An Intelligent Diagnostic System for Detection of Hepatitis Using Multi-layer Perceptron and Colonial Competitive Algorithm
-
2423
Downloads
-
3402
Views
Authors
Khosro Rezaee
- Department of Biomedical Engineering, Hakim Sabzevari University, Sabzevar, Iran
Mohammad Rasegh Ghezelbash
- Department of Biomedical Engineering, Hakim Sabzevari University, Sabzevar, Iran
Nasim Chagha Ghasemi
- Department of Electronic Engineering, Islamic Azad University
Javad Haddania
- Department of Biomedical Engineering, Hakim Sabzevari University, Sabzevar, Iran
Abstract
This article proposes an intelligent diagnostic system for the diagnosis of Hepatitis
based on a new algorithm including MLP and ICA which is more accurate and faster than
the similar algorithms in terms of performance. At first, colonial competitive algorithm
seeks to find the best solution in neural network training, then the MLP will be designed
which can intelligently diagnose Hepatitis. Providing a certain solution and the ability to
analyze complex, large-scale problems are among the advantages of this algorithm over
similar optimization algorithm in diagnosis of Hepatitis. For neural network training and
sample data testing 100 and 55 sample data were used respectively. Taken from UCI
database, the data were applied to the system, revealing the effectiveness of the
proposed algorithm in diagnosis of Hepatitis with less than 5% error.
Share and Cite
ISRP Style
Khosro Rezaee, Mohammad Rasegh Ghezelbash, Nasim Chagha Ghasemi, Javad Haddania, An Intelligent Diagnostic System for Detection of Hepatitis Using Multi-layer Perceptron and Colonial Competitive Algorithm, Journal of Mathematics and Computer Science, 4 (2012), no. 2, 237--245
AMA Style
Rezaee Khosro, Rasegh Ghezelbash Mohammad, Chagha Ghasemi Nasim, Haddania Javad, An Intelligent Diagnostic System for Detection of Hepatitis Using Multi-layer Perceptron and Colonial Competitive Algorithm. J Math Comput SCI-JM. (2012); 4(2):237--245
Chicago/Turabian Style
Rezaee, Khosro, Rasegh Ghezelbash, Mohammad, Chagha Ghasemi , Nasim, Haddania, Javad. "An Intelligent Diagnostic System for Detection of Hepatitis Using Multi-layer Perceptron and Colonial Competitive Algorithm." Journal of Mathematics and Computer Science, 4, no. 2 (2012): 237--245
Keywords
- Hepatitis diagnosis
- ICA
- MLP
- GA.
MSC
References
-
[1]
, www.medicinenet.com/viral_hepatitis/article.html, , ()
-
[2]
S. Shariati, M. M. Haghighi, Comparison of anfis Neural Network with several other ANNs and Support Vector Machine for diagnosing hepatitis and thyroid diseases, Computer Information Systems and Industrial Management Applications (CISIM), 2010 (2010), 596--599
-
[3]
P. Guan, D. S. Huang, B. S. Zhou, Forecasting model for the incidence of hepatitis A based on artificial neural net work, World journal of gastroenterology: WJG, 10 (2004), 3579--3582
-
[4]
, http://www.pezeshk.us/?p=2867, , ()
-
[5]
G. Eason, B. Noble, I. N. Sneddon, On certain integrals of Lipschitz-Hankel type involving products of Bessel functions, Phil. Trans. Roy. Soc. London A, 247 (1955), 529--551
-
[6]
M. Rouhani, M. M. Haghighi, The Diagnosis of Hepatitis Diseases by Support Vector Machines and Artificial Neural Networks, International Association of Computer Science and Information Technology-Spring Conference, 456--458, (2009)
-
[7]
G. Sathyadevi, Application of CART algorithm in hepatitis disease diagnosis, Recent Trends in Information Technology (ICRTIT), 1283--1287, (2011)
-
[8]
E. Dogantekin, A. Dogantekin, D Avci, Automatic hepatitis diagnosis system based on Linear Discriminant Analysis and Adaptive Network based on Fuzzy Inference System, Expert Systems with Applications , 36 (2009), 11282--11286
-
[9]
T. A. Jilani, H. Yasin, M. M. Yasin, PCA-ANN for Classification of Hepatitis-C Patients, International Journal of Computer Applications, 14 (2011), 1--6
-
[10]
G. S. Uttreshwar, A. Ghatol, A Hepatitis B Diagnosis Using Logical Inference And Generalized Regression Neural Networks, IEEE International Advance Computing Conference, 1587--1595, (2009)
-
[11]
C. L. Blake, C. J. Merz, UCI reporsitory of machine learning databases, http://www.ics.uci.edu./~mlearn/MLReporsitory.html, U.S.A. (1998)
-
[12]
E. Atashpaz Gargari, Developing of Social Optimization Algorithm and Surveying its efficiency, The thesis of graduate top in school of electrical and computer engineering in Tehran University, Iran (2009)
-
[13]
P. M. Shea, F. Liu, Operational Experience With a Neural Network in the Detection of Explosives in Checked Airline Luggage, IJCNN International Joint Conference on Neural Networks, 1990 (1990), 175--178
-
[14]
K. Polat, S. Gunes, Prediction of hepatitis disease based on principal component analysis and artificial immune recognition system, Applied Mathematics and Computation, 189 (2007), 189--1282