Paper Info
Title
Medical decision support system based on artificial immune recognition immune system (AIRS), fuzzy weighted pre-processing and feature selection
Abstract
In this study, diagnosis of hepatitis disease, which is a very common and important disease, was conducted with a machine learning system. The proposed machine learning approach has three stages. The first stage, the feature number of hepatitis disease dataset was reduced to 10 from 19 in the feature selection (FS) sub-program by means of C 4.5 decision tree algorithm. Then, hepatitis disease dataset is normalized in the range of [0,1] and is weighted with fuzzy weighted pre-processing. Then, weighted input values obtained from fuzzy weighted pre-processing is classified by using AIRS classifier system. In this study, fuzzy weighted pre-processing, which can improved by ours, is a new method and firstly, it is applied to hepatitis disease dataset. We took the dataset used in our study from the UCI machine learning database. The obtained classification accuracy of our system was 94.12% and it was very promising with regard to the other classification applications in the literature for this problem.
Year
DOI
Venue
2007
10.1016/j.eswa.2006.05.013
Expert Syst. Appl.
Keywords
Field
DocType
feature selection,fuzzy weighted pre-processing,artificial immune recognition,immune system,classification accuracy,classification application,medical decision support system,important disease,hepatitis disease,weighted input,medical diagnosis,airs classifier system,artificial immune recognition immune system,uci machine,proposed machine,hepatitis disease dataset,machine learning,decision tree
Data mining,Normalization (statistics),Feature selection,Pattern recognition,Computer science,Fuzzy logic,Decision support system,Artificial intelligence,Classifier (linguistics),Decision tree learning,Machine learning,Medical diagnosis
Journal
Volume
Issue
ISSN
33
2
Expert Systems With Applications
Citations 
PageRank 
References 
14
0.74
3
Authors
2
Name
Order
Citations
PageRank
Kemal Polat1134897.38
Salih Güneş2126778.53