Software reliability modeling using skewed measurement data

被引:0
|
作者
Van Hulse, Jason [1 ]
Khoshgoftaar, Taghi M. [1 ]
Napolitano, Amri [1 ]
机构
[1] Florida Atlantic Univ, Dept Comp Sci & Engn, Boca Raton, FL 33431 USA
关键词
software quality classification; measurement data; reliability modeling; skewed data; sampling;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
When developing classification, models for software reliability, skewed class distributions can result in suboptimal learner performance. A variety of sampling techniques have beep. proposed to alleviate the harmful effects of imbalanced classes. This work presents a detailed study of the use of sampling to improve C4.5 decision tree learners constructed, using software measurement data.
引用
收藏
页码:181 / +
页数:2
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