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Rough Classifier: Experiments on Two Medical Data Sets


Paper Type 
Opinion
Title 
Rough Classifier: Experiments on Two Medical Data Sets
Author 
Azuraliza A. Bakar, Md N. Sulaiman, Mohamed Othman and Mohd H. Selamat
Email 
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Abstract:
The study examines the Rough Set approach in solving the classification problems in medical dataset. The methodology is concerned with the classificatory analysis of imprecise, uncertain or incomplete information or knowledge expressed in terms of data acquired from experience. The algorithm is experimented with two medical datasets, Lymphography and Heart Disease datasets. The experimental results are compared with another two learning systems, neural network and multiple regression. It is shown that good classification model can be obtained using the rough set approach. The results indicate that the rough modeling is a promising classification method in solving the decision making in medical classification problem.
Start & End Page 
59 - 63
Received Date 
2001-02-28
Revised Date 
Accepted Date 
2001-04-10
Full Text 
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Keyword 
rough set theory, decision system, reduct, classification accuracy
Volume 
Vol.28 No.1 (JUNE 2001)
DOI 
Citation 
Bakar A.A., Sulaiman M.N., Othman M. and Selamat M.H., Rough Classifier: Experiments on Two Medical Data Sets, Chiang Mai J. Sci., 2001; 28(1): 59-63.
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