| 基于软件信息库挖掘的软件缺陷预测方法 |
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| 引用本文： | 王辉,杜庆峰.基于软件信息库挖掘的软件缺陷预测方法[J].计算机工程与设计,2012,33(8):3094-3098. |
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| 作者姓名： | 王辉 杜庆峰 |
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| 作者单位： | 同济大学软件学院,上海,201804 |
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| 摘 要： | 通过软件缺陷预测可以指导软件开发过程中资源的分配,提高软件质量和软件可靠性。为了更好地利用软件开发过程中产生的数据,指导软件的开发,在介绍了软件缺陷管理,数据挖掘,软件开发信息库知识的基础上,将数据挖掘的知识应用到软件开发信息库中,从版本信息库和缺陷跟踪系统中提取相关数据,经过预处理后这些数据就成数据挖掘技术的研究对象,通过选取合适的软件度量元,利用这些度量元建立新的软件缺陷预测模型并验证了该模型的有效性。
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| 关 键 词： | 软件缺陷预测 数据挖掘 软件开发信息库 软件度量元 线性回归 逻辑回归 |
Software defects prediction based on mining software respository |
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| WANG Hui
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DU Qing-feng.Software defects prediction based on mining software respository[J].Computer Engineering and Design,2012,33(8):3094-3098. |
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| Authors: | WANG Hui DU Qing-feng |
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| Affiliation: | (School of Software Engineering,Tongji University,Shanghai 201804,China) |
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| Abstract: | Software defects prediction can guide the resource allocation during the software life cycle and improve the quality and reliability of software.In order to use the historical data generated during the software development better to guide the software process,after briefly introduction to software defects,data mining,software repository,extract related data from software version repository and bug tracing system,preprocess this data,choose suitable software metrics,use data mining technology to build a new software defects prediction model and demonstrate the effectiveness of this presented model. |
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| Keywords: | software defects prediction data mining software repository software metrics linear regression logistic regression |
| 本文献已被 CNKI 万方数据 等数据库收录！ |
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