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MOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE 被引量:4

MOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE
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摘要 In reliability theory and survival analysis, the problem of point estimation based on the censored sample has been discussed in many literatures. However, most of them are focused on MLE, BLUE etc; little work has been done on the moment-method estimation in censoring case. To make the method of moment estimation systematic and unifiable, in this paper, the moment-method estimators(abbr. MEs) and modified momentmethod estimators(abbr. MMEs) of the parameters based on type Ⅰ and type Ⅱ censored samples are put forward involving mean residual lifetime. The strong consistency and other properties are proved. To be worth mentioning, in the exponential distribution,the proposed moment-method estimators are exactly MLEs. By a simulation study, in the view point of bias and mean square of error, we show that the MEs and MMEs are better than MLEs and the “pseudo complete sample” technique introduced in Whitten et al.(1988). And the superiority of the MEs is especially conspicuous, when the sample is heavily censored.
出处 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2005年第2期254-264,共11页 系统科学与复杂性学报(英文版)
基金 This research is partially supported by National Science Foundation of China (No. 69971016).
关键词 reliability theory survival analysis mean residual lifetime moment-methodestimation 评价方法 可靠性理论 残存分析 生命力 产品样本
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  • 1Mete Sirvanci and Grace Yang, Estimation of the Weibull parameters under type Ⅰ censoring, J. Amer. Statist. Assoc., 1984, 79: 183-187.
  • 2T. Rolski, Mean residual life, Bulletin of the International Statistical Institute, 1975, 4: 266-270.
  • 3B. J. Whitten, A. C. Cohen and V. Sundaraiyer, A pseudo-complete sample technique for estimation from censored samples, Gornrnu. Stat. -Theory. Meth., 1988, 17: 2239-2258.
  • 4Y. S. Chow and H. Teicher, Probability Theory: Independence, Interchangeability, Martigales,Springer-Verlag, 1978.
  • 5N. Balakrishnan and A. C. Cohen, Order Statistic and Inference, Academic Press, Inc, 1991.
  • 6J. L. Bain, Statistical Anlysis of Reliability and Life-testing Models, Marcel Dekkerl Inc., New York and Basel, 1978.
  • 7R. E. Barlow and F. Proschan, Mathematical Theory of Reliability, Wiley, New York, 1965.
  • 8A. C. Cohen and R. Helm, Estimation in the Exponential Distribution, Technometrics, 1973, 14:841-846.
  • 9A. C. Cohen and B. J. Whitten, Estimation in the three-parameter lognormal distribution, J. Amer. Statist. Assoc, 1980, 75: 399-404.
  • 10A. C. Cohen and B. J. Whitten, Estimation of lognormal distribution, Amer. J. Math. Mgt. Sci.,1981, 1: 139-153.

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