An optimization-based approach for data classification

被引:6
|
作者
Busygin, St.
Prokopyev, O. A. [1 ]
Pardalos, P. M.
机构
[1] Univ Pittsburgh, Dept Ind Engn, Pittsburgh, PA 15260 USA
[2] Univ Florida, Ctr Appl Optimizat, Dept Ind & Syst Engn, Gainesville, FL 32611 USA
来源
OPTIMIZATION METHODS & SOFTWARE | 2007年 / 22卷 / 01期
关键词
classification; gene expression data; optimization approach;
D O I
10.1080/10556780600881639
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper we discuss an optimization-based approach to handling data classification problems. The main idea of the proposed method is to reformulate the classification problem as a mathematical programming problem, whose solution implies relevant feature selection and forms the classes of data. Encouraging computational results on two DNA microarray data mining problems are reported.
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页码:3 / 9
页数:7
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