The Use of Fuzzy BackPropagation Neural Networks for the Early Diagnosis of Hypoxic Ischemic Encephalopathy in Newborns
Joint Authors
Jie, Zhang
Chongxun, Zheng
Feng, Zhang
Pokhrel, Shami
Li, Liu
Liqing, Huo
Hongru, Lu
Source
Issue
Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-5, 5 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2011-07-24
Country of Publication
Egypt
No. of Pages
5
Main Subjects
Abstract EN
To establish an early diagnostic system for hypoxic ischemic encephalopathy (HIE) in newborns based on artificial neural networks and to determine its feasibility.
Methods.
Based on published research as well as preliminary studies in our laboratory, multiple noninvasive indicators with high sensitivity and specificity were selected for the early diagnosis of HIE and employed in the present study, which incorporates fuzzy logic with artificial neural networks.
Results.
The analysis of the diagnostic results from the fuzzy neural network experiments with 140 cases of HIE showed a correct recognition rate of 100% in all training samples and a correct recognition rate of 95% in all the test samples, indicating a misdiagnosis rate of 5%.
Conclusion.
A preliminary model using fuzzy backpropagation neural networks based on a composite index of clinical indicators was established and its accuracy for the early diagnosis of HIE was validated.
Therefore, this method provides a convenient tool for the early clinical diagnosis of HIE.
American Psychological Association (APA)
Li, Liu& Liqing, Huo& Hongru, Lu& Feng, Zhang& Chongxun, Zheng& Pokhrel, Shami…[et al.]. 2011. The Use of Fuzzy BackPropagation Neural Networks for the Early Diagnosis of Hypoxic Ischemic Encephalopathy in Newborns. BioMed Research International،Vol. 2011, no. 2011, pp.1-5.
https://search.emarefa.net/detail/BIM-990021
Modern Language Association (MLA)
Li, Liu…[et al.]. The Use of Fuzzy BackPropagation Neural Networks for the Early Diagnosis of Hypoxic Ischemic Encephalopathy in Newborns. BioMed Research International No. 2011 (2011), pp.1-5.
https://search.emarefa.net/detail/BIM-990021
American Medical Association (AMA)
Li, Liu& Liqing, Huo& Hongru, Lu& Feng, Zhang& Chongxun, Zheng& Pokhrel, Shami…[et al.]. The Use of Fuzzy BackPropagation Neural Networks for the Early Diagnosis of Hypoxic Ischemic Encephalopathy in Newborns. BioMed Research International. 2011. Vol. 2011, no. 2011, pp.1-5.
https://search.emarefa.net/detail/BIM-990021
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-990021