14-19.
F. Başçiftçi and H. İncekara. Web Arayüzü ile Hematoloji Laboratuarı Tahlillerinin Değerlendirilmesi için Bulanık Girişli Uzman Sistem Tasarımı. Fen Bilimleri Enstitüsü Dergisi 2011. Pp. 51-55.
Z. Yılmaz and Ş. Ocak . Bulanık Mantık ile Aneminin Belirlenmesi. Çankaya Üniversitesi 1. Mühendislik ve Teknoloji Sempozyumu, Turkey 2008.
Z. Yılmaz and M.R. Bozkurt. Determination of Women Iron Deficiency anemia Using neural Networks. Journal of Medical Systems, 2012, pp. 2941-2945.
J. Ven, M.G. Scholorl and P.C.M. Bartels. Automated result İnterpartion in Anemia Testing Using Artificial Neural Networks. Ned Tijdshr Klin Chem Labgeneesk, 2006, pp. 230-231.

Year 2015, Volume: 3 Issue: 1, 24 - 27, 13.01.2015

Ahmet Taha Koru Erhan Akdoğan Esra Kaya Mehmet Aktan Ahmet Koru Erhan Akdoğan

https://doi.org/10.18201/ijisae.61036

Cited By: 7

Abstract

References

G.Gedikoğlu and L. Ağaoğlu. Kan hastalıkları, Vol.2. İzmir,Turkey: Nobel Tıp Kitapevleri, 1993.
E.Ç. Eren. Çocuklarda Yaş Gruplarına ve Cinslerine Göre Anemi ve Demir Eksikliği Anemisi Sıklığının İncelenmesi. Aile Hekimliği Uzmanlık Tezi, Turkey 2008.
M. A. Simes and L. Solmonpera. The We Anling Iron for All Or one. Acta Pediatr Scad, 1989, pp. 103-878.
H. Soylu, Ü. Özgen, M. BAbalıoğlu, Ş. Aras and S. Sazak. Iron Deficiency and Iron Deficiency Anemia in Infants and Young Children at Different Socioeconomic Groups in Istanbul. Turkish Journal of Hematology, 2001, pp. 19-25.
C. Uzel and M.E. Condrad. Absorbtion of Heme Iron. Semin Hematol, 1998,35:27-34.
F. Tiker, A. Tarcan, N. Özbek and B. Gürakan. Çok Düşük Doğum ağırlıklı Bebeklerde Erken Enteral Demir Eksikliği. Çocuk Sağlığı ve Hastalıkları Dergisi, 2005, pp. 14-19.
F. Başçiftçi and H. İncekara. Web Arayüzü ile Hematoloji Laboratuarı Tahlillerinin Değerlendirilmesi için Bulanık Girişli Uzman Sistem Tasarımı. Fen Bilimleri Enstitüsü Dergisi 2011. Pp. 51-55.
Z. Yılmaz and Ş. Ocak . Bulanık Mantık ile Aneminin Belirlenmesi. Çankaya Üniversitesi 1. Mühendislik ve Teknoloji Sempozyumu, Turkey 2008.
Z. Yılmaz and M.R. Bozkurt. Determination of Women Iron Deficiency anemia Using neural Networks. Journal of Medical Systems, 2012, pp. 2941-2945.
J. Ven, M.G. Scholorl and P.C.M. Bartels. Automated result İnterpartion in Anemia Testing Using Artificial Neural Networks. Ned Tijdshr Klin Chem Labgeneesk, 2006, pp. 230-231.

There are 10 citations in total.

Details

Primary Language	English
Journal Section	Research Article
Authors	Ahmet Taha Koru This is me Erhan Akdoğan Esra Kaya This is me Mehmet Aktan Ahmet Koru This is me Erhan Akdoğan
Publication Date	January 13, 2015
Published in Issue	Year 2015 Volume: 3 Issue: 1

Cite

APA	Koru, A. T., Akdoğan, E., Kaya, E., Aktan, M., et al. (2015). Diagnosis of Anemia in Children via Artificial Neural Network. International Journal of Intelligent Systems and Applications in Engineering, 3(1), 24-27. https://doi.org/10.18201/ijisae.61036
AMA	Koru AT, Akdoğan E, Kaya E, Aktan M, Koru A, Akdoğan E. Diagnosis of Anemia in Children via Artificial Neural Network. International Journal of Intelligent Systems and Applications in Engineering. January 2015;3(1):24-27. doi:10.18201/ijisae.61036
Chicago	Koru, Ahmet Taha, Erhan Akdoğan, Esra Kaya, Mehmet Aktan, Ahmet Koru, and Erhan Akdoğan. “Diagnosis of Anemia in Children via Artificial Neural Network”. International Journal of Intelligent Systems and Applications in Engineering 3, no. 1 (January 2015): 24-27. https://doi.org/10.18201/ijisae.61036.
EndNote	Koru AT, Akdoğan E, Kaya E, Aktan M, Koru A, Akdoğan E (January 1, 2015) Diagnosis of Anemia in Children via Artificial Neural Network. International Journal of Intelligent Systems and Applications in Engineering 3 1 24–27.
IEEE	A. T. Koru, E. Akdoğan, E. Kaya, M. Aktan, A. Koru, and E. Akdoğan, “Diagnosis of Anemia in Children via Artificial Neural Network”, International Journal of Intelligent Systems and Applications in Engineering, vol. 3, no. 1, pp. 24–27, 2015, doi: 10.18201/ijisae.61036.
ISNAD	Koru, Ahmet Taha et al. “Diagnosis of Anemia in Children via Artificial Neural Network”. International Journal of Intelligent Systems and Applications in Engineering 3/1 (January 2015), 24-27. https://doi.org/10.18201/ijisae.61036.
JAMA	Koru AT, Akdoğan E, Kaya E, Aktan M, Koru A, Akdoğan E. Diagnosis of Anemia in Children via Artificial Neural Network. International Journal of Intelligent Systems and Applications in Engineering. 2015;3:24–27.
MLA	Koru, Ahmet Taha et al. “Diagnosis of Anemia in Children via Artificial Neural Network”. International Journal of Intelligent Systems and Applications in Engineering, vol. 3, no. 1, 2015, pp. 24-27, doi:10.18201/ijisae.61036.
Vancouver	Koru AT, Akdoğan E, Kaya E, Aktan M, Koru A, Akdoğan E. Diagnosis of Anemia in Children via Artificial Neural Network. International Journal of Intelligent Systems and Applications in Engineering. 2015;3(1):24-7.