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A Censored Nonparametric Software Reliability Model 被引量:2

A Censored Nonparametric Software Reliability Model
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摘要 This paper analyses the effect of censoring on the estimation of failure rate, and presents a framework of a censored nonparametric software reliability model. The model is based on nonparametric testing of failure rate monotonically decreasing and weighted kernel failure rate estimation under the constraint of failure rate monotonically decreasing. Not only does the model have the advantages of little assumptions and weak constraints, but also the residual defects number of the software system can be estimated. The numerical experiment and real data analysis show that the model performs wdl with censored data. This paper analyses the effect of censoring on the estimation of failure rate, and presents a framework of a censored nonparametric software reliability model. The model is based on nonparametric testing of failure rate monotonically decreasing and weighted kernel failure rate estimation under the constraint of failure rate monotonically decreasing. Not only does the model have the advantages of little assumptions and weak constraints, but also the residual defects number of the software system can be estimated. The numerical experiment and real data analysis show that the model performs wdl with censored data.
出处 《International Journal of Plant Engineering and Management》 2006年第4期227-233,共7页 国际设备工程与管理(英文版)
关键词 SOFTWARE RELIABILITY nonparametric estimation censored data software, reliability, nonparametric estimation, censored data
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参考文献7

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同被引文献24

  • 1HanFengyan,LiWeisong.Nonparametric estimation for hazard rate monotonously decreasing system[J].Journal of Systems Engineering and Electronics,2005,16(1):220-223. 被引量:1
  • 2纪元,白晓颖,徐睿.改进的Jelinski-Moranda软件可靠性增长模型[J].清华大学学报(自然科学版),2006,46(10):1759-1761. 被引量:3
  • 3Cai Kaiyuan.Censored software-reliability Models[J].IEEE Trans. on Rellability, 1997, 46(1) : 69 - 75.
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  • 8Gebizlioglu O,~eno~lu B,Kantar Y. Comparison of certain value-at-risk estimation methods for the two-parameter Weibull loss distribution[J].. Journal of Computational and Applied Mathematics, 2011,235 (11) : 3304-3314.
  • 9WANG Yongqiao, WANG Shouyang, DANG Chuangyin. Nonparametric quantile frontier estimation under shape re- striction[J]. European Journal of Operational Research, 2014,232(3) :671-678.
  • 10Amiri A, Crambes C, Thiam B. Recursive estimation of nonparametric regression with functional covariate[J].. Computational Statistics & Data Analysis, 2014, 69 ( 1 ) 154-172.

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