Evolutionary induced decision trees for dangerous software modules prediction

被引:17
|
作者
Podgorelec, V [1 ]
Kokol, P [1 ]
机构
[1] Univ Maribor, FERI, Lab Syst Design, SI-2000 Maribor, Slovenia
关键词
software engineering; decision making; decision trees; evolutionary algorithms; software fault prediction;
D O I
10.1016/S0020-0190(01)00284-8
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We study the possibility of constructing decision trees with evolutionary algorithms in order to increase their predictive accuracy. We present a self-adapting evolutionary algorithm for the induction of decision trees and describe the principle of decision making based on multiple evolutionary induced decision trees-decision forest. The developed model is used as a fault predictive approach to foresee dangerous software modules, which identification can largely enhance the reliability of software. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:31 / 38
页数:8
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