期刊文献+

基于自回归模型的软件可靠性预测方法研究 被引量:1

Research on Software Reliability Prediction Method Based on Autoregressive Model
下载PDF
导出
摘要 随着人们对高可靠和高质量软件需求的日益增长,这种需求迫使软件开发人员不断提高软件的可靠性。本文提出了一种基于自回归模型的软件可靠性预测方法,并利用最小二乘估计方法对模型中的参数进行估计。使用开源软件Firefox的真实故障数据,利用SPSS软件对可靠性模型进行验证分析,实验结果表明本文提出的模型是有效的。 With the increasing demand for the people’s pursuit of the high reliability and high-quality software,this demand forces software developers to continuously improve the reliability of software.This paper put for⁃wards a software reliability prediction method based on an autoregressive model,and uses the least square estima⁃tion method to estimate the parameters in the model.The real failure data of the open source software Firefox and SPSS software were used to verify and analyze the reliability model,and the experimental results show that the model proposed in this paper is effective.
作者 陈静 CHEN Jing(College of Information Engineering,Guizhou University of Traditional Chinese Medicine,Guiyang Guizhou 550025)
出处 《河南科技》 2021年第24期23-26,共4页 Henan Science and Technology
基金 贵州省科技厅基金项目(项目编号:黔科合LH字〔2016〕7108号)。
关键词 自回归模型 软件可靠性 最小二乘估计 SPSS autoregressive model software reliability least square estimation SPSS
  • 相关文献

参考文献2

二级参考文献16

  • 1张玉瑞,陈剑波.基于RBF神经网络的时间序列预测[J].计算机工程与应用,2005,41(11):74-76. 被引量:38
  • 2黎锁平,武会超.基于双指数平滑方法的通信软件可靠性分析[J].兰州理工大学学报,2006,32(4):102-104. 被引量:5
  • 3马飒飒,王光平,赵守伟.基于时间序列的软件可靠性预测模型研究[J].计算机工程与设计,2007,28(11):2520-2523. 被引量:9
  • 4Aljahdali S H.Prediction of software reliability using neural network and fuzzy logic models[D].USA:George Mason University,2003.
  • 5Littlewood B.The problem of assessing software reliability when you really need to depend on it[EB/OL].[2007].http://www.csr.city.ac.uk/ people/bev.littlewood/bl_public_papers/SCSS_2000/SCSS_2000.pdf.
  • 6Ho S L,Xie M.The use of ARIMA models for reliability forecasting and analysis[J].Computers Industry Engineering, 1998,35 ( 1 ) : 213-216.
  • 7Singh N.Stochastic modeling of aggregates & products of variable, failure rates[J].IEEE Transaction on Reliability, 1995,44(2):279-284.
  • 8Musa J D.Software reliability data,data & analysis center for software [EB/OL]. ( 1950-01 ).https ://www.thedacs.com/databases/sled/ swrel.php.
  • 9BoxGEP JenkinsGM TeinselGC.时间序列分析-预测与控制[M].北京:中国统计出版社,1997..
  • 10Jiangyu Deng.Classification of software quality using tree modeling with the S-Plus algorithm[D].Thesis for Master's Degree,Florida Atlantic University,1999.77-102.

共引文献21

同被引文献18

引证文献1

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部