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MOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE
引用本文:NIZhongxin FEIHeliang. MOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE[J]. 系统科学与复杂性, 2005, 18(2): 254-264
作者姓名:NIZhongxin FEIHeliang
作者单位:[1]DepartmentofMathematics,EastChinaUniversityofScienceandTechnology,Shanghai200237,China [2]CollegeofMathematicalScience,ShanghaiNormalUniversity,Shanghai200234,China
基金项目:This research is partially supported by National Science Foundation of China (No. 69971016).
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.

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MOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE
NI Zhongxin. MOMENT-METHOD ESTIMATION BASED ON CENSORED SAMPLE[J]. Journal of Systems Science and Complexity, 2005, 18(2): 254-264
Authors:NI Zhongxin
Abstract:
Keywords:Reliability theory   survival analysis   mean residual lifetime   moment-method estimation.
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