期刊文献+

软件可靠性预测模型的优选问题研究 被引量:2

The Study on the Optimization of Software Reliability Prediction Model
下载PDF
导出
摘要 针对软件可靠性预测模型过多且难以选择的实际问题,基于混合专家网络,采用基于梯度下降法的变步长LMS算法,解决软件可靠性预测模型选择优化问题.并通过实例分析,验证了该算法应用于模型优选的有效性. This paper is to solve the problems that software reliability prediction models are excessive and difficult to select, based on mixed network of experts, based on the gradient descent method variable step size LMS algorithm to solve software reliability prediction model selection optimization problem. Finally, the algorithm is applied to verify the model optimal effectiveness.
出处 《哈尔滨理工大学学报》 CAS 北大核心 2009年第4期67-70,共4页 Journal of Harbin University of Science and Technology
关键词 软件可靠性预测模型 混合专家网络 LMS算法 software reliability prediction model mixed network of experts LMS algorithm
  • 相关文献

参考文献10

  • 1STRINGFELLOW C, ANDREWS A. An Empirical Method for Selec- ting Software Reliability Growth Models[ J]. Journal of Empirical Software Engineering, 2002,7 ( 4 ) : 319 - 343.
  • 2李邵明,郭平.软件可靠性模型选择的理论研究[J].计算机工程与科学,2006,28(z2):59-61. 被引量:3
  • 3马疯疯 陈自力.软件可靠性定量评估过程研究.同济大学学报,2002,30(10):1183-1185.
  • 4邹丰忠,徐仁佐.软件可靠性多模型综合评估[J].同济大学学报(自然科学版),2002,30(10):1183-1185. 被引量:13
  • 5MICHAEL R L. Handbook of Software Reliability Engineering[ M]. New York : IEEE Computer Society Press, McGrawHill, 1996.
  • 6许广廷,易波,马守科.一种改进的变步长LMS自适应算法及分析[J].微处理机,2007,28(3):53-55. 被引量:2
  • 7丁玉美,阔永红.数字信号处理--时域离散随机信号处理[M].西安:西安电子科技大学出版社,2003.
  • 8邹丰忠,刘海青,王林.软件可靠性综合模型[J].武汉大学学报(工学版),2003,36(1):86-88. 被引量:14
  • 9LYU M R, NIKORA A. Applying Reliability Models More Effectively[J]. IEEE Software,1992,9 (4) :45 -52.
  • 10KARUNANITHI N,WHITLEY D, MALAIYA Y K. Using Neural Networks in Reliability Prediction [ J ]. IEEE Trans. on Software Engineering, 1992:53 - 59.

二级参考文献20

  • 1叶华,吴伯修.变步长自适应滤波算法的研究[J].电子学报,1990,18(4):63-70. 被引量:73
  • 2[1]R L Michael.Handbook of Software Reliability Engineering[M].New York:IEEE Computer Society Press,McGraw Hill,1996.
  • 3[2]N Karunanithi,D Whitley,Y K Malaiya.Using Neural Networks in Reliability Prediction[J].IEEE Trans on Software Engineering 1992,53-59.
  • 4[3]J Musa,A Ackermar.Quantifying Software Validation:When to Stop Testing[J].IEEE Software,1989,19-27.
  • 5[4]T M Khoshgoftaar,T G Woodcock.Software Reliability Model Selection:A Case Study[A].Proc of the 2nd Int'l Symp on Software Reliability Engineering[C].1991.183-191.
  • 6[5]C Stringfellow,A Andrews.An Empirical Method for Selecting Software Reliability Growth Models[J].Journal of Empirical Software Engineering,2002,7(4):319-343.
  • 7[6]Michael I Jordan,Rober A Jacobs.Hierarchical Mixtures of Experts and the EM Algorithm[J].Neural Computation,1994,6:181-214.
  • 8[7]Shaoming Li,Qian Yin,Ping Guo,et al.A Hierarchical Mixture of Software Reliability Model for Prediction[J].Special Issue of Applied Mathematics and Computation,2006.
  • 9Broklehurst S,Chan P Y,Littlewood B,et al.Recalibrating software reliability models[J].IEEE Transaction on Software Engineering,1990,16(4):458-459.
  • 10Phame H.Reliability handbook[M].New York:Springer Verlag,2002.

共引文献26

同被引文献17

引证文献2

二级引证文献4

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