Takagi-Surgeon-Kang (zero-order) model for diagnosis hepatitis disease
Author
Source
Journal of Kufa for Mathematics and Computer
Issue
Vol. 2, Issue 3 (30 Jun. 2015), pp.1-12, 12 p.
Publisher
University of Kufa Faculty of Mathematics and Computers Science
Publication Date
2015-06-30
Country of Publication
Iraq
No. of Pages
12
Main Subjects
Abstract EN
The aim of this paper is to use Takagi- Sugeno-Kang(zero-order) model as fuzzy neural network for the medical diagnosis of hepatitis diseases which represent a major public health problem all around the world .
For further improve the accuracy and the speed of the diagnosis, the Microarray Attribute Reduction Scheme (MARS) for reduction features (or attributes) and Mean Imputation (MI) method for treatment the missing values were used in this work.
The used data source of hepatitis diseases was taken from UCI machine learning repository.
After treat the missing values problem by apply MI method, the dataset is partitioned into three training–testing partitions (30 %–70 %, 40–60 % and 20 %– 80% respectively) and apply MARS with different values of thr(from 0.1-0.9 ) in order to determine the number attributes (that represent the number of inputs to the fuzzy neural network), the results record in each case of thr values and each case of partitions.
The high diagnosis accuracy has been achieved for the 40–60 % training–testing, namely, 100% for training and 95.77 % for testing with thr equal to 0.4 and with less training cycle and fuzzy sets number.
This work was implemented in MATLAB 7.0 environment.
American Psychological Association (APA)
Salim, Raidah. 2015. Takagi-Surgeon-Kang (zero-order) model for diagnosis hepatitis disease. Journal of Kufa for Mathematics and Computer،Vol. 2, no. 3, pp.1-12.
https://search.emarefa.net/detail/BIM-657016
Modern Language Association (MLA)
Salim, Raidah. Takagi-Surgeon-Kang (zero-order) model for diagnosis hepatitis disease. Journal of Kufa for Mathematics and Computer Vol. 2, no. 3 (Jun. 2015), pp.1-12.
https://search.emarefa.net/detail/BIM-657016
American Medical Association (AMA)
Salim, Raidah. Takagi-Surgeon-Kang (zero-order) model for diagnosis hepatitis disease. Journal of Kufa for Mathematics and Computer. 2015. Vol. 2, no. 3, pp.1-12.
https://search.emarefa.net/detail/BIM-657016
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 12
Record ID
BIM-657016