EN
Diagnosis of Anemia in Children via Artificial Neural Network
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
Kaynakça
- 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.
Ayrıntılar
Birincil Dil
İngilizce
Konular
-
Bölüm
-
Yayımlanma Tarihi
13 Ocak 2015
Gönderilme Tarihi
31 Ekim 2014
Kabul Tarihi
-
Yayımlandığı Sayı
Yıl 2015 Cilt: 3 Sayı: 1
APA
Koru, A. T., Akdoğan, E., Kaya, E., Aktan, M., Koru, A., & Akdoğan, E. (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
1.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):24-27. doi:10.18201/ijisae.61036
Chicago
Koru, Ahmet Taha, Erhan Akdoğan, Esra Kaya, Mehmet Aktan, Ahmet Koru, ve Erhan Akdoğan. 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.
EndNote
Koru AT, Akdoğan E, Kaya E, Aktan M, Koru A, Akdoğan E (01 Ocak 2015) Diagnosis of Anemia in Children via Artificial Neural Network. International Journal of Intelligent Systems and Applications in Engineering 3 1 24–27.
IEEE
[1]A. T. Koru, E. Akdoğan, E. Kaya, M. Aktan, A. Koru, ve E. Akdoğan, “Diagnosis of Anemia in Children via Artificial Neural Network”, International Journal of Intelligent Systems and Applications in Engineering, c. 3, sy 1, ss. 24–27, Oca. 2015, doi: 10.18201/ijisae.61036.
ISNAD
Koru, Ahmet Taha - Akdoğan, Erhan - Kaya, Esra - Aktan, Mehmet - Koru, Ahmet - Akdoğan, Erhan. “Diagnosis of Anemia in Children via Artificial Neural Network”. International Journal of Intelligent Systems and Applications in Engineering 3/1 (01 Ocak 2015): 24-27. https://doi.org/10.18201/ijisae.61036.
JAMA
1.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, vd. “Diagnosis of Anemia in Children via Artificial Neural Network”. International Journal of Intelligent Systems and Applications in Engineering, c. 3, sy 1, Ocak 2015, ss. 24-27, doi:10.18201/ijisae.61036.
Vancouver
1.Ahmet Taha Koru, Erhan Akdoğan, Esra Kaya, Mehmet Aktan, Ahmet Koru, Erhan Akdoğan. Diagnosis of Anemia in Children via Artificial Neural Network. International Journal of Intelligent Systems and Applications in Engineering. 01 Ocak 2015;3(1):24-7. doi:10.18201/ijisae.61036
Cited By
A Fact-Finding Procedure Integrating Machine Learning and AHP Technique to Predict Delayed Diagnosis of Bladder Patients with Hematuria
Journal of Healthcare Engineering
https://doi.org/10.1155/2021/3831453COMPARATIVE REVIEW OF ARTIFICIAL NEURAL NETWORK MACHINE LEARNING FOR DIAGNOSING ANEMIA IN PREGNANT LADIES
i-manager's Journal on Information Technology
https://doi.org/10.26634/JIT.5.4.10337Correlation between drinking water fluoride and TSH hormone by ANNs and ANFIS
Journal of Environmental Health Science and Engineering
https://doi.org/10.1007/s40201-018-0290-xDiagnosis of urinary tract infection based on artificial intelligence methods
Computer Methods and Programs in Biomedicine
https://doi.org/10.1016/j.cmpb.2018.10.007Prediction of team league’s rankings in volleyball by artificial neural network method
International Journal of Performance Analysis in Sport
https://doi.org/10.1080/24748668.2017.1331570AN INTELLIGENT SYSTEM BASED ON BACK-PROPAGATION NEURAL NETWORK AND PARTICLE SWARM OPTIMIZATION BASED NEURAL NETWORK FOR DIAGNOSING ANEMIA IN PREGNANT LADIES
i-manager's Journal on Information Technology
https://doi.org/10.26634/jit.6.2.13574Urinary tract infections: a review of the current diagnostics landscape
Journal of Medical Microbiology
https://doi.org/10.1099/jmm.0.001780