Novel nonlinear least square parameter estimation method for Jelinski-Moranda model | |
Liu Jing-wei ; Hu Yu-biao ; Wang Xiao-ling ; Xu Mei-zhi | |
2010-10-12 ; 2010-10-12 | |
关键词 | Practical Experimental/ curve fitting least squares approximations naval engineering computing Newton-Raphson method parameter estimation software reliability/ nonlinear least square parameter estimation method Jelinski-Moranda model software reliability equivalent curve fitting function naval tactical data system NTDS Newton-Raphson method/ C6110B Software engineering techniques C7490 Computing in other engineering fields C4130 Interpolation and function approximation (numerical analysis) |
中文摘要 | A novel nonlinear least square parameter estimation (LogLSE) method for Jelinski-Moranda (J-M) model of software reliability was proposed. Developing an equivalent curve fitting function with traditional J-M least square, the formulae of the new nonlinear least square (NLS) parameters estimation were derived. The experimental results on standard software reliability failure data-Naval Tactical Data System (NTDS) and three datasets used by J. D. Musa with Newton-Raphson method for parameter estimation demonstrate that LogLSE is superior to maximum likelihood estimation (MLE) and least square estimation (LSE). |
语种 | 中文 |
出版者 | Editorial Committee of the Journal of System Simulation ; China |
内容类型 | 期刊论文 |
源URL | [http://hdl.handle.net/123456789/81257] ![]() |
专题 | 清华大学 |
推荐引用方式 GB/T 7714 | Liu Jing-wei,Hu Yu-biao,Wang Xiao-ling,et al. Novel nonlinear least square parameter estimation method for Jelinski-Moranda model[J],2010, 2010. |
APA | Liu Jing-wei,Hu Yu-biao,Wang Xiao-ling,&Xu Mei-zhi.(2010).Novel nonlinear least square parameter estimation method for Jelinski-Moranda model.. |
MLA | Liu Jing-wei,et al."Novel nonlinear least square parameter estimation method for Jelinski-Moranda model".(2010). |
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